[ { "id": "us-soc-11-1011", "market": "us", "socCode": "11-1011", "title": "Chief Executives", "slug": "chief-executives", "description": "Determine and formulate policies and provide overall direction of companies or private and public sector organizations within guidelines set up by a board of directors or similar governing body. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-1021", "market": "us", "socCode": "11-1021", "title": "General and Operations Managers", "slug": "general-and-operations-managers", "description": "Plan, direct, or coordinate the operations of public or private sector organizations, overseeing multiple departments or locations. Duties and responsibilities include formulating policies, managing daily operations, and planning the use of materials and human resources, but are too diverse and general in nature to be classified in any one functional area of management or administration, such as personnel, purchasing, or administrative services. Usually manage through subordinate supervisors. Excludes First-Line Supervisors.", "taskIds": [ "us-11-1021-933", "us-11-1021-944", "us-11-1021-945", "us-11-1021-947", "us-11-1021-948", "us-11-1021-949", "us-11-1021-19501", "us-11-1021-20699", "us-11-1021-20700", "us-11-1021-20701", "us-11-1021-20702", "us-11-1021-20703", "us-11-1021-20704", "us-11-1021-20705", "us-11-1021-20706", "us-11-1021-20707", "us-11-1021-20708" ], "employment": { "value": 3503020, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 105770, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1150", "uk-soc-7131", "uk-soc-1232", "uk-soc-1111", "uk-soc-1131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 39, 51 ], "band": "partial", "headlineShare": 0.3150153396382156, "headlineShareRange": [ 0.2561413456428903, 0.4240691357477409 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-2011", "market": "us", "socCode": "11-2011", "title": "Advertising and Promotions Managers", "slug": "advertising-and-promotions-managers", "description": "Plan, direct, or coordinate advertising policies and programs or produce collateral materials, such as posters, contests, coupons, or giveaways, to create extra interest in the purchase of a product or service for a department, an entire organization, or on an account basis.", "taskIds": [ "us-11-2011-3223", "us-11-2011-3224", "us-11-2011-3226", "us-11-2011-3227", "us-11-2011-3228", "us-11-2011-3229", "us-11-2011-3231", "us-11-2011-3233", "us-11-2011-3234", "us-11-2011-3235", "us-11-2011-3236", "us-11-2011-3237", "us-11-2011-3238", "us-11-2011-3239", "us-11-2011-3240", "us-11-2011-3241", "us-11-2011-3242", "us-11-2011-3243", "us-11-2011-3244", "us-11-2011-3245", "us-11-2011-18586", "us-11-2011-21217", "us-11-2011-21218", "us-11-2011-21219", "us-11-2011-21220", "us-11-2011-21221", "us-11-2011-21222", "us-11-2011-21223", "us-11-2011-21224", "us-11-2011-21225" ], "employment": { "value": 21470, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 133660, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 41, 51 ], "band": "partial", "headlineShare": 0.32909158157338153, "headlineShareRange": [ 0.32909158157338153, 0.38695009239510875 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:27:23.895Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-2021", "market": "us", "socCode": "11-2021", "title": "Marketing Managers", "slug": "marketing-managers", "description": "Plan, direct, or coordinate marketing policies and programs, such as determining the demand for products and services offered by a firm and its competitors, and identify potential customers. Develop pricing strategies with the goal of maximizing the firm's profits or share of the market while ensuring the firm's customers are satisfied. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-2022", "market": "us", "socCode": "11-2022", "title": "Sales Managers", "slug": "sales-managers", "description": "Plan, direct, or coordinate the actual distribution or movement of a product or service to the customer. Coordinate sales distribution by establishing sales territories, quotas, and goals and establish training programs for sales representatives. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-2032", "market": "us", "socCode": "11-2032", "title": "Public Relations Managers", "slug": "public-relations-managers", "description": "Plan, direct, or coordinate activities designed to create or maintain a favorable public image or raise issue awareness for their organization or client.", "taskIds": [ "us-11-2032-21226", "us-11-2032-21227", "us-11-2032-21228", "us-11-2032-21229", "us-11-2032-21230", "us-11-2032-21231", "us-11-2032-21232", "us-11-2032-21233", "us-11-2032-21234", "us-11-2032-21235", "us-11-2032-21236", "us-11-2032-21237", "us-11-2032-21238", "us-11-2032-21239", "us-11-2032-21240", "us-11-2032-21241", "us-11-2032-21242", "us-11-2032-21243", "us-11-2032-21244", "us-11-2032-21245" ], "employment": { "value": 74850, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 146910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 52, "occScoreRange": [ 46, 58 ], "band": "partial", "headlineShare": 0.5, "headlineShareRange": [ 0.3, 0.6 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-2033", "market": "us", "socCode": "11-2033", "title": "Fundraising Managers", "slug": "fundraising-managers", "description": "Plan, direct, or coordinate activities to solicit and maintain funds for special projects or nonprofit organizations.", "taskIds": [ "us-11-2033-21246", "us-11-2033-21247", "us-11-2033-21248", "us-11-2033-21249", "us-11-2033-21250", "us-11-2033-21251", "us-11-2033-21252", "us-11-2033-21253", "us-11-2033-21254", "us-11-2033-21255", "us-11-2033-21256", "us-11-2033-21257", "us-11-2033-21258", "us-11-2033-21259", "us-11-2033-21260", "us-11-2033-21261" ], "employment": { "value": 38810, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 125470, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1133", "uk-soc-3554" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 48, 59 ], "band": "partial", "headlineShare": 0.5027215204394171, "headlineShareRange": [ 0.43657951246753285, 0.5758273398568607 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3012", "market": "us", "socCode": "11-3012", "title": "Administrative Services Managers", "slug": "administrative-services-managers", "description": "Plan, direct, or coordinate one or more administrative services of an organization, such as records and information management, mail distribution, and other office support services.", "taskIds": [ "us-11-3012-19", "us-11-3012-20", "us-11-3012-21", "us-11-3012-22", "us-11-3012-23", "us-11-3012-24", "us-11-3012-26", "us-11-3012-30", "us-11-3012-21262", "us-11-3012-21263", "us-11-3012-21264", "us-11-3012-21265", "us-11-3012-21266", "us-11-3012-21267", "us-11-3012-21268", "us-11-3012-21269", "us-11-3012-21270", "us-11-3012-21271" ], "employment": { "value": 263960, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 114130, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1139", "uk-soc-4141", "uk-soc-1251" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 36, 47 ], "band": "partial", "headlineShare": 0.3184186088199702, "headlineShareRange": [ 0.3184186088199702, 0.3794832160151979 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3013", "market": "us", "socCode": "11-3013", "title": "Facilities Managers", "slug": "facilities-managers", "description": "Plan, direct, or coordinate operations and functionalities of facilities and buildings. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3021", "market": "us", "socCode": "11-3021", "title": "Computer and Information Systems Managers", "slug": "computer-and-information-systems-managers", "description": "Plan, direct, or coordinate activities in such fields as electronic data processing, information systems, systems analysis, and computer programming.", "taskIds": [ "us-11-3021-966", "us-11-3021-967", "us-11-3021-968", "us-11-3021-969", "us-11-3021-970", "us-11-3021-971", "us-11-3021-972", "us-11-3021-973", "us-11-3021-974", "us-11-3021-975", "us-11-3021-976", "us-11-3021-977", "us-11-3021-978", "us-11-3021-979", "us-11-3021-980", "us-11-3021-981", "us-11-3021-15198" ], "employment": { "value": 670570, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 175140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1137", "uk-soc-2132", "uk-soc-2131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 52, 63 ], "band": "partial", "headlineShare": 0.5105297067372754, "headlineShareRange": [ 0.390121841377474, 0.6805331745491897 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3031", "market": "us", "socCode": "11-3031", "title": "Financial Managers", "slug": "financial-managers", "description": "Plan, direct, or coordinate accounting, investing, banking, insurance, securities, and other financial activities of a branch, office, or department of an establishment.", "taskIds": [ "us-11-3031-8855", "us-11-3031-8856", "us-11-3031-8857", "us-11-3031-8858", "us-11-3031-8859", "us-11-3031-8860", "us-11-3031-8861", "us-11-3031-8863", "us-11-3031-8864", "us-11-3031-8865", "us-11-3031-8866", "us-11-3031-8867", "us-11-3031-8868", "us-11-3031-8869", "us-11-3031-8870", "us-11-3031-8871", "us-11-3031-8872", "us-11-3031-8873", "us-11-3031-8874", "us-11-3031-8875", "us-11-3031-15660", "us-11-3031-15661", "us-11-3031-15662", "us-11-3031-15663", "us-11-3031-15664", "us-11-3031-15665", "us-11-3031-15666", "us-11-3031-15667", "us-11-3031-15668", "us-11-3031-15669", "us-11-3031-15670", "us-11-3031-15671", "us-11-3031-15672", "us-11-3031-15673", "us-11-3031-15674", "us-11-3031-15675", "us-11-3031-15676", "us-11-3031-15677", "us-11-3031-15678", "us-11-3031-15679", "us-11-3031-20168", "us-11-3031-20169", "us-11-3031-21311", "us-11-3031-21312", "us-11-3031-21313", "us-11-3031-21314", "us-11-3031-21315", "us-11-3031-21316", "us-11-3031-21317", "us-11-3031-21318", "us-11-3031-21319", "us-11-3031-21320", "us-11-3031-21321", "us-11-3031-21322", "us-11-3031-21323", "us-11-3031-21325", "us-11-3031-21326", "us-11-3031-21327", "us-11-3031-21329" ], "employment": { "value": 841710, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 166570, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1131", "uk-soc-2435" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 53 ], "band": "partial", "headlineShare": 0.33048791344897044, "headlineShareRange": [ 0.20854723455255028, 0.4570899179514801 ], "scoredTaskCount": 59 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3051", "market": "us", "socCode": "11-3051", "title": "Industrial Production Managers", "slug": "industrial-production-managers", "description": "Plan, direct, or coordinate the work activities and resources necessary for manufacturing products in accordance with cost, quality, and quantity specifications.", "taskIds": [ "us-11-3051-32", "us-11-3051-33", "us-11-3051-34", "us-11-3051-35", "us-11-3051-36", "us-11-3051-37", "us-11-3051-38", "us-11-3051-39", "us-11-3051-40", "us-11-3051-41", "us-11-3051-43", "us-11-3051-44", "us-11-3051-45", "us-11-3051-15405", "us-11-3051-15406", "us-11-3051-15407", "us-11-3051-15408", "us-11-3051-15409", "us-11-3051-15410", "us-11-3051-15411", "us-11-3051-15412", "us-11-3051-15413", "us-11-3051-15414", "us-11-3051-15415", "us-11-3051-15416", "us-11-3051-15417", "us-11-3051-15418", "us-11-3051-15419", "us-11-3051-15420", "us-11-3051-15421", "us-11-3051-15422", "us-11-3051-15423", "us-11-3051-15424", "us-11-3051-15425", "us-11-3051-15426", "us-11-3051-15427", "us-11-3051-15428", "us-11-3051-15429", "us-11-3051-15430", "us-11-3051-15431", "us-11-3051-15432", "us-11-3051-15433", "us-11-3051-15434", "us-11-3051-15435", "us-11-3051-15436", "us-11-3051-15437", "us-11-3051-15438", "us-11-3051-15439", "us-11-3051-15440", "us-11-3051-15441", "us-11-3051-15442", "us-11-3051-15443", "us-11-3051-15444", "us-11-3051-15445", "us-11-3051-15446", "us-11-3051-15447", "us-11-3051-15448", "us-11-3051-15449", "us-11-3051-15450", "us-11-3051-15451", "us-11-3051-15452", "us-11-3051-15453", "us-11-3051-15454", "us-11-3051-15455", "us-11-3051-15456", "us-11-3051-15457", "us-11-3051-15458", "us-11-3051-15459", "us-11-3051-15460", "us-11-3051-15461", "us-11-3051-15462", "us-11-3051-15463", "us-11-3051-15464", "us-11-3051-15465", "us-11-3051-15466", "us-11-3051-15467", "us-11-3051-15468", "us-11-3051-15469", "us-11-3051-15470", "us-11-3051-15471", "us-11-3051-15472", "us-11-3051-15473", "us-11-3051-15474", "us-11-3051-15475", "us-11-3051-15476", "us-11-3051-15477", "us-11-3051-15478", "us-11-3051-15479", "us-11-3051-15480", "us-11-3051-15502", "us-11-3051-15503", "us-11-3051-15504", "us-11-3051-15505", "us-11-3051-15506", "us-11-3051-15507", "us-11-3051-15508", "us-11-3051-15509", "us-11-3051-15510", "us-11-3051-15512", "us-11-3051-15513", "us-11-3051-15514", "us-11-3051-15515", "us-11-3051-15516", "us-11-3051-15517", "us-11-3051-15518", "us-11-3051-15519", "us-11-3051-15520", "us-11-3051-21162", "us-11-3051-21332", "us-11-3051-21333", "us-11-3051-21334", "us-11-3051-21335", "us-11-3051-21336", "us-11-3051-21337", "us-11-3051-21338", "us-11-3051-21339" ], "employment": { "value": 246250, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 126060, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 51 ], "band": "partial", "headlineShare": 0.3734557102740362, "headlineShareRange": [ 0.3211262998234885, 0.47071604732375144 ], "scoredTaskCount": 116 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3061", "market": "us", "socCode": "11-3061", "title": "Purchasing Managers", "slug": "purchasing-managers", "description": "Plan, direct, or coordinate the activities of buyers, purchasing officers, and related workers involved in purchasing materials, products, and services. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3071", "market": "us", "socCode": "11-3071", "title": "Transportation, Storage, and Distribution Managers", "slug": "transportation-storage-and-distribution-managers", "description": "Plan, direct, or coordinate transportation, storage, or distribution activities in accordance with organizational policies and applicable government laws or regulations. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3111", "market": "us", "socCode": "11-3111", "title": "Compensation and Benefits Managers", "slug": "compensation-and-benefits-managers", "description": "Plan, direct, or coordinate compensation and benefits activities of an organization.", "taskIds": [ "us-11-3111-3266", "us-11-3111-3267", "us-11-3111-3268", "us-11-3111-3269", "us-11-3111-3270", "us-11-3111-3271", "us-11-3111-3272", "us-11-3111-3273", "us-11-3111-3274", "us-11-3111-3275", "us-11-3111-3276", "us-11-3111-3277", "us-11-3111-3278", "us-11-3111-3279", "us-11-3111-3280", "us-11-3111-3282", "us-11-3111-3283", "us-11-3111-3285", "us-11-3111-3287", "us-11-3111-3288", "us-11-3111-3289", "us-11-3111-3290" ], "employment": { "value": 22940, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 149230, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1136" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 51, 63 ], "band": "partial", "headlineShare": 0.5044946266105583, "headlineShareRange": [ 0.3897503888464172, 0.634341735118619 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3121", "market": "us", "socCode": "11-3121", "title": "Human Resources Managers", "slug": "human-resources-managers", "description": "Plan, direct, or coordinate human resources activities and staff of an organization.", "taskIds": [ "us-11-3121-982", "us-11-3121-983", "us-11-3121-984", "us-11-3121-985", "us-11-3121-986", "us-11-3121-987", "us-11-3121-988", "us-11-3121-989", "us-11-3121-990", "us-11-3121-991", "us-11-3121-992", "us-11-3121-993", "us-11-3121-994", "us-11-3121-995", "us-11-3121-996", "us-11-3121-997", "us-11-3121-998", "us-11-3121-999", "us-11-3121-1000", "us-11-3121-1001", "us-11-3121-1002", "us-11-3121-1003", "us-11-3121-1004", "us-11-3121-1005", "us-11-3121-1006", "us-11-3121-1007" ], "employment": { "value": 220660, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 149280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1136", "uk-soc-1259" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 49, "occScoreRange": [ 44, 55 ], "band": "partial", "headlineShare": 0.3457636991953066, "headlineShareRange": [ 0.3084504056876837, 0.3726202607505051 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-3131", "market": "us", "socCode": "11-3131", "title": "Training and Development Managers", "slug": "training-and-development-managers", "description": "Plan, direct, or coordinate the training and development activities and staff of an organization.", "taskIds": [ "us-11-3131-1008", "us-11-3131-1009", "us-11-3131-1010", "us-11-3131-1011", "us-11-3131-1012", "us-11-3131-1013", "us-11-3131-1014", "us-11-3131-1015", "us-11-3131-1016", "us-11-3131-1017", "us-11-3131-1018", "us-11-3131-1019" ], "employment": { "value": 48050, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 133000, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1136" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 51, "occScoreRange": [ 46, 56 ], "band": "partial", "headlineShare": 0.5087715948212411, "headlineShareRange": [ 0.41105442917845325, 0.5087715948212411 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9013", "market": "us", "socCode": "11-9013", "title": "Farmers, Ranchers, and Other Agricultural Managers", "slug": "farmers-ranchers-and-other-agricultural-managers", "description": "Plan, direct, or coordinate the management or operation of farms, ranches, greenhouses, aquacultural operations, nurseries, timber tracts, or other agricultural establishments. 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May engage in or supervise planting, cultivating, harvesting, and financial and marketing activities.", "taskIds": [ "us-11-9013-21370", "us-11-9013-21371", "us-11-9013-21372", "us-11-9013-21373", "us-11-9013-21374", "us-11-9013-21375", "us-11-9013-21376", "us-11-9013-21377", "us-11-9013-21378", "us-11-9013-21379", "us-11-9013-21380", "us-11-9013-21381", "us-11-9013-21382", "us-11-9013-21383", "us-11-9013-21384", "us-11-9013-21385", "us-11-9013-21386", "us-11-9013-21387", "us-11-9013-21388", "us-11-9013-21389", "us-11-9013-21390", "us-11-9013-21391", "us-11-9013-21392", "us-11-9013-21393", "us-11-9013-21394", "us-11-9013-21395", "us-11-9013-21396", "us-11-9013-21397", "us-11-9013-21398", "us-11-9013-21399" ], "employment": { "value": 6500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 89900, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1211", "uk-soc-1212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 33, "occScoreRange": [ 28, 39 ], "band": "low", "headlineShare": 0.18546604893045154, "headlineShareRange": [ 0.13959514838322848, 0.32614571675608267 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9021", "market": "us", "socCode": "11-9021", "title": "Construction Managers", "slug": "construction-managers", "description": "Plan, direct, or coordinate, usually through subordinate supervisory personnel, activities concerned with the construction and maintenance of structures, facilities, and systems. Participate in the conceptual development of a construction project and oversee its organization, scheduling, budgeting, and implementation. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9031", "market": "us", "socCode": "11-9031", "title": "Education and Childcare Administrators, Preschool and Daycare", "slug": "education-and-childcare-administrators-preschool-and-daycare", "description": "Plan, direct, or coordinate academic or nonacademic activities of preschools or childcare centers and programs, including before- and after-school care.", "taskIds": [ "us-11-9031-5193", "us-11-9031-5194", "us-11-9031-5195", "us-11-9031-5196", "us-11-9031-5197", "us-11-9031-5198", "us-11-9031-5199", "us-11-9031-5200", "us-11-9031-5201", "us-11-9031-5202", "us-11-9031-5203", "us-11-9031-5204", "us-11-9031-5205", "us-11-9031-5206", "us-11-9031-5207", "us-11-9031-5208", "us-11-9031-5209" ], "employment": { "value": 73660, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59300, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2324", "uk-soc-1233" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 49, "occScoreRange": [ 44, 55 ], "band": "partial", "headlineShare": 0.413039931172321, "headlineShareRange": [ 0.3435967768050971, 0.4482540101647706 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:07:16.251Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9032", "market": "us", "socCode": "11-9032", "title": "Education Administrators, Kindergarten through Secondary", "slug": "education-administrators-kindergarten-through-secondary", "description": "Plan, direct, or coordinate the academic, administrative, or auxiliary activities of kindergarten, elementary, or secondary schools.", "taskIds": [ "us-11-9032-5210", "us-11-9032-5211", "us-11-9032-5212", "us-11-9032-5213", "us-11-9032-5214", "us-11-9032-5215", "us-11-9032-5216", "us-11-9032-5217", "us-11-9032-5218", "us-11-9032-5219", "us-11-9032-5220", "us-11-9032-5221", "us-11-9032-5222", "us-11-9032-5223", "us-11-9032-5224", "us-11-9032-5225", "us-11-9032-5226", "us-11-9032-5227", "us-11-9032-5228", "us-11-9032-5229", "us-11-9032-5230", "us-11-9032-5231", "us-11-9032-5232", "us-11-9032-5233", "us-11-9032-5234", "us-11-9032-18587", "us-11-9032-18588", "us-11-9032-18589", "us-11-9032-18590", "us-11-9032-18591", "us-11-9032-18592", "us-11-9032-21040" ], "employment": { "value": 328330, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 105870, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2321", "uk-soc-2322" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 35, 46 ], "band": "partial", "headlineShare": 0.2704939319445676, "headlineShareRange": [ 0.19689848418302447, 0.38583872469757813 ], "scoredTaskCount": 32 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:07:16.251Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9033", "market": "us", "socCode": "11-9033", "title": "Education Administrators, Postsecondary", "slug": "education-administrators-postsecondary", "description": "Plan, direct, or coordinate student instruction, administration, and services, as well as other research and educational activities, at postsecondary institutions, including universities, colleges, and junior and community colleges.", "taskIds": [ "us-11-9033-5235", "us-11-9033-5236", "us-11-9033-5237", "us-11-9033-5238", "us-11-9033-5239", "us-11-9033-5240", "us-11-9033-5241", "us-11-9033-5242", "us-11-9033-5243", "us-11-9033-5244", "us-11-9033-5245", "us-11-9033-5246", "us-11-9033-5248", "us-11-9033-5249", "us-11-9033-5250", "us-11-9033-5253", "us-11-9033-5254", "us-11-9033-5255", "us-11-9033-5258", "us-11-9033-5259", "us-11-9033-18593", "us-11-9033-18594", "us-11-9033-18595", "us-11-9033-18596", "us-11-9033-18597", "us-11-9033-21041", "us-11-9033-21042" ], "employment": { "value": 180470, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 104590, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2321", "uk-soc-2322" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 37, "occScoreRange": [ 31, 44 ], "band": "low", "headlineShare": 0.27538177988218754, "headlineShareRange": [ 0.14547578163100539, 0.3291372635659116 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9039", "market": "us", "socCode": "11-9039", "title": "Education Administrators, All Other", "slug": "education-administrators-all-other", "description": "All education administrators not listed separately.", "taskIds": [], "employment": { "value": 55130, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 95200, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2321", "uk-soc-2322" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9041", "market": "us", "socCode": "11-9041", "title": "Architectural and Engineering Managers", "slug": "architectural-and-engineering-managers", "description": "Plan, direct, or coordinate activities in such fields as architecture and engineering or research and development in these fields.", "taskIds": [ "us-11-9041-1060", "us-11-9041-1063", "us-11-9041-1070", "us-11-9041-1071", "us-11-9041-15563", "us-11-9041-15564", "us-11-9041-15566", "us-11-9041-15567", "us-11-9041-15568", "us-11-9041-15569", "us-11-9041-15570", "us-11-9041-15571", "us-11-9041-15572", "us-11-9041-15573", "us-11-9041-15574", "us-11-9041-15575", "us-11-9041-15576", "us-11-9041-15577", "us-11-9041-15578", "us-11-9041-15579", "us-11-9041-15580", "us-11-9041-15581", "us-11-9041-19525", "us-11-9041-19526", "us-11-9041-19527", "us-11-9041-19528", "us-11-9041-20170", "us-11-9041-20171", "us-11-9041-20172", "us-11-9041-20173", "us-11-9041-20174", "us-11-9041-20175", "us-11-9041-20176", "us-11-9041-20177", "us-11-9041-20178", "us-11-9041-20179", "us-11-9041-20180" ], "employment": { "value": 220260, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 171270, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2161", "uk-soc-2113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 40, 51 ], "band": "partial", "headlineShare": 0.28270688925746407, "headlineShareRange": [ 0.28270688925746407, 0.4232902574277153 ], "scoredTaskCount": 37 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9051", "market": "us", "socCode": "11-9051", "title": "Food Service Managers", "slug": "food-service-managers", "description": "Plan, direct, or coordinate activities of an organization or department that serves food and beverages.", "taskIds": [ "us-11-9051-1077", "us-11-9051-1078", "us-11-9051-1079", "us-11-9051-1080", "us-11-9051-1081", "us-11-9051-1082", "us-11-9051-1083", "us-11-9051-1084", "us-11-9051-1085", "us-11-9051-1086", "us-11-9051-1087", "us-11-9051-1088", "us-11-9051-1089", "us-11-9051-1090", "us-11-9051-1091", "us-11-9051-1092", "us-11-9051-1093", "us-11-9051-1094", "us-11-9051-1095", "us-11-9051-1096", "us-11-9051-1097", "us-11-9051-1098", "us-11-9051-1099", "us-11-9051-1100", "us-11-9051-1101", "us-11-9051-1102", "us-11-9051-1103", "us-11-9051-15199" ], "employment": { "value": 238430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 69390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 33, 44 ], "band": "low", "headlineShare": 0.3105704198707117, "headlineShareRange": [ 0.21949790342528375, 0.37669911558538466 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9071", "market": "us", "socCode": "11-9071", "title": "Gambling Managers", "slug": "gambling-managers", "description": "Plan, direct, or coordinate gambling operations in a casino. May formulate house rules.", "taskIds": [ "us-11-9071-7185", "us-11-9071-7186", "us-11-9071-7187", "us-11-9071-7188", "us-11-9071-7189", "us-11-9071-7190", "us-11-9071-7191", "us-11-9071-7192", "us-11-9071-7193", "us-11-9071-7194", "us-11-9071-7195", "us-11-9071-7196", "us-11-9071-7197", "us-11-9071-7198", "us-11-9071-7199", "us-11-9071-7200", "us-11-9071-7201", "us-11-9071-7202", "us-11-9071-20472" ], "employment": { "value": 5030, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 93220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 34, 46 ], "band": "partial", "headlineShare": 0.2495169051372673, "headlineShareRange": [ 0.1945996947685741, 0.3349236926696302 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9072", "market": "us", "socCode": "11-9072", "title": "Entertainment and Recreation Managers, Except Gambling", "slug": "entertainment-and-recreation-managers-except-gambling", "description": "Plan, direct, or coordinate entertainment and recreational activities and operations of a recreational facility, including cruise ships and parks.", "taskIds": [ "us-11-9072-21400", "us-11-9072-21401", "us-11-9072-21402", "us-11-9072-21403", "us-11-9072-21404", "us-11-9072-21405", "us-11-9072-21406", "us-11-9072-21407", "us-11-9072-21408", "us-11-9072-21409", "us-11-9072-21410", "us-11-9072-21411", "us-11-9072-21412", "us-11-9072-21413", "us-11-9072-21414", "us-11-9072-21415", "us-11-9072-21416" ], "employment": { "value": 37980, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 79520, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1224", "uk-soc-1253", "uk-soc-1252", "uk-soc-1225", "uk-soc-1163", "uk-soc-1257", "uk-soc-1259", "uk-soc-1135" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 34, "occScoreRange": [ 30, 40 ], "band": "low", "headlineShare": 0.3107952100685027, "headlineShareRange": [ 0.25627075480649364, 0.3107952100685027 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9081", "market": "us", "socCode": "11-9081", "title": "Lodging Managers", "slug": "lodging-managers", "description": "Plan, direct, or coordinate activities of an organization or department that provides lodging and other accommodations.", "taskIds": [ "us-11-9081-1104", "us-11-9081-1105", "us-11-9081-1106", "us-11-9081-1107", "us-11-9081-1108", "us-11-9081-1109", "us-11-9081-1111", "us-11-9081-1112", "us-11-9081-1113", "us-11-9081-1114", "us-11-9081-1115", "us-11-9081-1116", "us-11-9081-1117", "us-11-9081-1118", "us-11-9081-1119", "us-11-9081-1120", "us-11-9081-1121", "us-11-9081-1122", "us-11-9081-1123", "us-11-9081-1124", "us-11-9081-1125", "us-11-9081-1126", "us-11-9081-18599", "us-11-9081-18600" ], "employment": { "value": 42620, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 69250, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1223", "uk-soc-6250", "uk-soc-1221" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 34, 45 ], "band": "low", "headlineShare": 0.36490520056414716, "headlineShareRange": [ 0.2370217906861459, 0.398103528099098 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9111", "market": "us", "socCode": "11-9111", "title": "Medical and Health Services Managers", "slug": "medical-and-health-services-managers", "description": "Plan, direct, or coordinate medical and health services in hospitals, clinics, managed care organizations, public health agencies, or similar organizations.", "taskIds": [ "us-11-9111-46", "us-11-9111-47", "us-11-9111-48", "us-11-9111-49", "us-11-9111-50", "us-11-9111-51", "us-11-9111-52", "us-11-9111-53", "us-11-9111-54", "us-11-9111-55", "us-11-9111-56", "us-11-9111-57", "us-11-9111-58", "us-11-9111-59", "us-11-9111-60", "us-11-9111-61", "us-11-9111-62", "us-11-9111-63" ], "employment": { "value": 597080, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 123860, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1171", "uk-soc-1232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 41, 52 ], "band": "partial", "headlineShare": 0.45921060788930135, "headlineShareRange": [ 0.39846152884294567, 0.5183025820619209 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:57:44.620Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9121", "market": "us", "socCode": "11-9121", "title": "Natural Sciences Managers", "slug": "natural-sciences-managers", "description": "Plan, direct, or coordinate activities in such fields as life sciences, physical sciences, mathematics, statistics, and research and development in these fields.", "taskIds": [ "us-11-9121-7203", "us-11-9121-7204", "us-11-9121-7205", "us-11-9121-7206", "us-11-9121-7207", "us-11-9121-7208", "us-11-9121-7209", "us-11-9121-7210", "us-11-9121-7211", "us-11-9121-7212", "us-11-9121-7213", "us-11-9121-7214", "us-11-9121-7215", "us-11-9121-7216", "us-11-9121-7217", "us-11-9121-7218", "us-11-9121-15582", "us-11-9121-15583", "us-11-9121-15584", "us-11-9121-15585", "us-11-9121-15586", "us-11-9121-15587", "us-11-9121-15588", "us-11-9121-15589", "us-11-9121-15590", "us-11-9121-15591", "us-11-9121-15592", "us-11-9121-15593", "us-11-9121-15594", "us-11-9121-15595", "us-11-9121-15596", "us-11-9121-15597", "us-11-9121-15598", "us-11-9121-15599", "us-11-9121-15600", "us-11-9121-15601", "us-11-9121-15602", "us-11-9121-15603", "us-11-9121-15604", "us-11-9121-15605", "us-11-9121-15606", "us-11-9121-15607", "us-11-9121-15608", "us-11-9121-15609", "us-11-9121-15610", "us-11-9121-15611", "us-11-9121-15612", "us-11-9121-15613", "us-11-9121-15614", "us-11-9121-15615", "us-11-9121-15616", "us-11-9121-15617", "us-11-9121-15618", "us-11-9121-15619", "us-11-9121-15620", "us-11-9121-15621", "us-11-9121-15622", "us-11-9121-15623", "us-11-9121-15624", "us-11-9121-15625", "us-11-9121-15626", "us-11-9121-15627", "us-11-9121-15628", "us-11-9121-15629", "us-11-9121-15630", "us-11-9121-15631", "us-11-9121-15632", "us-11-9121-15633", "us-11-9121-15634", "us-11-9121-15635" ], "employment": { "value": 108690, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 167220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2161" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 49, "occScoreRange": [ 43, 55 ], "band": "partial", "headlineShare": 0.39895255931348295, "headlineShareRange": [ 0.1909622576674017, 0.48996151451935593 ], "scoredTaskCount": 70 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:51:59.674Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9131", "market": "us", "socCode": "11-9131", "title": "Postmasters and Mail Superintendents", "slug": "postmasters-and-mail-superintendents", "description": "Plan, direct, or coordinate operational, administrative, management, and support services of a U.S. post office; or coordinate activities of workers engaged in postal and related work in assigned post office.", "taskIds": [ "us-11-9131-5260", "us-11-9131-5261", "us-11-9131-5262", "us-11-9131-5263", "us-11-9131-5264", "us-11-9131-5265", "us-11-9131-5266", "us-11-9131-5267", "us-11-9131-5268", "us-11-9131-5269", "us-11-9131-5270", "us-11-9131-5271", "us-11-9131-20842" ], "employment": { "value": 13810, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 96660, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4141", "uk-soc-1251", "uk-soc-1139" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 38, 51 ], "band": "partial", "headlineShare": 0.38213377501393236, "headlineShareRange": [ 0.38213377501393236, 0.417192138515622 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:49.177Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9141", "market": "us", "socCode": "11-9141", "title": "Property, Real Estate, and Community Association Managers", "slug": "property-real-estate-and-community-association-managers", "description": "Plan, direct, or coordinate the selling, buying, leasing, or governance activities of commercial, industrial, or residential real estate properties. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9151", "market": "us", "socCode": "11-9151", "title": "Social and Community Service Managers", "slug": "social-and-community-service-managers", "description": "Plan, direct, or coordinate the activities of a social service program or community outreach organization. Oversee the program or organization's budget and policies regarding participant involvement, program requirements, and benefits. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9161", "market": "us", "socCode": "11-9161", "title": "Emergency Management Directors", "slug": "emergency-management-directors", "description": "Plan and direct disaster response or crisis management activities, provide disaster preparedness training, and prepare emergency plans and procedures for natural (e.g., hurricanes, floods, earthquakes), wartime, or technological (e.g., nuclear power plant emergencies or hazardous materials spills) disasters or hostage situations.", "taskIds": [ "us-11-9161-7253", "us-11-9161-7254", "us-11-9161-7255", "us-11-9161-7256", "us-11-9161-7257", "us-11-9161-7258", "us-11-9161-7259", "us-11-9161-7260", "us-11-9161-7261", "us-11-9161-7262", "us-11-9161-7263", "us-11-9161-7264", "us-11-9161-7265", "us-11-9161-7266", "us-11-9161-7267", "us-11-9161-7268", "us-11-9161-7269", "us-11-9161-7270", "us-11-9161-7271", "us-11-9161-7272", "us-11-9161-7273", "us-11-9161-7274", "us-11-9161-7275" ], "employment": { "value": 13500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 93330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 34, 47 ], "band": "partial", "headlineShare": 0.3744516069722514, "headlineShareRange": [ 0.2807798661960377, 0.3744516069722514 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:49.177Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9171", "market": "us", "socCode": "11-9171", "title": "Funeral Home Managers", "slug": "funeral-home-managers", "description": "Plan, direct, or coordinate the services or resources of funeral homes. Includes activities such as determining prices for services or merchandise and managing the facilities of funeral homes.", "taskIds": [ "us-11-9171-18830", "us-11-9171-18831", "us-11-9171-18832", "us-11-9171-18833", "us-11-9171-18834", "us-11-9171-18835", "us-11-9171-18836", "us-11-9171-18837", "us-11-9171-18838", "us-11-9171-18839", "us-11-9171-18840", "us-11-9171-18841", "us-11-9171-18842", "us-11-9171-18843", "us-11-9171-18844", "us-11-9171-18845", "us-11-9171-18846", "us-11-9171-18847", "us-11-9171-18848", "us-11-9171-18849", "us-11-9171-18850", "us-11-9171-18851", "us-11-9171-23984" ], "employment": { "value": 13910, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78790, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6138", "uk-soc-4141", "uk-soc-1251", "uk-soc-1139" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 34, "occScoreRange": [ 28, 40 ], "band": "low", "headlineShare": 0.25606239524623564, "headlineShareRange": [ 0.25606239524623564, 0.25606239524623564 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:49.177Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9179", "market": "us", "socCode": "11-9179", "title": "Personal Service Managers, All Other", "slug": "personal-service-managers-all-other", "description": "All personal service managers not listed separately.", "taskIds": [ "us-11-9179-15544", "us-11-9179-15545", "us-11-9179-15546", "us-11-9179-15547", "us-11-9179-15548", "us-11-9179-15549", "us-11-9179-15550", "us-11-9179-15551", "us-11-9179-15552", "us-11-9179-15553", "us-11-9179-15554", "us-11-9179-15555", "us-11-9179-15556", "us-11-9179-15557", "us-11-9179-15558", "us-11-9179-15559", "us-11-9179-15560", "us-11-9179-15561", "us-11-9179-15562", "us-11-9179-17600", "us-11-9179-17601", "us-11-9179-17602", "us-11-9179-17603", "us-11-9179-17604", "us-11-9179-17605", "us-11-9179-17606", "us-11-9179-17607", "us-11-9179-17608", "us-11-9179-17609", "us-11-9179-17610", "us-11-9179-17611", "us-11-9179-17612", "us-11-9179-17613", "us-11-9179-17614", "us-11-9179-17615", "us-11-9179-17616", "us-11-9179-17617", "us-11-9179-17618", "us-11-9179-17619", "us-11-9179-17620", "us-11-9179-20314", "us-11-9179-20315", "us-11-9179-20316", "us-11-9179-20317", "us-11-9179-23945" ], "employment": { "value": 10450, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 69770, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1224", "uk-soc-1253", "uk-soc-1225", "uk-soc-1163", "uk-soc-1252", "uk-soc-1257", "uk-soc-1259", "uk-soc-1135" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 39, 50 ], "band": "partial", "headlineShare": 0.3439212633583946, "headlineShareRange": [ 0.3439212633583946, 0.44794266661513366 ], "scoredTaskCount": 45 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:05.789Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-11-9199", "market": "us", "socCode": "11-9199", "title": "Managers, All Other", "slug": "managers-all-other", "description": "All managers not listed separately.", "taskIds": [ "us-11-9199-15636", "us-11-9199-15637", "us-11-9199-15638", "us-11-9199-15639", "us-11-9199-15641", "us-11-9199-15642", "us-11-9199-15643", "us-11-9199-15644", "us-11-9199-15645", "us-11-9199-15646", "us-11-9199-15647", "us-11-9199-15649", "us-11-9199-15650", "us-11-9199-15652", "us-11-9199-15653", "us-11-9199-15654", "us-11-9199-15655", "us-11-9199-15656", "us-11-9199-15781", "us-11-9199-15782", "us-11-9199-15783", "us-11-9199-15784", "us-11-9199-15785", "us-11-9199-15786", "us-11-9199-15787", "us-11-9199-15788", "us-11-9199-15789", "us-11-9199-15790", "us-11-9199-15791", "us-11-9199-15792", "us-11-9199-15793", "us-11-9199-15794", "us-11-9199-15795", "us-11-9199-15796", "us-11-9199-15797", "us-11-9199-15798", "us-11-9199-15799", "us-11-9199-15800", "us-11-9199-15801", "us-11-9199-15802", "us-11-9199-15803", "us-11-9199-15804", "us-11-9199-15805", "us-11-9199-15806", "us-11-9199-15807", "us-11-9199-15808", "us-11-9199-15809", "us-11-9199-15810", "us-11-9199-15811", "us-11-9199-15812", "us-11-9199-15813", "us-11-9199-15814", "us-11-9199-15815", "us-11-9199-15816", "us-11-9199-15817", "us-11-9199-15818", "us-11-9199-15819", "us-11-9199-15820", "us-11-9199-15821", "us-11-9199-15822", "us-11-9199-15823", "us-11-9199-15824", "us-11-9199-15825", "us-11-9199-15826", "us-11-9199-15827", "us-11-9199-15828", "us-11-9199-15829", "us-11-9199-15830", "us-11-9199-15831", "us-11-9199-15832", "us-11-9199-15833", "us-11-9199-15834", "us-11-9199-15835", "us-11-9199-15836", "us-11-9199-15837", "us-11-9199-15838", "us-11-9199-15839", "us-11-9199-15840", "us-11-9199-15841", "us-11-9199-15842", "us-11-9199-15843", "us-11-9199-15844", "us-11-9199-15845", "us-11-9199-15846", "us-11-9199-15847", "us-11-9199-15848", "us-11-9199-15849", "us-11-9199-15850", "us-11-9199-15851", "us-11-9199-15852", "us-11-9199-15853", "us-11-9199-15854", "us-11-9199-15855", "us-11-9199-15856", "us-11-9199-15857", "us-11-9199-15858", "us-11-9199-15859", "us-11-9199-15860", "us-11-9199-18022", "us-11-9199-18023", "us-11-9199-18024", "us-11-9199-18025", "us-11-9199-18026", "us-11-9199-18027", "us-11-9199-18028", "us-11-9199-18029", "us-11-9199-18030", "us-11-9199-18031", "us-11-9199-18032", "us-11-9199-18034", "us-11-9199-18035", "us-11-9199-18036", "us-11-9199-18037", "us-11-9199-18038", "us-11-9199-18039", "us-11-9199-18040", "us-11-9199-18041", "us-11-9199-18042", "us-11-9199-18043", "us-11-9199-18044", "us-11-9199-19529", "us-11-9199-19530", "us-11-9199-19531", "us-11-9199-19532", "us-11-9199-19533", "us-11-9199-19534", "us-11-9199-19536", "us-11-9199-19537", "us-11-9199-19538", "us-11-9199-21087", "us-11-9199-21088", "us-11-9199-21089", "us-11-9199-21090", "us-11-9199-21091", "us-11-9199-21092", "us-11-9199-21093", "us-11-9199-23901" ], "employment": { "value": 622190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 141900, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1163", "uk-soc-1252", "uk-soc-1253", "uk-soc-1225", "uk-soc-1257", "uk-soc-1224", "uk-soc-1259", "uk-soc-1135" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 50, "occScoreRange": [ 44, 56 ], "band": "partial", "headlineShare": 0.3555822331772686, "headlineShareRange": [ 0.23060811647275517, 0.5344937521178399 ], "scoredTaskCount": 137 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1011", "market": "us", "socCode": "13-1011", "title": "Agents and Business Managers of Artists, Performers, and Athletes", "slug": "agents-and-business-managers-of-artists-performers-and-athletes", "description": "Represent and promote artists, performers, and athletes in dealings with current or prospective employers. May handle contract negotiation and other business matters for clients.", "taskIds": [ "us-13-1011-12865", "us-13-1011-12866", "us-13-1011-12867", "us-13-1011-12868", "us-13-1011-12869", "us-13-1011-12870", "us-13-1011-12871", "us-13-1011-12872", "us-13-1011-12873", "us-13-1011-12874", "us-13-1011-12875", "us-13-1011-12876", "us-13-1011-12877", "us-13-1011-21163" ], "employment": { "value": 12620, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 82890, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1255", "uk-soc-7129", "uk-soc-3555" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 38, 49 ], "band": "partial", "headlineShare": 0.3994276063113665, "headlineShareRange": [ 0.3994276063113665, 0.5046213920611231 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1020", "market": "us", "socCode": "13-1020", "title": "Buyers and Purchasing Agents", "slug": "buyers-and-purchasing-agents", "description": "BLS publishes one employment and wage estimate for this SOC 2018 broad group rather than for the detailed occupations inside it, so it is reported here as a single occupation covering three detailed occupations: Buyers and Purchasing Agents, Farm Products, Wholesale and Retail Buyers, Except Farm Products and Purchasing Agents, Except Wholesale, Retail, and Farm Products. The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest.", "taskIds": [ "us-13-1020-12882", "us-13-1020-20710", "us-13-1020-20716", "us-13-1020-19548", "us-13-1020-1150" ], "employment": { "value": 491430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 77710, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3551" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 49, 63 ], "band": "partial", "headlineShare": 0.574454510467588, "headlineShareRange": [ 0.31639673611075714, 0.574454510467588 ], "scoredTaskCount": 5 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:40:33.629Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "46 of this occupation's 51 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 5 that are, so treat it as a partial reading of the job rather than a complete one.", "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1031", "market": "us", "socCode": "13-1031", "title": "Claims Adjusters, Examiners, and Investigators", "slug": "claims-adjusters-examiners-and-investigators", "description": "Review settled claims to determine that payments and settlements are made in accordance with company practices and procedures. Confer with legal counsel on claims requiring litigation. May also settle insurance claims.", "taskIds": [ "us-13-1031-21417", "us-13-1031-21418", "us-13-1031-21419", "us-13-1031-21420", "us-13-1031-21421", "us-13-1031-21422", "us-13-1031-21423", "us-13-1031-21424", "us-13-1031-21425", "us-13-1031-21426", "us-13-1031-21427", "us-13-1031-21428", "us-13-1031-21429", "us-13-1031-21430", "us-13-1031-21431", "us-13-1031-21432", "us-13-1031-21433", "us-13-1031-21434", "us-13-1031-21435", "us-13-1031-21436", "us-13-1031-21437", "us-13-1031-21438", "us-13-1031-21439", "us-13-1031-21440", "us-13-1031-21441", "us-13-1031-21442", "us-13-1031-21443", "us-13-1031-21444", "us-13-1031-21445" ], "employment": { "value": 324230, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78000, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3541" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 41, 52 ], "band": "partial", "headlineShare": 0.3985748926358144, "headlineShareRange": [ 0.35375738565343884, 0.5024653144041034 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:39:00.636Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1032", "market": "us", "socCode": "13-1032", "title": "Insurance Appraisers, Auto Damage", "slug": "insurance-appraisers-auto-damage", "description": "Appraise automobile or other vehicle damage to determine repair costs for insurance claim settlement. Prepare insurance forms to indicate repair cost or cost estimates and recommendations. May seek agreement with automotive repair shop on repair costs.", "taskIds": [ "us-13-1032-7246", "us-13-1032-7247", "us-13-1032-7248", "us-13-1032-7249", "us-13-1032-7250", "us-13-1032-7251", "us-13-1032-7252" ], "employment": { "value": 11560, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78240, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3541" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 60, "occScoreRange": [ 54, 65 ], "band": "high", "headlineShare": 0.5878647956897538, "headlineShareRange": [ 0.5878647956897538, 0.5878647956897538 ], "scoredTaskCount": 7 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1041", "market": "us", "socCode": "13-1041", "title": "Compliance Officers", "slug": "compliance-officers", "description": "Examine, evaluate, and investigate eligibility for or conformity with laws and regulations governing contract compliance of licenses and permits, and perform other compliance and enforcement inspection and analysis activities not classified elsewhere.", "taskIds": [ "us-13-1041-8912", "us-13-1041-8913", "us-13-1041-8915", "us-13-1041-8916", "us-13-1041-8917", "us-13-1041-8918", "us-13-1041-8919", "us-13-1041-8920", "us-13-1041-8921", "us-13-1041-8922", "us-13-1041-8923", "us-13-1041-8924", "us-13-1041-8925", "us-13-1041-8926", "us-13-1041-8927", "us-13-1041-8928", "us-13-1041-8929", "us-13-1041-8930", "us-13-1041-8931", "us-13-1041-10829", "us-13-1041-10830", "us-13-1041-10831", "us-13-1041-10832", "us-13-1041-10833", "us-13-1041-10834", "us-13-1041-10835", "us-13-1041-10836", "us-13-1041-10837", "us-13-1041-10838", "us-13-1041-10839", "us-13-1041-10840", "us-13-1041-10841", "us-13-1041-10842", "us-13-1041-10843", "us-13-1041-10844", "us-13-1041-10845", "us-13-1041-10846", "us-13-1041-10847", "us-13-1041-10848", "us-13-1041-10849", "us-13-1041-10850", "us-13-1041-10851", "us-13-1041-10852", "us-13-1041-10853", "us-13-1041-10865", "us-13-1041-10866", "us-13-1041-10867", "us-13-1041-10869", "us-13-1041-10870", "us-13-1041-10871", "us-13-1041-10873", "us-13-1041-10874", "us-13-1041-10875", "us-13-1041-10876", "us-13-1041-10878", "us-13-1041-10879", "us-13-1041-10880", "us-13-1041-12890", "us-13-1041-12891", "us-13-1041-12892", "us-13-1041-12893", "us-13-1041-12894", "us-13-1041-12895", "us-13-1041-12896", "us-13-1041-12898", "us-13-1041-12899", "us-13-1041-12900", "us-13-1041-15924", "us-13-1041-15925", "us-13-1041-15926", "us-13-1041-15927", "us-13-1041-15928", "us-13-1041-15929", "us-13-1041-15930", "us-13-1041-15931", "us-13-1041-15932", "us-13-1041-15933", "us-13-1041-15934", "us-13-1041-15935", "us-13-1041-15936", "us-13-1041-15937", "us-13-1041-15938", "us-13-1041-15939", "us-13-1041-15940", "us-13-1041-15941", "us-13-1041-15942", "us-13-1041-15943", "us-13-1041-15944", "us-13-1041-15945", "us-13-1041-15946", "us-13-1041-18045", "us-13-1041-18048", "us-13-1041-18049", "us-13-1041-18050", "us-13-1041-18051", "us-13-1041-18052", "us-13-1041-18053", "us-13-1041-18054", "us-13-1041-18055", "us-13-1041-18056", "us-13-1041-18058", "us-13-1041-18059", "us-13-1041-18060", "us-13-1041-18061", "us-13-1041-18062", "us-13-1041-18063", "us-13-1041-18064", "us-13-1041-18065", "us-13-1041-18066", "us-13-1041-18067", "us-13-1041-18068", "us-13-1041-18069", "us-13-1041-18070", "us-13-1041-19552", "us-13-1041-19553", "us-13-1041-19554", "us-13-1041-19557", "us-13-1041-20181", "us-13-1041-20473", "us-13-1041-20719", "us-13-1041-20720", "us-13-1041-20721", "us-13-1041-20722", "us-13-1041-20723", "us-13-1041-20843", "us-13-1041-20844", "us-13-1041-20845", "us-13-1041-21094", "us-13-1041-21095", "us-13-1041-21096", "us-13-1041-21446", "us-13-1041-21447", "us-13-1041-21448", "us-13-1041-21449", "us-13-1041-21450", "us-13-1041-21451", "us-13-1041-21452", "us-13-1041-21453", "us-13-1041-21454", "us-13-1041-21455", "us-13-1041-21456", "us-13-1041-21457", "us-13-1041-21458", "us-13-1041-21459", "us-13-1041-21460", "us-13-1041-21461" ], "employment": { "value": 417070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 80730, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 43, "occScoreRange": [ 37, 48 ], "band": "partial", "headlineShare": 0.31444535848826505, "headlineShareRange": [ 0.2845871617430572, 0.49085079251674363 ], "scoredTaskCount": 146 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:40:33.629Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "19 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1051", "market": "us", "socCode": "13-1051", "title": "Cost Estimators", "slug": "cost-estimators", "description": "Prepare cost estimates for product manufacturing, construction projects, or services to aid management in bidding on or determining price of product or service. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1071", "market": "us", "socCode": "13-1071", "title": "Human Resources Specialists", "slug": "human-resources-specialists", "description": "Recruit, screen, interview, or place individuals within an organization. May perform other activities in multiple human resources areas.", "taskIds": [ "us-13-1071-18852", "us-13-1071-18853", "us-13-1071-18854", "us-13-1071-18855", "us-13-1071-18856", "us-13-1071-18857", "us-13-1071-18858", "us-13-1071-18859", "us-13-1071-18860", "us-13-1071-18861", "us-13-1071-18862", "us-13-1071-18863", "us-13-1071-18864", "us-13-1071-18865", "us-13-1071-18866", "us-13-1071-18867", "us-13-1071-18868", "us-13-1071-18869", "us-13-1071-18870", "us-13-1071-18871", "us-13-1071-18872", "us-13-1071-18873", "us-13-1071-18874", "us-13-1071-18875", "us-13-1071-18876", "us-13-1071-21097" ], "employment": { "value": 912430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 75940, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3571", "uk-soc-3572" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 52, "occScoreRange": [ 46, 58 ], "band": "partial", "headlineShare": 0.35488630094804385, "headlineShareRange": [ 0.30215456812401487, 0.4477842977444154 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1074", "market": "us", "socCode": "13-1074", "title": "Farm Labor Contractors", "slug": "farm-labor-contractors", "description": "Recruit and hire seasonal or temporary agricultural laborers. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1081", "market": "us", "socCode": "13-1081", "title": "Logisticians", "slug": "logisticians", "description": "Analyze and coordinate the ongoing logistical functions of a firm or organization. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1082", "market": "us", "socCode": "13-1082", "title": "Project Management Specialists", "slug": "project-management-specialists", "description": "Analyze and coordinate the schedule, timeline, procurement, staffing, and budget of a product or service on a per project basis. Lead and guide the work of technical staff. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-1131", "market": "us", "socCode": "13-1131", "title": "Fundraisers", "slug": "fundraisers", "description": "Organize activities to raise funds or otherwise solicit and gather monetary donations or other gifts for an organization. May design and produce promotional materials. 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"us-13-1199-15722", "us-13-1199-15723", "us-13-1199-15724", "us-13-1199-15725", "us-13-1199-15726", "us-13-1199-15727", "us-13-1199-15728", "us-13-1199-15729", "us-13-1199-15730", "us-13-1199-15731", "us-13-1199-15732", "us-13-1199-15733", "us-13-1199-15734", "us-13-1199-15735", "us-13-1199-15947", "us-13-1199-15948", "us-13-1199-15949", "us-13-1199-15950", "us-13-1199-15951", "us-13-1199-15952", "us-13-1199-15953", "us-13-1199-15954", "us-13-1199-15955", "us-13-1199-15956", "us-13-1199-15957", "us-13-1199-15958", "us-13-1199-15959", "us-13-1199-15960", "us-13-1199-15961", "us-13-1199-15962", "us-13-1199-15963", "us-13-1199-15964", "us-13-1199-15965", "us-13-1199-15966", "us-13-1199-15967", "us-13-1199-15968", "us-13-1199-15969", "us-13-1199-15970", "us-13-1199-15971", "us-13-1199-15972", "us-13-1199-15973", "us-13-1199-15974", "us-13-1199-15975", "us-13-1199-15976", "us-13-1199-15977", "us-13-1199-15978", "us-13-1199-15979", "us-13-1199-15980", "us-13-1199-15981", "us-13-1199-21482", "us-13-1199-21483", "us-13-1199-21484", "us-13-1199-21485", "us-13-1199-21486", "us-13-1199-21487", "us-13-1199-21488", "us-13-1199-21489", "us-13-1199-21490", "us-13-1199-21491", "us-13-1199-21492", "us-13-1199-21493", "us-13-1199-21494", "us-13-1199-21495", "us-13-1199-21496", "us-13-1199-21497", "us-13-1199-21498", "us-13-1199-21499", "us-13-1199-21500", "us-13-1199-21501", "us-13-1199-21502", "us-13-1199-21503", "us-13-1199-21504" ], "employment": { "value": 1087090, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 83050, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2439", "uk-soc-2435", "uk-soc-2434" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 62, "occScoreRange": [ 56, 68 ], "band": "high", "headlineShare": 0.5988331592753577, "headlineShareRange": [ 0.5298975267319679, 0.6539498998076173 ], "scoredTaskCount": 92 }, "provenance": { "tasks": { "source": "onet-db", "transforms": 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2011", "market": "us", "socCode": "13-2011", "title": "Accountants and Auditors", "slug": "accountants-and-auditors", "description": "Examine, analyze, and interpret accounting records to prepare financial statements, give advice, or audit and evaluate statements prepared by others. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2020", "market": "us", "socCode": "13-2020", "title": "Property Appraisers and Assessors", "slug": "property-appraisers-and-assessors", "description": "BLS publishes one employment and wage estimate for this SOC 2018 broad group rather than for the detailed occupations inside it, so it is reported here as a single occupation covering two detailed occupations: Appraisers of Personal and Business Property and Appraisers and Assessors of Real Estate. 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Every exposure figure on this page is computed from the 7 that are, so treat it as a partial reading of the job rather than a complete one.", "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2031", "market": "us", "socCode": "13-2031", "title": "Budget Analysts", "slug": "budget-analysts", "description": "Examine budget estimates for completeness, accuracy, and conformance with procedures and regulations. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2041", "market": "us", "socCode": "13-2041", "title": "Credit Analysts", "slug": "credit-analysts", "description": "Analyze credit data and financial statements of individuals or firms to determine the degree of risk involved in extending credit or lending money. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2051", "market": "us", "socCode": "13-2051", "title": "Financial and Investment Analysts", "slug": "financial-and-investment-analysts", "description": "Conduct quantitative analyses of information involving investment programs or financial data of public or private institutions, including valuation of businesses.", "taskIds": [ "us-13-2051-21579", "us-13-2051-21580", "us-13-2051-21581", "us-13-2051-21582", "us-13-2051-21583", "us-13-2051-21584", "us-13-2051-21585", "us-13-2051-21586", "us-13-2051-21587", "us-13-2051-21588", "us-13-2051-21589", "us-13-2051-21590", "us-13-2051-21591", "us-13-2051-21592", "us-13-2051-21593", "us-13-2051-21594", "us-13-2051-21595", "us-13-2051-21596", "us-13-2051-21597", "us-13-2051-21598", "us-13-2051-21599", "us-13-2051-21600", "us-13-2051-21601", "us-13-2051-21602", "us-13-2051-21603", "us-13-2051-21604" ], "employment": { "value": 361980, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 102740, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2422", "uk-soc-1131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 43, 54 ], "band": "partial", "headlineShare": 0.5, "headlineShareRange": [ 0.46153846153846156, 0.5 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2052", "market": "us", "socCode": "13-2052", "title": "Personal Financial Advisors", "slug": "personal-financial-advisors", "description": "Advise clients on financial plans using knowledge of tax and investment strategies, securities, insurance, pension plans, and real estate. Duties include assessing clients' assets, liabilities, cash flow, insurance coverage, tax status, and financial objectives. May also buy and sell financial assets for clients.", "taskIds": [ "us-13-2052-12904", "us-13-2052-12905", "us-13-2052-12907", "us-13-2052-12909", "us-13-2052-12913", "us-13-2052-12914", "us-13-2052-12915", "us-13-2052-12916", "us-13-2052-12917", "us-13-2052-12918", "us-13-2052-12919", "us-13-2052-19570", "us-13-2052-19571", "us-13-2052-20182", "us-13-2052-20183", "us-13-2052-20184", "us-13-2052-20185", "us-13-2052-20186", "us-13-2052-20187", "us-13-2052-20188", "us-13-2052-20189" ], "employment": { "value": 266800, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 105070, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2422" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 50, "occScoreRange": [ 44, 56 ], "band": "partial", "headlineShare": 0.27421399730946894, "headlineShareRange": [ 0.22207728052282474, 0.4488381083232067 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:49:18.849Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2053", "market": "us", "socCode": "13-2053", "title": "Insurance Underwriters", "slug": "insurance-underwriters", "description": "Review individual applications for insurance to evaluate degree of risk involved and determine acceptance of applications.", "taskIds": [ "us-13-2053-1261", "us-13-2053-1262", "us-13-2053-1263", "us-13-2053-1264", "us-13-2053-1265", "us-13-2053-1266", "us-13-2053-21045" ], "employment": { "value": 105420, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 81370, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3532" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 63, "occScoreRange": [ 57, 69 ], "band": "high", "headlineShare": 0.7221970986844911, "headlineShareRange": [ 0.44720286771282636, 0.7221970986844911 ], "scoredTaskCount": 7 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2054", "market": "us", "socCode": "13-2054", "title": "Financial Risk Specialists", "slug": "financial-risk-specialists", "description": "Analyze and measure exposure to credit and market risk threatening the assets, earning capacity, or economic state of an organization. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2061", "market": "us", "socCode": "13-2061", "title": "Financial Examiners", "slug": "financial-examiners", "description": "Enforce or ensure compliance with laws and regulations governing financial and securities institutions and financial and real estate transactions. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2071", "market": "us", "socCode": "13-2071", "title": "Credit Counselors", "slug": "credit-counselors", "description": "Advise and educate individuals or organizations on acquiring and managing debt. May provide guidance in determining the best type of loan and explain loan requirements or restrictions. May help develop debt management plans or student financial aid packages. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2072", "market": "us", "socCode": "13-2072", "title": "Loan Officers", "slug": "loan-officers", "description": "Evaluate, authorize, or recommend approval of commercial, real estate, or credit loans. Advise borrowers on financial status and payment methods. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2081", "market": "us", "socCode": "13-2081", "title": "Tax Examiners and Collectors, and Revenue Agents", "slug": "tax-examiners-and-collectors-and-revenue-agents", "description": "Determine tax liability or collect taxes from individuals or business firms according to prescribed laws and regulations.", "taskIds": [ "us-13-2081-5288", "us-13-2081-5289", "us-13-2081-5290", "us-13-2081-5291", "us-13-2081-5292", "us-13-2081-5293", "us-13-2081-5294", "us-13-2081-5296", "us-13-2081-5297", "us-13-2081-5298", "us-13-2081-5299", "us-13-2081-5301", "us-13-2081-5302", "us-13-2081-5303", "us-13-2081-5305", "us-13-2081-5306", "us-13-2081-5307", "us-13-2081-5308", "us-13-2081-5310", "us-13-2081-5312", "us-13-2081-20016" ], "employment": { "value": 56610, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62370, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2423", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 54, 65 ], "band": "partial", "headlineShare": 0.4586798531964908, "headlineShareRange": [ 0.367328991435153, 0.7013024549223532 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2082", "market": "us", "socCode": "13-2082", "title": "Tax Preparers", "slug": "tax-preparers", "description": "Prepare tax returns for individuals or small businesses.", "taskIds": [ "us-13-2082-7358", "us-13-2082-7359", "us-13-2082-7360", "us-13-2082-7361", "us-13-2082-7362", "us-13-2082-7363", "us-13-2082-7364", "us-13-2082-7365", "us-13-2082-7366", "us-13-2082-20363", "us-13-2082-20364", "us-13-2082-21165" ], "employment": { "value": 76480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 54920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2423", "uk-soc-2421" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 65, "occScoreRange": [ 60, 70 ], "band": "high", "headlineShare": 0.5608561462885352, "headlineShareRange": [ 0.4788696441100312, 0.740213791196854 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:07:16.251Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-13-2099", "market": "us", "socCode": "13-2099", "title": "Financial Specialists, All Other", "slug": "financial-specialists-all-other", "description": "All financial specialists not listed separately.", "taskIds": [ "us-13-2099-15982", "us-13-2099-15983", "us-13-2099-15984", "us-13-2099-15985", "us-13-2099-15986", "us-13-2099-15987", "us-13-2099-15988", "us-13-2099-15989", "us-13-2099-15990", "us-13-2099-15991", "us-13-2099-15992", "us-13-2099-15993", "us-13-2099-15994", "us-13-2099-15995", "us-13-2099-15996", "us-13-2099-15997", "us-13-2099-16035", "us-13-2099-16036", "us-13-2099-16037", "us-13-2099-16038", "us-13-2099-16039", "us-13-2099-16040", "us-13-2099-16041", "us-13-2099-16042", "us-13-2099-16043", "us-13-2099-16044", "us-13-2099-16045", "us-13-2099-16046", "us-13-2099-16047", "us-13-2099-16048", "us-13-2099-16049", "us-13-2099-16050", "us-13-2099-16051", "us-13-2099-16052", "us-13-2099-16053", "us-13-2099-16054", "us-13-2099-16055", "us-13-2099-16056", "us-13-2099-16057", "us-13-2099-19572", "us-13-2099-19573", "us-13-2099-19574", "us-13-2099-19575", "us-13-2099-19576" ], "employment": { "value": 132130, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 81100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1255", "uk-soc-3319", "uk-soc-2421", "uk-soc-3555", "uk-soc-7129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 55, "occScoreRange": [ 50, 61 ], "band": "partial", "headlineShare": 0.5742779843734162, "headlineShareRange": [ 0.507547216674315, 0.6252572936981109 ], "scoredTaskCount": 44 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:57:03.435Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1211", "market": "us", "socCode": "15-1211", "title": "Computer Systems Analysts", "slug": "computer-systems-analysts", "description": "Analyze science, engineering, business, and other data processing problems to develop and implement solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions, improve existing computer systems, and review computer system capabilities, workflow, and schedule limitations. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1212", "market": "us", "socCode": "15-1212", "title": "Information Security Analysts", "slug": "information-security-analysts", "description": "Plan, implement, upgrade, or monitor security measures for the protection of computer networks and information. Assess system vulnerabilities for security risks and propose and implement risk mitigation strategies. May ensure appropriate security controls are in place that will safeguard digital files and vital electronic infrastructure. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1221", "market": "us", "socCode": "15-1221", "title": "Computer and Information Research Scientists", "slug": "computer-and-information-research-scientists", "description": "Conduct research into fundamental computer and information science as theorists, designers, or inventors. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1231", "market": "us", "socCode": "15-1231", "title": "Computer Network Support Specialists", "slug": "computer-network-support-specialists", "description": "Analyze, test, troubleshoot, and evaluate existing network systems, such as local area networks (LAN), wide area networks (WAN), cloud networks, servers, and other data communications networks. Perform network maintenance to ensure networks operate correctly with minimal interruption.", "taskIds": [ "us-15-1231-18989", "us-15-1231-18990", "us-15-1231-18991", "us-15-1231-18992", "us-15-1231-18993", "us-15-1231-18994", "us-15-1231-18995", "us-15-1231-18996", "us-15-1231-18997", "us-15-1231-18998", "us-15-1231-18999", "us-15-1231-19000", "us-15-1231-19001", "us-15-1231-19002", "us-15-1231-19003", "us-15-1231-19004", "us-15-1231-19005", "us-15-1231-19006", "us-15-1231-19007", "us-15-1231-19008", "us-15-1231-19009", "us-15-1231-19010", "us-15-1231-19011", "us-15-1231-19012", "us-15-1231-19013", "us-15-1231-19014" ], "employment": { "value": 146190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3131", "uk-soc-2137" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 66, "occScoreRange": [ 61, 72 ], "band": "high", "headlineShare": 0.6558399388372911, "headlineShareRange": [ 0.5725094541398622, 0.6978975062394451 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:19:38.820Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1232", "market": "us", "socCode": "15-1232", "title": "Computer User Support Specialists", "slug": "computer-user-support-specialists", "description": "Provide technical assistance to computer users. Answer questions or resolve computer problems for clients in person, via telephone, or electronically. May provide assistance concerning the use of computer hardware and software, including printing, installation, word processing, electronic mail, and operating systems.", "taskIds": [ "us-15-1232-1282", "us-15-1232-1283", "us-15-1232-1284", "us-15-1232-1285", "us-15-1232-1286", "us-15-1232-1287", "us-15-1232-1288", "us-15-1232-1289", "us-15-1232-1290", "us-15-1232-1291", "us-15-1232-1292", "us-15-1232-1293", "us-15-1232-1295", "us-15-1232-1296", "us-15-1232-1297", "us-15-1232-15204" ], "employment": { "value": 717190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61860, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 58, "occScoreRange": [ 52, 64 ], "band": "partial", "headlineShare": 0.5790976755331733, "headlineShareRange": [ 0.523377293839171, 0.6816227775923729 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:29:53.473Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1241", "market": "us", "socCode": "15-1241", "title": "Computer Network Architects", "slug": "computer-network-architects", "description": "Design and implement computer and information networks, such as local area networks (LAN), wide area networks (WAN), intranets, extranets, and other data communications networks. Perform network modeling, analysis, and planning, including analysis of capacity needs for network infrastructures. May also design network and computer security measures. May research and recommend network and data communications hardware and software.", "taskIds": [ "us-15-1241-16058", "us-15-1241-16059", "us-15-1241-16060", "us-15-1241-16061", "us-15-1241-16062", "us-15-1241-16063", "us-15-1241-16064", "us-15-1241-16065", "us-15-1241-16066", "us-15-1241-16067", "us-15-1241-16069", "us-15-1241-16070", "us-15-1241-16072", "us-15-1241-16073", "us-15-1241-16074", "us-15-1241-16075", "us-15-1241-16076", "us-15-1241-16077", "us-15-1241-16078", "us-15-1241-16079", "us-15-1241-16080", "us-15-1241-16081", "us-15-1241-16082", "us-15-1241-16083", "us-15-1241-18956", "us-15-1241-18957", "us-15-1241-18958", "us-15-1241-18959", "us-15-1241-18960", "us-15-1241-18961", "us-15-1241-18962", "us-15-1241-18963", "us-15-1241-18964", "us-15-1241-18965", "us-15-1241-18966", "us-15-1241-18967", "us-15-1241-18968", "us-15-1241-18969", "us-15-1241-18970", "us-15-1241-18971", "us-15-1241-18972", "us-15-1241-18973", "us-15-1241-18974", "us-15-1241-18975", "us-15-1241-18976", "us-15-1241-18977", "us-15-1241-18978", "us-15-1241-18979", "us-15-1241-18980", "us-15-1241-18981", "us-15-1241-18982", "us-15-1241-18983", "us-15-1241-18984", "us-15-1241-18985", "us-15-1241-18986", "us-15-1241-18987", "us-15-1241-18988", "us-15-1241-20365", "us-15-1241-20366" ], "employment": { "value": 179740, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 134050, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2137" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 51, 63 ], "band": "partial", "headlineShare": 0.5225017844663954, "headlineShareRange": [ 0.48444203789118906, 0.6032759160831576 ], "scoredTaskCount": 59 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1242", "market": "us", "socCode": "15-1242", "title": "Database Administrators", "slug": "database-administrators", "description": "Administer, test, and implement computer databases, applying knowledge of database management systems. Coordinate changes to computer databases. Identify, investigate, and resolve database performance issues, database capacity, and database scalability. May plan, coordinate, and implement security measures to safeguard computer databases.", "taskIds": [ "us-15-1242-1298", "us-15-1242-1299", "us-15-1242-1300", "us-15-1242-1301", "us-15-1242-1302", "us-15-1242-1303", "us-15-1242-1305", "us-15-1242-1306", "us-15-1242-1309", "us-15-1242-1311", "us-15-1242-1312", "us-15-1242-1313", "us-15-1242-1314", "us-15-1242-1315", "us-15-1242-21648", "us-15-1242-21649", "us-15-1242-21650", "us-15-1242-21651" ], "employment": { "value": 69990, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 104620, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 67, "occScoreRange": [ 61, 73 ], "band": "high", "headlineShare": 0.8193724499607893, "headlineShareRange": [ 0.6863308765834035, 0.8193724499607893 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1243", "market": "us", "socCode": "15-1243", "title": "Database Architects", "slug": "database-architects", "description": "Design strategies for enterprise databases, data warehouse systems, and multidimensional networks. Set standards for database operations, programming, query processes, and security. Model, design, and construct large relational databases or data warehouses. Create and optimize data models for warehouse infrastructure and workflow. Integrate new systems with existing warehouse structure and refine system performance and functionality.", "taskIds": [ "us-15-1243-16099", "us-15-1243-16100", "us-15-1243-16101", "us-15-1243-16102", "us-15-1243-16104", "us-15-1243-16105", "us-15-1243-16106", "us-15-1243-16107", "us-15-1243-16108", "us-15-1243-16109", "us-15-1243-16110", "us-15-1243-16111", "us-15-1243-16112", "us-15-1243-16113", "us-15-1243-16114", "us-15-1243-16115", "us-15-1243-16116", "us-15-1243-16117", "us-15-1243-16118", "us-15-1243-16119", "us-15-1243-16120", "us-15-1243-16121", "us-15-1243-16122", "us-15-1243-16123", "us-15-1243-16124", "us-15-1243-16125", "us-15-1243-16126", "us-15-1243-16127", "us-15-1243-16128", "us-15-1243-16129", "us-15-1243-16130", "us-15-1243-16131", "us-15-1243-16132", "us-15-1243-16133", "us-15-1243-21652", "us-15-1243-21653", "us-15-1243-21654", "us-15-1243-21655", "us-15-1243-21656", "us-15-1243-21657", "us-15-1243-21658", "us-15-1243-21659", "us-15-1243-21660" ], "employment": { "value": 67140, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 139500, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2135", "uk-soc-2136" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 71, "occScoreRange": [ 65, 78 ], "band": "high", "headlineShare": 0.8266172147728021, "headlineShareRange": [ 0.7506948994457279, 0.848088370368844 ], "scoredTaskCount": 43 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "14 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1244", "market": "us", "socCode": "15-1244", "title": "Network and Computer Systems Administrators", "slug": "network-and-computer-systems-administrators", "description": "Install, configure, and maintain an organization's local area network (LAN), wide area network (WAN), data communications network, operating systems, and physical and virtual servers. Perform system monitoring and verify the integrity and availability of hardware, network, and server resources and systems. Review system and application logs and verify completion of scheduled jobs, including system backups. Analyze network and server resource consumption and control user access. Install and upgrade software and maintain software licenses. May assist in network modeling, analysis, planning, and coordination between network and data communications hardware and software.", "taskIds": [ "us-15-1244-1317", "us-15-1244-1318", "us-15-1244-1319", "us-15-1244-1320", "us-15-1244-1321", "us-15-1244-1322", "us-15-1244-1323", "us-15-1244-1324", "us-15-1244-1325", "us-15-1244-1326", "us-15-1244-1327", "us-15-1244-1328", "us-15-1244-1329", "us-15-1244-1330", "us-15-1244-1332", "us-15-1244-1333", "us-15-1244-15205", "us-15-1244-15206", "us-15-1244-15207", "us-15-1244-15208" ], "employment": { "value": 314340, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 99130, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 60, "occScoreRange": [ 54, 66 ], "band": "high", "headlineShare": 0.6518491029694468, "headlineShareRange": [ 0.35360456667641266, 0.6518491029694468 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:43:36.766Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1251", "market": "us", "socCode": "15-1251", "title": "Computer Programmers", "slug": "computer-programmers", "description": "Create, modify, and test the code and scripts that allow computer applications to run. Work from specifications drawn up by software and web developers or other individuals. May develop and write computer programs to store, locate, and retrieve specific documents, data, and information.", "taskIds": [ "us-15-1251-1267", "us-15-1251-1268", "us-15-1251-1269", "us-15-1251-1270", "us-15-1251-1271", "us-15-1251-1272", "us-15-1251-1273", "us-15-1251-1274", "us-15-1251-1275", "us-15-1251-1276", "us-15-1251-1277", "us-15-1251-1278", "us-15-1251-1279", "us-15-1251-1280", "us-15-1251-1281", "us-15-1251-21049", "us-15-1251-21050" ], "employment": { "value": 92230, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 100390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2134" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 66, "occScoreRange": [ 61, 71 ], "band": "high", "headlineShare": 0.6584107167147907, "headlineShareRange": [ 0.6584107167147907, 0.6584107167147907 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1252", "market": "us", "socCode": "15-1252", "title": "Software Developers", "slug": "software-developers", "description": "Research, design, and develop computer and network software or specialized utility programs. Analyze user needs and develop software solutions, applying principles and techniques of computer science, engineering, and mathematical analysis. Update software or enhance existing software capabilities. May work with computer hardware engineers to integrate hardware and software systems, and develop specifications and performance requirements. May maintain databases within an application area, working individually or coordinating database development as part of a team.", "taskIds": [ "us-15-1252-21661", "us-15-1252-21662", "us-15-1252-21663", "us-15-1252-21664", "us-15-1252-21665", "us-15-1252-21666", "us-15-1252-21667", "us-15-1252-21668", "us-15-1252-21669", "us-15-1252-21670", "us-15-1252-21671", "us-15-1252-21672", "us-15-1252-21673", "us-15-1252-21676", "us-15-1252-21677", "us-15-1252-21678", "us-15-1252-21679" ], "employment": { "value": 1687890, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 135980, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2134" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 61, "occScoreRange": [ 55, 67 ], "band": "high", "headlineShare": 0.600768277382003, "headlineShareRange": [ 0.5542109257535495, 0.600768277382003 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1253", "market": "us", "socCode": "15-1253", "title": "Software Quality Assurance Analysts and Testers", "slug": "software-quality-assurance-analysts-and-testers", "description": "Develop and execute software tests to identify software problems and their causes. Test system modifications to prepare for implementation. Document software and application defects using a bug tracking system and report defects to software or web developers. Create and maintain databases of known defects. May participate in software design reviews to provide input on functional requirements, operational characteristics, product designs, and schedules.", "taskIds": [ "us-15-1253-14638", "us-15-1253-14639", "us-15-1253-14640", "us-15-1253-14641", "us-15-1253-14642", "us-15-1253-14643", "us-15-1253-14644", "us-15-1253-14645", "us-15-1253-14646", "us-15-1253-14647", "us-15-1253-14648", "us-15-1253-14649", "us-15-1253-14650", "us-15-1253-14651", "us-15-1253-14652", "us-15-1253-14653", "us-15-1253-14654", "us-15-1253-14655", "us-15-1253-14656", "us-15-1253-14657", "us-15-1253-14658", "us-15-1253-14659", "us-15-1253-14660", "us-15-1253-14661", "us-15-1253-14662", "us-15-1253-14663", "us-15-1253-14664", "us-15-1253-21680", "us-15-1253-21681", "us-15-1253-21682" ], "employment": { "value": 186740, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 104300, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2135", "uk-soc-2136", "uk-soc-2134" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 67, "occScoreRange": [ 61, 73 ], "band": "high", "headlineShare": 0.7842855159636746, "headlineShareRange": [ 0.6413311699893506, 0.8832848141113888 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1254", "market": "us", "socCode": "15-1254", "title": "Web Developers", "slug": "web-developers", "description": "Develop and implement websites, web applications, application databases, and interactive web interfaces. Evaluate code to ensure that it is properly structured, meets industry standards, and is compatible with browsers and devices. Optimize website performance, scalability, and server-side code and processes. May develop website infrastructure and integrate websites with other computer applications.", "taskIds": [ "us-15-1254-14694", "us-15-1254-14695", "us-15-1254-14697", "us-15-1254-14698", "us-15-1254-14700", "us-15-1254-14701", "us-15-1254-14702", "us-15-1254-14704", "us-15-1254-14705", "us-15-1254-14706", "us-15-1254-14707", "us-15-1254-14708", "us-15-1254-14710", "us-15-1254-14711", "us-15-1254-14713", "us-15-1254-14714", "us-15-1254-14717", "us-15-1254-14719", "us-15-1254-14722", "us-15-1254-14723", "us-15-1254-14724", "us-15-1254-14725", "us-15-1254-14726", "us-15-1254-14727", "us-15-1254-14728", "us-15-1254-14729", "us-15-1254-14730", "us-15-1254-21683", "us-15-1254-21684" ], "employment": { "value": 70190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 92650, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 74, "occScoreRange": [ 69, 79 ], "band": "high", "headlineShare": 0.8905035496985895, "headlineShareRange": [ 0.7956332017659127, 0.8905035496985895 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1255", "market": "us", "socCode": "15-1255", "title": "Web and Digital Interface Designers", "slug": "web-and-digital-interface-designers", "description": "Design digital user interfaces or websites. Develop and test layouts, interfaces, functionality, and navigation menus to ensure compatibility and usability across browsers or devices. May use web framework applications as well as client-side code and processes. May evaluate web design following web and accessibility standards, and may analyze web use metrics and optimize websites for marketability and search engine ranking. May design and test interfaces that facilitate the human-computer interaction and maximize the usability of digital devices, websites, and software with a focus on aesthetics and design. May create graphics used in websites and manage website content and links.", "taskIds": [ "us-15-1255-16194", "us-15-1255-16195", "us-15-1255-16196", "us-15-1255-16197", "us-15-1255-16198", "us-15-1255-16199", "us-15-1255-16200", "us-15-1255-16201", "us-15-1255-16202", "us-15-1255-16203", "us-15-1255-16204", "us-15-1255-16205", "us-15-1255-16206", "us-15-1255-16207", "us-15-1255-16208", "us-15-1255-16209", "us-15-1255-16210", "us-15-1255-16211", "us-15-1255-16212", "us-15-1255-16213", "us-15-1255-16214", "us-15-1255-16215", "us-15-1255-16216", "us-15-1255-16217", "us-15-1255-21685", "us-15-1255-21686", "us-15-1255-21687", "us-15-1255-21688", "us-15-1255-21689", "us-15-1255-21690", "us-15-1255-21691", "us-15-1255-21692", "us-15-1255-21693", "us-15-1255-21694", "us-15-1255-21695", "us-15-1255-21696", "us-15-1255-21697", "us-15-1255-21698", "us-15-1255-21699", "us-15-1255-21700", "us-15-1255-21701", "us-15-1255-21702", "us-15-1255-21703", "us-15-1255-21704", "us-15-1255-21705", "us-15-1255-21706", "us-15-1255-21707", "us-15-1255-21708", "us-15-1255-21709", "us-15-1255-21710", "us-15-1255-21711", "us-15-1255-21712", "us-15-1255-21713", "us-15-1255-21714" ], "employment": { "value": 113330, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 104000, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2135", "uk-soc-2136", "uk-soc-3133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 60, "occScoreRange": [ 55, 66 ], "band": "high", "headlineShare": 0.5081703853032584, "headlineShareRange": [ 0.4205950008103569, 0.6881036801564983 ], "scoredTaskCount": 54 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-1299", "market": "us", "socCode": "15-1299", "title": "Computer Occupations, All Other", "slug": "computer-occupations-all-other", "description": "All computer occupations not listed separately.", "taskIds": [ "us-15-1299-14666", "us-15-1299-14667", "us-15-1299-14668", "us-15-1299-14669", "us-15-1299-14670", "us-15-1299-14671", "us-15-1299-14672", "us-15-1299-14673", "us-15-1299-14674", "us-15-1299-14675", "us-15-1299-14676", "us-15-1299-14677", "us-15-1299-14678", "us-15-1299-14679", "us-15-1299-14680", "us-15-1299-14681", "us-15-1299-14682", "us-15-1299-14683", "us-15-1299-14684", "us-15-1299-14685", "us-15-1299-14686", "us-15-1299-14687", "us-15-1299-14688", "us-15-1299-14689", "us-15-1299-14690", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-15-2099", "market": "us", "socCode": "15-2099", "title": "Mathematical Science Occupations, All Other", "slug": "mathematical-science-occupations-all-other", "description": "All mathematical scientists not listed separately.", "taskIds": [ "us-15-2099-17706", "us-15-2099-17707", "us-15-2099-17708", "us-15-2099-17709", "us-15-2099-17710", "us-15-2099-17711", "us-15-2099-17712", "us-15-2099-17713", "us-15-2099-17714", "us-15-2099-17715", "us-15-2099-17716", "us-15-2099-17717", "us-15-2099-17718", "us-15-2099-17719", "us-15-2099-17720", "us-15-2099-17721", "us-15-2099-17722", "us-15-2099-17723", "us-15-2099-17724" ], "employment": { "value": 3720, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 81490, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3543", "uk-soc-3544" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 78, "occScoreRange": [ 73, 84 ], "band": "high", "headlineShare": 0.849683539274152, "headlineShareRange": [ 0.7813389199002002, 0.849683539274152 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-1011", "market": "us", "socCode": "17-1011", "title": "Architects, Except Landscape and Naval", "slug": "architects-except-landscape-and-naval", "description": "Plan and design structures, such as private residences, office buildings, theaters, factories, and other structural property.", "taskIds": [ "us-17-1011-130", "us-17-1011-131", "us-17-1011-134", "us-17-1011-136", "us-17-1011-138", "us-17-1011-139", "us-17-1011-140", "us-17-1011-19590", "us-17-1011-19591", "us-17-1011-19592", "us-17-1011-19593", "us-17-1011-19594", "us-17-1011-19595", "us-17-1011-19596", "us-17-1011-20479", "us-17-1011-20480", "us-17-1011-20481", "us-17-1011-20482", "us-17-1011-20483", "us-17-1011-20484", "us-17-1011-20485", "us-17-1011-20486", "us-17-1011-20487", "us-17-1011-20488" ], "employment": { "value": 106770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 99280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2451" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 32, 45 ], "band": "low", "headlineShare": 0.21400721676183745, "headlineShareRange": [ 0.13785505189856415, 0.25420365698435643 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-1012", "market": "us", "socCode": "17-1012", "title": "Landscape Architects", "slug": "landscape-architects", "description": "Plan and design land areas for projects such as parks and other recreational facilities, airports, highways, hospitals, schools, land subdivisions, and commercial, industrial, and residential sites.", "taskIds": [ "us-17-1012-18470", "us-17-1012-19597", "us-17-1012-19598", "us-17-1012-19599", "us-17-1012-19600", "us-17-1012-20369", "us-17-1012-20370", "us-17-1012-20371", "us-17-1012-20372", "us-17-1012-20373", "us-17-1012-20374", "us-17-1012-20375", "us-17-1012-20376", "us-17-1012-20377", "us-17-1012-20378", "us-17-1012-20379", "us-17-1012-20380", "us-17-1012-20381", "us-17-1012-20382" ], "employment": { "value": 19600, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 79870, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2451", "uk-soc-5113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 35, 48 ], "band": "partial", "headlineShare": 0.3128828956899061, "headlineShareRange": [ 0.096802799834826, 0.3128828956899061 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-1021", "market": "us", "socCode": "17-1021", "title": "Cartographers and Photogrammetrists", "slug": "cartographers-and-photogrammetrists", "description": "Research, study, and prepare maps and other spatial data in digital or graphic form for one or more purposes, such as legal, social, political, educational, and design purposes. May work with Geographic Information Systems (GIS). May design and evaluate algorithms, data structures, and user interfaces for GIS and mapping systems. May collect, analyze, and interpret geographic information provided by geodetic surveys, aerial photographs, and satellite data.", "taskIds": [ "us-17-1021-3514", "us-17-1021-3515", "us-17-1021-3516", "us-17-1021-3517", "us-17-1021-3518", "us-17-1021-3519", "us-17-1021-3520", "us-17-1021-3521", "us-17-1021-3522", "us-17-1021-3523", "us-17-1021-3524", "us-17-1021-3525", "us-17-1021-3526", "us-17-1021-3527" ], "employment": { "value": 14260, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 81390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2454" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 69, "occScoreRange": [ 63, 75 ], "band": "high", "headlineShare": 0.8408323806357667, "headlineShareRange": [ 0.6478946298202671, 0.8408323806357667 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-1022", "market": "us", "socCode": "17-1022", "title": "Surveyors", "slug": "surveyors", "description": "Make exact measurements and determine property boundaries. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-2011", "market": "us", "socCode": "17-2011", "title": "Aerospace Engineers", "slug": "aerospace-engineers", "description": "Perform engineering duties in designing, constructing, and testing aircraft, missiles, and spacecraft. May conduct basic and applied research to evaluate adaptability of materials and equipment to aircraft design and manufacture. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-2041", "market": "us", "socCode": "17-2041", "title": "Chemical Engineers", "slug": "chemical-engineers", "description": "Design chemical plant equipment and devise processes for manufacturing chemicals and products, such as gasoline, synthetic rubber, plastics, detergents, cement, paper, and pulp, by applying principles and technology of chemistry, physics, and engineering.", "taskIds": [ "us-17-2041-3552", "us-17-2041-3553", "us-17-2041-3554", "us-17-2041-3555", "us-17-2041-3556", "us-17-2041-3557", "us-17-2041-3558", "us-17-2041-3559", "us-17-2041-3560", "us-17-2041-18471", "us-17-2041-18472", "us-17-2041-18473", "us-17-2041-20955", "us-17-2041-24003" ], "employment": { "value": 21070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 125040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2125" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 53 ], "band": "partial", "headlineShare": 0.3162218186389496, "headlineShareRange": [ 0.22143027177677982, 0.3162218186389496 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:30:10.708Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-2161", "market": "us", "socCode": "17-2161", "title": "Nuclear Engineers", "slug": "nuclear-engineers", "description": "Conduct research on nuclear engineering projects or apply principles and theory of nuclear science to problems concerned with release, control, and use of nuclear energy and nuclear waste disposal.", "taskIds": [ "us-17-2161-5379", "us-17-2161-5380", "us-17-2161-5381", "us-17-2161-5382", "us-17-2161-5383", "us-17-2161-5384", "us-17-2161-5385", "us-17-2161-5386", "us-17-2161-5387", "us-17-2161-5388", "us-17-2161-5389", "us-17-2161-19639", "us-17-2161-19640", "us-17-2161-19641", "us-17-2161-19642", "us-17-2161-19643", "us-17-2161-20956", "us-17-2161-20957", "us-17-2161-20958", "us-17-2161-20959" ], "employment": { "value": 15280, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 133970, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2129", "uk-soc-2453", "uk-soc-2481", "uk-soc-2127" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 25, 39 ], "band": "low", "headlineShare": 0.16401885560764062, "headlineShareRange": [ 0.04539807610568625, 0.16401885560764062 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:35:34.990Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-2171", "market": "us", "socCode": "17-2171", "title": "Petroleum Engineers", "slug": "petroleum-engineers", "description": "Devise methods to improve oil and gas extraction and production and determine the need for new or modified tool designs. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-2199", "market": "us", "socCode": "17-2199", "title": "Engineers, All Other", "slug": "engineers-all-other", "description": "All engineers not listed separately.", "taskIds": [ "us-17-2199-16464", "us-17-2199-16465", "us-17-2199-16466", "us-17-2199-16467", "us-17-2199-16468", "us-17-2199-16469", "us-17-2199-16470", "us-17-2199-16471", "us-17-2199-16473", "us-17-2199-16474", "us-17-2199-16475", "us-17-2199-16476", "us-17-2199-16479", "us-17-2199-16480", "us-17-2199-16481", "us-17-2199-16482", "us-17-2199-16483", "us-17-2199-16484", "us-17-2199-16485", "us-17-2199-16486", "us-17-2199-16487", "us-17-2199-16488", "us-17-2199-16489", "us-17-2199-16490", "us-17-2199-16491", "us-17-2199-16492", 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"us-17-2199-16545", "us-17-2199-16546", "us-17-2199-16547", "us-17-2199-16548", "us-17-2199-16549", "us-17-2199-16550", "us-17-2199-16551", "us-17-2199-16552", "us-17-2199-16553", "us-17-2199-16554", "us-17-2199-16555", "us-17-2199-16556", "us-17-2199-16557", "us-17-2199-16558", "us-17-2199-16559", "us-17-2199-16560", "us-17-2199-16561", "us-17-2199-16562", "us-17-2199-16563", "us-17-2199-16564", "us-17-2199-16565", "us-17-2199-16566", "us-17-2199-16567", "us-17-2199-16568", "us-17-2199-16569", "us-17-2199-16570", "us-17-2199-16571", "us-17-2199-16572", "us-17-2199-16573", "us-17-2199-16574", "us-17-2199-16575", "us-17-2199-18148", "us-17-2199-18149", "us-17-2199-18150", "us-17-2199-18151", "us-17-2199-18156", "us-17-2199-18157", "us-17-2199-18159", "us-17-2199-18165", "us-17-2199-18166", "us-17-2199-18187", "us-17-2199-18188", "us-17-2199-18189", "us-17-2199-18190", "us-17-2199-18191", "us-17-2199-18192", "us-17-2199-18193", "us-17-2199-18194", "us-17-2199-18195", "us-17-2199-18196", "us-17-2199-18197", "us-17-2199-18198", "us-17-2199-18199", "us-17-2199-18200", "us-17-2199-18202", "us-17-2199-18203", "us-17-2199-18204", "us-17-2199-18205", "us-17-2199-18206", "us-17-2199-19648", "us-17-2199-19653", "us-17-2199-19654", "us-17-2199-19655", "us-17-2199-19656", "us-17-2199-19657", "us-17-2199-19658", "us-17-2199-19659", "us-17-2199-19660", "us-17-2199-19661", "us-17-2199-19662", "us-17-2199-19663", "us-17-2199-19664", "us-17-2199-19665", "us-17-2199-19666", "us-17-2199-19667", "us-17-2199-19668", "us-17-2199-19669", "us-17-2199-19670", "us-17-2199-19671", "us-17-2199-19672", "us-17-2199-19673", "us-17-2199-19674", "us-17-2199-19675", "us-17-2199-19676", "us-17-2199-19677", "us-17-2199-20854", "us-17-2199-20855", "us-17-2199-20856", "us-17-2199-20857", "us-17-2199-20858", "us-17-2199-20859", "us-17-2199-20860", "us-17-2199-20861", "us-17-2199-20862", "us-17-2199-20863", "us-17-2199-20864", "us-17-2199-21055", "us-17-2199-21056", "us-17-2199-21057", "us-17-2199-21058", 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(national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "19 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3011", "market": "us", "socCode": "17-3011", "title": "Architectural and Civil Drafters", "slug": "architectural-and-civil-drafters", "description": "Prepare detailed drawings of architectural and structural features of buildings or drawings and topographical relief maps used in civil engineering projects, such as highways, bridges, and public works. 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"band": "partial", "headlineShare": 0.4539129154749848, "headlineShareRange": [ 0.22534212026467995, 0.5310355960405959 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3012", "market": "us", "socCode": "17-3012", "title": "Electrical and Electronics Drafters", "slug": "electrical-and-electronics-drafters", "description": "Prepare wiring diagrams, circuit board assembly diagrams, and layout drawings used for the manufacture, installation, or repair of electrical equipment.", "taskIds": [ "us-17-3012-21945", "us-17-3012-21946", "us-17-3012-21947", "us-17-3012-21948", "us-17-3012-21949", "us-17-3012-21950", "us-17-3012-21951", "us-17-3012-21952", "us-17-3012-21953", "us-17-3012-21954", "us-17-3012-21955", "us-17-3012-21956", "us-17-3012-21957", "us-17-3012-21958", "us-17-3012-21959", "us-17-3012-21960", "us-17-3012-21961", "us-17-3012-21962", "us-17-3012-21963", "us-17-3012-21964", "us-17-3012-21965", "us-17-3012-21966", "us-17-3012-21967", "us-17-3012-21968", "us-17-3012-21969", "us-17-3012-21970", "us-17-3012-21971", "us-17-3012-21972", "us-17-3012-21973", "us-17-3012-21974" ], "employment": { "value": 17920, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76870, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3120" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 47, 60 ], "band": "partial", "headlineShare": 0.4670488020977577, "headlineShareRange": [ 0.2588119759944438, 0.5628797225454374 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:31:50.705Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3013", "market": "us", "socCode": "17-3013", "title": "Mechanical Drafters", "slug": "mechanical-drafters", "description": "Prepare detailed working diagrams of machinery and mechanical devices, including dimensions, fastening methods, and other engineering information.", "taskIds": [ "us-17-3013-1447", "us-17-3013-1448", "us-17-3013-1449", "us-17-3013-1450", "us-17-3013-1451", "us-17-3013-1452", "us-17-3013-1453", "us-17-3013-1454", "us-17-3013-1455", "us-17-3013-1456", "us-17-3013-1457", "us-17-3013-1458", "us-17-3013-1459", "us-17-3013-1460", "us-17-3013-20964" ], "employment": { "value": 39960, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 71550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3120" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 51, "occScoreRange": [ 45, 57 ], "band": "partial", "headlineShare": 0.3564604578216896, "headlineShareRange": [ 0.27678103721809516, 0.3564604578216896 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3019", "market": "us", "socCode": "17-3019", "title": "Drafters, All Other", "slug": "drafters-all-other", "description": "All drafters not listed separately.", "taskIds": [], "employment": { "value": 14470, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 63520, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3021", "market": "us", "socCode": "17-3021", "title": "Aerospace Engineering and Operations Technologists and Technicians", "slug": "aerospace-engineering-and-operations-technologists-and-technicians", "description": "Operate, install, adjust, and maintain integrated computer/communications systems, consoles, simulators, and other data acquisition, test, and measurement instruments and equipment, which are used to launch, track, position, and evaluate air and space vehicles. May record and interpret test data.", "taskIds": [ "us-17-3021-10881", "us-17-3021-10882", "us-17-3021-10883", "us-17-3021-10884", "us-17-3021-10885", "us-17-3021-10886", "us-17-3021-10887", "us-17-3021-10888", "us-17-3021-10889", "us-17-3021-10890", "us-17-3021-21102" ], "employment": { "value": 11280, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 82890, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3113", "uk-soc-3112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 11, 20 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3022", "market": "us", "socCode": "17-3022", "title": "Civil Engineering Technologists and Technicians", "slug": "civil-engineering-technologists-and-technicians", "description": "Apply theory and principles of civil engineering in planning, designing, and overseeing construction and maintenance of structures and facilities under the direction of engineering staff or physical scientists.", "taskIds": [ "us-17-3022-1461", "us-17-3022-1462", "us-17-3022-1463", "us-17-3022-1464", "us-17-3022-1465", "us-17-3022-1466", "us-17-3022-1467", "us-17-3022-1468", "us-17-3022-1469", "us-17-3022-1470", "us-17-3022-1471", "us-17-3022-1472", "us-17-3022-20965", "us-17-3022-20966" ], "employment": { "value": 68520, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64950, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 43, "occScoreRange": [ 37, 50 ], "band": "partial", "headlineShare": 0.32010378817990937, "headlineShareRange": [ 0.14154873338900834, 0.44341393583063116 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3023", "market": "us", "socCode": "17-3023", "title": "Electrical and Electronic Engineering Technologists and Technicians", "slug": "electrical-and-electronic-engineering-technologists-and-technicians", "description": "Apply electrical and electronic theory and related knowledge, usually under the direction of engineering staff, to design, build, repair, adjust, and modify electrical components, circuitry, controls, and machinery for subsequent evaluation and use by engineering staff in making engineering design decisions.", "taskIds": [ "us-17-3023-21975", "us-17-3023-21976", "us-17-3023-21977", "us-17-3023-21978", "us-17-3023-21979", "us-17-3023-21980", "us-17-3023-21981", "us-17-3023-21982", "us-17-3023-21983", "us-17-3023-21984", "us-17-3023-21985", "us-17-3023-21986", "us-17-3023-21987", "us-17-3023-21988", "us-17-3023-21989", "us-17-3023-21990", "us-17-3023-21991", "us-17-3023-21992", "us-17-3023-21993", "us-17-3023-21994", "us-17-3023-21995", "us-17-3023-21996", "us-17-3023-21997", "us-17-3023-21998", "us-17-3023-21999", "us-17-3023-22000", "us-17-3023-22001", "us-17-3023-22002", "us-17-3023-22003", "us-17-3023-22004" ], "employment": { "value": 95130, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78190, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3112", "uk-soc-7213", "uk-soc-5242" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 33, "occScoreRange": [ 29, 39 ], "band": "low", "headlineShare": 0.21461487072893456, "headlineShareRange": [ 0.21461487072893456, 0.3320759588038812 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3024", "market": "us", "socCode": "17-3024", "title": "Electro-Mechanical and Mechatronics Technologists and Technicians", "slug": "electro-mechanical-and-mechatronics-technologists-and-technicians", "description": "Operate, test, maintain, or adjust unmanned, automated, servomechanical, or electromechanical equipment. May operate unmanned submarines, aircraft, or other equipment to observe or record visual information at sites such as oil rigs, crop fields, buildings, or for similar infrastructure, deep ocean exploration, or hazardous waste removal. May assist engineers in testing and designing robotics equipment.", "taskIds": [ "us-17-3024-10892", "us-17-3024-10893", "us-17-3024-10894", "us-17-3024-10895", "us-17-3024-10896", "us-17-3024-10898", "us-17-3024-10899", "us-17-3024-10900", "us-17-3024-10901", "us-17-3024-10902", "us-17-3024-16576", "us-17-3024-16577", "us-17-3024-16579", "us-17-3024-16580", "us-17-3024-16581", "us-17-3024-16582", "us-17-3024-16583", "us-17-3024-16584", "us-17-3024-16585", "us-17-3024-16586", "us-17-3024-16587", "us-17-3024-16588", "us-17-3024-16589", "us-17-3024-16590", "us-17-3024-16591", "us-17-3024-16592", "us-17-3024-16593", "us-17-3024-16594", "us-17-3024-16596", "us-17-3024-19683", "us-17-3024-19684", "us-17-3024-20743", "us-17-3024-21059", "us-17-3024-21060", "us-17-3024-22005", "us-17-3024-22007", "us-17-3024-22008", "us-17-3024-22009", "us-17-3024-22010", "us-17-3024-22011", "us-17-3024-22012", "us-17-3024-22013", "us-17-3024-22014", "us-17-3024-22015", "us-17-3024-22016", "us-17-3024-22017", "us-17-3024-22018", "us-17-3024-22019", "us-17-3024-22021", "us-17-3024-23943" ], "employment": { "value": 15520, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 73900, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 23, 33 ], "band": "low", "headlineShare": 0.15186272299138345, "headlineShareRange": [ 0.13621667948250477, 0.2110564726876481 ], "scoredTaskCount": 50 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3025", "market": "us", "socCode": "17-3025", "title": "Environmental Engineering Technologists and Technicians", "slug": "environmental-engineering-technologists-and-technicians", "description": "Apply theory and principles of environmental engineering to modify, test, and operate equipment and devices used in the prevention, control, and remediation of environmental problems, including waste treatment and site remediation, under the direction of engineering staff or scientists. May assist in the development of environmental remediation devices.", "taskIds": [ "us-17-3025-3640", "us-17-3025-3641", "us-17-3025-3643", "us-17-3025-3644", "us-17-3025-3646", "us-17-3025-3647", "us-17-3025-3648", "us-17-3025-3649", "us-17-3025-3650", "us-17-3025-3651", "us-17-3025-3652", "us-17-3025-3653", "us-17-3025-3654", "us-17-3025-3655", "us-17-3025-3656", "us-17-3025-3657", "us-17-3025-3658", "us-17-3025-19686", "us-17-3025-19687", "us-17-3025-19688", "us-17-3025-19689", "us-17-3025-19690", "us-17-3025-19691", "us-17-3025-20033", "us-17-3025-20513", "us-17-3025-20514" ], "employment": { "value": 12190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3115", "uk-soc-3119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 30, 41 ], "band": "low", "headlineShare": 0.2971912186803436, "headlineShareRange": [ 0.27176446436903984, 0.359594403585974 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3026", "market": "us", "socCode": "17-3026", "title": "Industrial Engineering Technologists and Technicians", "slug": "industrial-engineering-technologists-and-technicians", "description": "Apply engineering theory and principles to problems of industrial layout or manufacturing production, usually under the direction of engineering staff. May perform time and motion studies on worker operations in a variety of industries for purposes such as establishing standard production rates or improving efficiency.", "taskIds": [ "us-17-3026-3660", "us-17-3026-3663", "us-17-3026-3668", "us-17-3026-3672", "us-17-3026-19692", "us-17-3026-20516", "us-17-3026-20518", "us-17-3026-22022", "us-17-3026-22023", "us-17-3026-22024", "us-17-3026-22025", "us-17-3026-22026", "us-17-3026-22027", "us-17-3026-22028", "us-17-3026-22029", "us-17-3026-22030", "us-17-3026-22031", "us-17-3026-22032", "us-17-3026-22033", "us-17-3026-22034", "us-17-3026-22035", "us-17-3026-22036", "us-17-3026-22037", "us-17-3026-22038", "us-17-3026-22039", "us-17-3026-22040", "us-17-3026-22041", "us-17-3026-22042", "us-17-3026-22043", "us-17-3026-22044", "us-17-3026-22045", "us-17-3026-22046", "us-17-3026-22047", "us-17-3026-22048", "us-17-3026-22049", "us-17-3026-22050", "us-17-3026-22051", "us-17-3026-22052", "us-17-3026-22053", "us-17-3026-22054", "us-17-3026-22055", "us-17-3026-22056", "us-17-3026-22057", "us-17-3026-22058", "us-17-3026-22059", "us-17-3026-22060", "us-17-3026-22061", "us-17-3026-22062", "us-17-3026-22063", "us-17-3026-22064", "us-17-3026-22065", "us-17-3026-22066", "us-17-3026-22067", "us-17-3026-22068", "us-17-3026-22069" ], "employment": { "value": 75570, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 66120, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3115", "uk-soc-3119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 30, "occScoreRange": [ 26, 36 ], "band": "low", "headlineShare": 0.24152238956586689, "headlineShareRange": [ 0.2200313180966249, 0.2949747909995335 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3027", "market": "us", "socCode": "17-3027", "title": "Mechanical Engineering Technologists and Technicians", "slug": "mechanical-engineering-technologists-and-technicians", "description": "Apply theory and principles of mechanical engineering to modify, develop, test, or adjust machinery and equipment under direction of engineering staff or physical scientists.", "taskIds": [ "us-17-3027-1474", "us-17-3027-1475", "us-17-3027-1476", "us-17-3027-1477", "us-17-3027-1480", "us-17-3027-1482", "us-17-3027-1483", "us-17-3027-1485", "us-17-3027-1486", "us-17-3027-1487", "us-17-3027-1488", "us-17-3027-1489", "us-17-3027-16597", "us-17-3027-16598", "us-17-3027-16599", "us-17-3027-16600", "us-17-3027-16601", "us-17-3027-16602", "us-17-3027-16603", "us-17-3027-16604", "us-17-3027-16605", "us-17-3027-16606", "us-17-3027-16607", "us-17-3027-16608", "us-17-3027-16610", "us-17-3027-16611", "us-17-3027-19696", "us-17-3027-19697", "us-17-3027-19698", "us-17-3027-19699", "us-17-3027-22070", "us-17-3027-22071", "us-17-3027-22072", "us-17-3027-22073", "us-17-3027-22074", "us-17-3027-22075", "us-17-3027-22076", "us-17-3027-22077", "us-17-3027-22078", "us-17-3027-22079", "us-17-3027-22080", "us-17-3027-22082", "us-17-3027-22083", "us-17-3027-22084", "us-17-3027-22085", "us-17-3027-22086", "us-17-3027-22087", "us-17-3027-23944" ], "employment": { "value": 36190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 74510, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 35, 45 ], "band": "low", "headlineShare": 0.2990115543285576, "headlineShareRange": [ 0.2990115543285576, 0.4318398430016584 ], "scoredTaskCount": 48 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3028", "market": "us", "socCode": "17-3028", "title": "Calibration Technologists and Technicians", "slug": "calibration-technologists-and-technicians", "description": "Execute or adapt procedures and techniques for calibrating measurement devices, by applying knowledge of measurement science, mathematics, physics, chemistry, and electronics, sometimes under the direction of engineering staff. Determine measurement standard suitability for calibrating measurement devices. May perform preventive maintenance on equipment. May perform corrective actions to address identified calibration problems.", "taskIds": [ "us-17-3028-22088", "us-17-3028-22089", "us-17-3028-22090", "us-17-3028-22091", "us-17-3028-22092", "us-17-3028-22093", "us-17-3028-22094", "us-17-3028-22095", "us-17-3028-22096", "us-17-3028-22097", "us-17-3028-22098", "us-17-3028-22099", "us-17-3028-22100", "us-17-3028-22101", "us-17-3028-22102" ], "employment": { "value": 16540, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 67820, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3115", "uk-soc-3119", "uk-soc-3113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 28, 37 ], "band": "low", "headlineShare": 0.26666666666666666, "headlineShareRange": [ 0.2, 0.3333333333333333 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:38:06.513Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3029", "market": "us", "socCode": "17-3029", "title": "Engineering Technologists and Technicians, Except Drafters, All Other", "slug": "engineering-technologists-and-technicians-except-drafters-all-other", "description": "All engineering technologists and technicians, except drafters, not listed separately.", "taskIds": [ "us-17-3029-16612", "us-17-3029-16613", "us-17-3029-16614", "us-17-3029-16615", "us-17-3029-16616", "us-17-3029-16617", "us-17-3029-16618", "us-17-3029-16619", "us-17-3029-16620", "us-17-3029-16621", "us-17-3029-16622", "us-17-3029-16623", "us-17-3029-16624", "us-17-3029-16625", "us-17-3029-16626", "us-17-3029-16627", "us-17-3029-16709", "us-17-3029-16710", "us-17-3029-16714", "us-17-3029-16715", "us-17-3029-16716", "us-17-3029-16718", "us-17-3029-16719", "us-17-3029-16720", "us-17-3029-16721", "us-17-3029-16722", "us-17-3029-16723", "us-17-3029-16724", "us-17-3029-16725", "us-17-3029-16726", "us-17-3029-16727", "us-17-3029-16729", "us-17-3029-16730", "us-17-3029-16731", "us-17-3029-16732", "us-17-3029-19731", "us-17-3029-20384", "us-17-3029-20385", "us-17-3029-20386", "us-17-3029-20387" ], "employment": { "value": 59930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78350, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3115", "uk-soc-3119", "uk-soc-3113", "uk-soc-3311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 15, 25 ], "band": "minimal", "headlineShare": 0.11524723828441852, "headlineShareRange": [ 0.0260992987592575, 0.193148298362044 ], "scoredTaskCount": 40 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-17-3031", "market": "us", "socCode": "17-3031", "title": "Surveying and Mapping Technicians", "slug": "surveying-and-mapping-technicians", "description": "Perform surveying and mapping duties, usually under the direction of an engineer, surveyor, cartographer, or photogrammetrist, to obtain data used for construction, mapmaking, boundary location, mining, or other purposes. May calculate mapmaking information and create maps from source data, such as surveying notes, aerial photography, satellite data, or other maps to show topographical features, political boundaries, and other features. May verify accuracy and completeness of maps.", "taskIds": [ "us-17-3031-22103", "us-17-3031-22104", "us-17-3031-22105", "us-17-3031-22106", "us-17-3031-22107", "us-17-3031-22108", "us-17-3031-22109", "us-17-3031-22110", "us-17-3031-22111", "us-17-3031-22112", "us-17-3031-22113", "us-17-3031-22114", "us-17-3031-22115", "us-17-3031-22116", "us-17-3031-22117", "us-17-3031-22118", "us-17-3031-22119", "us-17-3031-22120", "us-17-3031-22121", "us-17-3031-22122", "us-17-3031-22123", "us-17-3031-22124", "us-17-3031-22125", "us-17-3031-22126", "us-17-3031-22127", "us-17-3031-22128", "us-17-3031-22129", "us-17-3031-22130", "us-17-3031-22131", "us-17-3031-22132" ], "employment": { "value": 58010, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 54240, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 54, "occScoreRange": [ 49, 60 ], "band": "partial", "headlineShare": 0.5991557987416923, "headlineShareRange": [ 0.4398332308434311, 0.6890836216910718 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1011", "market": "us", "socCode": "19-1011", "title": "Animal Scientists", "slug": "animal-scientists", "description": "Conduct research in the genetics, nutrition, reproduction, growth, and development of domestic farm animals.", "taskIds": [ "us-19-1011-5413", "us-19-1011-5414", "us-19-1011-5415", "us-19-1011-5416", "us-19-1011-5417", "us-19-1011-5418", "us-19-1011-5419", "us-19-1011-5420", "us-19-1011-20865" ], "employment": { "value": 3100, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 68940, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2112", "uk-soc-2162", "uk-soc-2119", "uk-soc-2113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 34, 48 ], "band": "partial", "headlineShare": 0, "headlineShareRange": [ 0, 0.33194311575831875 ], "scoredTaskCount": 9 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1012", "market": "us", "socCode": "19-1012", "title": "Food Scientists and Technologists", "slug": "food-scientists-and-technologists", "description": "Use chemistry, microbiology, engineering, and other sciences to study the principles underlying the processing and deterioration of foods; analyze food content to determine levels of vitamins, fat, sugar, and protein; discover new food sources; research ways to make processed foods safe, palatable, and healthful; and apply food science knowledge to determine best ways to process, package, preserve, store, and distribute food.", "taskIds": [ "us-19-1012-7485", "us-19-1012-7486", "us-19-1012-7487", "us-19-1012-7488", "us-19-1012-7489", "us-19-1012-7490", "us-19-1012-7491", "us-19-1012-7492", "us-19-1012-7493", "us-19-1012-7494", "us-19-1012-7495", "us-19-1012-18611", "us-19-1012-18612" ], "employment": { "value": 13060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 88720, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2113", "uk-soc-2119", "uk-soc-2162", "uk-soc-2112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 22, 33 ], "band": "low", "headlineShare": 0.0798034600386169, "headlineShareRange": [ 0.0798034600386169, 0.0798034600386169 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1013", "market": "us", "socCode": "19-1013", "title": "Soil and Plant Scientists", "slug": "soil-and-plant-scientists", "description": "Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.", "taskIds": [ "us-19-1013-9021", "us-19-1013-9022", "us-19-1013-9023", "us-19-1013-9024", "us-19-1013-9025", "us-19-1013-9026", "us-19-1013-9027", "us-19-1013-9028", "us-19-1013-9029", "us-19-1013-9030", "us-19-1013-9031", "us-19-1013-9033", "us-19-1013-9034", "us-19-1013-9035", "us-19-1013-9036", "us-19-1013-9037", "us-19-1013-9038", "us-19-1013-9039", "us-19-1013-9040", "us-19-1013-9041", "us-19-1013-19750", "us-19-1013-19751", "us-19-1013-19753", "us-19-1013-19754", "us-19-1013-20198", "us-19-1013-20199", "us-19-1013-23903" ], "employment": { "value": 15730, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78850, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2119", "uk-soc-2112", "uk-soc-2162", "uk-soc-2113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 21, 34 ], "band": "low", "headlineShare": 0.026513760463208674, "headlineShareRange": [ 0.026513760463208674, 0.06731289805353446 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:38:06.513Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1021", "market": "us", "socCode": "19-1021", "title": "Biochemists and Biophysicists", "slug": "biochemists-and-biophysicists", "description": "Study the chemical composition or physical principles of living cells and organisms, their electrical and mechanical energy, and related phenomena. May conduct research to further understanding of the complex chemical combinations and reactions involved in metabolism, reproduction, growth, and heredity. May determine the effects of foods, drugs, serums, hormones, and other substances on tissues and vital processes of living organisms.", "taskIds": [ "us-19-1021-12929", "us-19-1021-12930", "us-19-1021-12931", "us-19-1021-12932", "us-19-1021-12933", "us-19-1021-12934", "us-19-1021-12935", "us-19-1021-12936", "us-19-1021-12937", "us-19-1021-12938", "us-19-1021-12939", "us-19-1021-12940", "us-19-1021-12941", "us-19-1021-12942", "us-19-1021-12943", "us-19-1021-12944", "us-19-1021-12945", "us-19-1021-12946", "us-19-1021-12947", "us-19-1021-12948", "us-19-1021-12949", "us-19-1021-12950", "us-19-1021-12951", "us-19-1021-21168" ], "employment": { "value": 33830, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 127410, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2113", "uk-soc-2162", "uk-soc-2119", "uk-soc-2112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 22, 35 ], "band": "low", "headlineShare": 0.05224603242339751, "headlineShareRange": [ 0.05224603242339751, 0.1058014407211098 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1022", "market": "us", "socCode": "19-1022", "title": "Microbiologists", "slug": "microbiologists", "description": "Investigate the growth, structure, development, and other characteristics of microscopic organisms, such as bacteria, algae, or fungi. Includes medical microbiologists who study the relationship between organisms and disease or the effects of antibiotics on microorganisms.", "taskIds": [ "us-19-1022-3675", "us-19-1022-3676", "us-19-1022-3677", "us-19-1022-3678", "us-19-1022-3679", "us-19-1022-3680", "us-19-1022-3681", "us-19-1022-3682", "us-19-1022-3683", "us-19-1022-3684", "us-19-1022-3685", "us-19-1022-15212", "us-19-1022-15213", "us-19-1022-15214" ], "employment": { "value": 18940, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 87990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2113", "uk-soc-2119", "uk-soc-2162", "uk-soc-2112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 12, 25 ], "band": "minimal", "headlineShare": 0.07950308743030224, "headlineShareRange": [ 0, 0.07950308743030224 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1023", "market": "us", "socCode": "19-1023", "title": "Zoologists and Wildlife Biologists", "slug": "zoologists-and-wildlife-biologists", "description": "Study the origins, behavior, diseases, genetics, and life processes of animals and wildlife. May specialize in wildlife research and management. May collect and analyze biological data to determine the environmental effects of present and potential use of land and water habitats.", "taskIds": [ "us-19-1023-1492", "us-19-1023-1493", "us-19-1023-1494", "us-19-1023-1496", "us-19-1023-1497", "us-19-1023-1498", "us-19-1023-1499", "us-19-1023-1501", "us-19-1023-1502", "us-19-1023-1504", "us-19-1023-18615", "us-19-1023-18616", "us-19-1023-23957", "us-19-1023-23958" ], "employment": { "value": 18120, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76780, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2162", "uk-soc-2119", "uk-soc-2113", "uk-soc-2112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 36, "occScoreRange": [ 30, 42 ], "band": "low", "headlineShare": 0.07201184545682383, "headlineShareRange": [ 0.07201184545682383, 0.15386724810501662 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:31:50.705Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1029", "market": "us", "socCode": "19-1029", "title": "Biological Scientists, All Other", "slug": "biological-scientists-all-other", "description": "All biological scientists not listed separately.", "taskIds": [ "us-19-1029-173", "us-19-1029-174", "us-19-1029-175", "us-19-1029-176", "us-19-1029-177", "us-19-1029-178", "us-19-1029-180", "us-19-1029-181", "us-19-1029-182", "us-19-1029-184", "us-19-1029-185", "us-19-1029-186", "us-19-1029-187", "us-19-1029-188", "us-19-1029-189", "us-19-1029-191", "us-19-1029-192", "us-19-1029-193", "us-19-1029-194", "us-19-1029-16776", "us-19-1029-16777", "us-19-1029-16778", "us-19-1029-16779", "us-19-1029-16780", "us-19-1029-16781", "us-19-1029-16782", "us-19-1029-16783", "us-19-1029-16784", "us-19-1029-16785", "us-19-1029-16786", "us-19-1029-16787", "us-19-1029-16788", "us-19-1029-16789", "us-19-1029-16790", "us-19-1029-16791", "us-19-1029-16792", "us-19-1029-16793", "us-19-1029-16794", "us-19-1029-16795", "us-19-1029-16796", "us-19-1029-16797", "us-19-1029-16798", "us-19-1029-16799", "us-19-1029-16800", "us-19-1029-16801", "us-19-1029-16802", "us-19-1029-16804", "us-19-1029-16805", "us-19-1029-16806", "us-19-1029-16807", "us-19-1029-16808", "us-19-1029-16809", "us-19-1029-16810", "us-19-1029-16811", "us-19-1029-16812", "us-19-1029-16813", "us-19-1029-16814", "us-19-1029-16815", "us-19-1029-16816", "us-19-1029-16817", "us-19-1029-16818", "us-19-1029-16819", "us-19-1029-16820", "us-19-1029-16821", "us-19-1029-16822", "us-19-1029-16823", "us-19-1029-16824", "us-19-1029-16825", "us-19-1029-16826", "us-19-1029-16827", "us-19-1029-16828", "us-19-1029-16829", "us-19-1029-16830", "us-19-1029-16831", "us-19-1029-16832", "us-19-1029-16833", "us-19-1029-16834", "us-19-1029-16835", "us-19-1029-16836", "us-19-1029-16837", "us-19-1029-16838", "us-19-1029-16839", "us-19-1029-16840", "us-19-1029-18613", "us-19-1029-18614", "us-19-1029-21035", "us-19-1029-23904", "us-19-1029-23905" ], "employment": { "value": 55850, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 98920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2113", "uk-soc-2119", "uk-soc-2162", "uk-soc-2112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 47, "occScoreRange": [ 42, 53 ], "band": "partial", "headlineShare": 0.3394627931516831, "headlineShareRange": [ 0.28962337590884085, 0.45774030801897025 ], "scoredTaskCount": 88 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1031", "market": "us", "socCode": "19-1031", "title": "Conservation Scientists", "slug": "conservation-scientists", "description": "Manage, improve, and protect natural resources to maximize their use without damaging the environment. May conduct soil surveys and develop plans to eliminate soil erosion or to protect rangelands. May instruct farmers, agricultural production managers, or ranchers in best ways to use crop rotation, contour plowing, or terracing to conserve soil and water; in the number and kind of livestock and forage plants best suited to particular ranges; and in range and farm improvements, such as fencing and reservoirs for stock watering.", "taskIds": [ "us-19-1031-3686", "us-19-1031-3687", "us-19-1031-3688", "us-19-1031-3689", "us-19-1031-3690", "us-19-1031-3691", "us-19-1031-3692", "us-19-1031-3693", "us-19-1031-3694", "us-19-1031-3695", "us-19-1031-3696", "us-19-1031-3697", "us-19-1031-3698", "us-19-1031-3699", "us-19-1031-3700", "us-19-1031-3701", "us-19-1031-7497", "us-19-1031-7498", "us-19-1031-7499", "us-19-1031-7500", "us-19-1031-7501", "us-19-1031-7502", "us-19-1031-7503", "us-19-1031-7504", "us-19-1031-7505", "us-19-1031-7506", "us-19-1031-7507", "us-19-1031-7508", "us-19-1031-7509", "us-19-1031-7511", "us-19-1031-20866", "us-19-1031-20867", "us-19-1031-21169", "us-19-1031-21170", "us-19-1031-22133", "us-19-1031-22134", "us-19-1031-22135", "us-19-1031-22136", "us-19-1031-22137", "us-19-1031-22138", "us-19-1031-22139", "us-19-1031-22140", "us-19-1031-22141", "us-19-1031-22142", "us-19-1031-22143", "us-19-1031-22144", "us-19-1031-22145", "us-19-1031-22146", "us-19-1031-22147", "us-19-1031-22148", "us-19-1031-22149", "us-19-1031-22150", "us-19-1031-22151", "us-19-1031-22152", "us-19-1031-22153", "us-19-1031-22154", "us-19-1031-22155", "us-19-1031-22156", "us-19-1031-22157", "us-19-1031-22158", "us-19-1031-22159", "us-19-1031-22160", "us-19-1031-22161", "us-19-1031-22162", "us-19-1031-23959", "us-19-1031-23960" ], "employment": { "value": 25950, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 73010, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2151", "uk-soc-2152" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 34, "occScoreRange": [ 29, 40 ], "band": "low", "headlineShare": 0.18414426027077563, "headlineShareRange": [ 0.1409940357275049, 0.3117213032488041 ], "scoredTaskCount": 66 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1032", "market": "us", "socCode": "19-1032", "title": "Foresters", "slug": "foresters", "description": "Manage public and private forested lands for economic, recreational, and conservation purposes. May inventory the type, amount, and location of standing timber, appraise the timber's worth, negotiate the purchase, and draw up contracts for procurement. May determine how to conserve wildlife habitats, creek beds, water quality, and soil stability, and how best to comply with environmental regulations. May devise plans for planting and growing new trees, monitor trees for healthy growth, and determine optimal harvesting schedules.", "taskIds": [ "us-19-1032-195", "us-19-1032-196", "us-19-1032-197", "us-19-1032-198", "us-19-1032-199", "us-19-1032-200", "us-19-1032-201", "us-19-1032-202", "us-19-1032-203", "us-19-1032-204", "us-19-1032-205", "us-19-1032-206", "us-19-1032-207", "us-19-1032-208", "us-19-1032-209", "us-19-1032-210", "us-19-1032-211", "us-19-1032-212", "us-19-1032-213", "us-19-1032-214", "us-19-1032-215", "us-19-1032-216", "us-19-1032-217", "us-19-1032-218", "us-19-1032-219" ], "employment": { "value": 10430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76400, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2112", "uk-soc-1212", "uk-soc-5119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 26, 39 ], "band": "low", "headlineShare": 0.06406949837090996, "headlineShareRange": [ 0.06406949837090996, 0.2228995013720165 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:05.789Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1041", "market": "us", "socCode": "19-1041", "title": "Epidemiologists", "slug": "epidemiologists", "description": "Investigate and describe the determinants and distribution of disease, disability, or health outcomes. May develop the means for prevention and control.", "taskIds": [ "us-19-1041-5421", "us-19-1041-5422", "us-19-1041-5423", "us-19-1041-5424", "us-19-1041-5425", "us-19-1041-5426", "us-19-1041-5427", "us-19-1041-5428", "us-19-1041-5429", "us-19-1041-5430", "us-19-1041-5432", "us-19-1041-15215", "us-19-1041-15216", "us-19-1041-15217", "us-19-1041-23961", "us-19-1041-23962" ], "employment": { "value": 12090, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 87220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2162", "uk-soc-2119", "uk-soc-2113", "uk-soc-2112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 37, 51 ], "band": "partial", "headlineShare": 0.13214636739835833, "headlineShareRange": [ 0.06141507035255643, 0.4226415558993063 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1042", "market": "us", "socCode": "19-1042", "title": "Medical Scientists, Except Epidemiologists", "slug": "medical-scientists-except-epidemiologists", "description": "Conduct research dealing with the understanding of human diseases and the improvement of human health. Engage in clinical investigation, research and development, or other related activities.", "taskIds": [ "us-19-1042-7513", "us-19-1042-7514", "us-19-1042-7515", "us-19-1042-7516", "us-19-1042-7517", "us-19-1042-7518", "us-19-1042-7519", "us-19-1042-7520", "us-19-1042-7521", "us-19-1042-7522", "us-19-1042-7523", "us-19-1042-20200", "us-19-1042-20201", "us-19-1042-23906" ], "employment": { "value": 172340, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 103410, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2113", "uk-soc-2119", "uk-soc-2162", "uk-soc-2112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 23, 34 ], "band": "low", "headlineShare": 0.0899239821919998, "headlineShareRange": [ 0, 0.15835511540049413 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-1099", "market": "us", "socCode": "19-1099", "title": "Life Scientists, All Other", "slug": "life-scientists-all-other", "description": "All life scientists not listed separately.", "taskIds": [], "employment": { "value": 7460, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 93750, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2119", "uk-soc-2162", "uk-soc-2113", "uk-soc-2112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-2011", "market": "us", "socCode": "19-2011", "title": "Astronomers", "slug": "astronomers", "description": "Observe, research, and interpret astronomical phenomena to increase basic knowledge or apply such information to practical problems.", "taskIds": [ "us-19-2011-7524", "us-19-2011-7525", "us-19-2011-7526", "us-19-2011-7527", "us-19-2011-7528", "us-19-2011-7529", "us-19-2011-7530", "us-19-2011-7531", "us-19-2011-7532", "us-19-2011-7533", "us-19-2011-7534", "us-19-2011-7535", "us-19-2011-20049", "us-19-2011-20050", "us-19-2011-21171", "us-19-2011-21172", "us-19-2011-21173" ], "employment": { "value": 2120, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 128820, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 32, 45 ], "band": "low", "headlineShare": 0.17238033898857813, "headlineShareRange": [ 0.09724776596491244, 0.23360539317594822 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-2012", "market": "us", "socCode": "19-2012", "title": "Physicists", "slug": "physicists", "description": "Conduct research into physical phenomena, develop theories on the basis of observation and experiments, and devise methods to apply physical laws and theories.", "taskIds": [ "us-19-2012-10903", "us-19-2012-10904", "us-19-2012-10905", "us-19-2012-10906", "us-19-2012-10907", "us-19-2012-10908", "us-19-2012-10910", "us-19-2012-10911", "us-19-2012-10912", "us-19-2012-21174" ], "employment": { "value": 20430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 172250, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 47, 58 ], "band": "partial", "headlineShare": 0.37112409125790025, "headlineShareRange": [ 0.37112409125790025, 0.601130183167283 ], "scoredTaskCount": 10 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:30:10.708Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-2021", "market": "us", "socCode": "19-2021", "title": "Atmospheric and Space Scientists", "slug": "atmospheric-and-space-scientists", "description": "Investigate atmospheric phenomena and interpret meteorological data, gathered by surface and air stations, satellites, and radar to prepare reports and forecasts for public and other uses. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-2031", "market": "us", "socCode": "19-2031", "title": "Chemists", "slug": "chemists", "description": "Conduct qualitative and quantitative chemical analyses or experiments in laboratories for quality or process control or to develop new products or knowledge.", "taskIds": [ "us-19-2031-1505", "us-19-2031-1506", "us-19-2031-1507", "us-19-2031-1508", "us-19-2031-1509", "us-19-2031-1510", "us-19-2031-1511", "us-19-2031-1513", "us-19-2031-18474", "us-19-2031-18475", "us-19-2031-20388", "us-19-2031-20389" ], "employment": { "value": 82770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 91240, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 29, 41 ], "band": "low", "headlineShare": 0.24639134498485926, "headlineShareRange": [ 0.24639134498485926, 0.3296019907094121 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-2032", "market": "us", "socCode": "19-2032", "title": "Materials Scientists", "slug": "materials-scientists", "description": "Research and study the structures and chemical properties of various natural and synthetic or composite materials, including metals, alloys, rubber, ceramics, semiconductors, polymers, and glass. Determine ways to strengthen or combine materials or develop new materials with new or specific properties for use in a variety of products and applications. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-2041", "market": "us", "socCode": "19-2041", "title": "Environmental Scientists and Specialists, Including Health", "slug": "environmental-scientists-and-specialists-including-health", "description": "Conduct research or perform investigation for the purpose of identifying, abating, or eliminating sources of pollutants or hazards that affect either the environment or public health. Using knowledge of various scientific disciplines, may collect, synthesize, study, report, and recommend action based on data derived from measurements or observations of air, food, soil, water, and other sources.", "taskIds": [ "us-19-2041-1514", "us-19-2041-1515", "us-19-2041-1517", "us-19-2041-1519", "us-19-2041-1520", "us-19-2041-1522", "us-19-2041-1523", "us-19-2041-1524", "us-19-2041-1525", "us-19-2041-1526", "us-19-2041-1528", "us-19-2041-1529", "us-19-2041-1530", "us-19-2041-1531", "us-19-2041-1533", "us-19-2041-1534", "us-19-2041-15218", "us-19-2041-15219", "us-19-2041-15220", "us-19-2041-15221", "us-19-2041-15222", "us-19-2041-15223", "us-19-2041-16841", "us-19-2041-16842", "us-19-2041-16843", "us-19-2041-16844", "us-19-2041-16845", "us-19-2041-16846", "us-19-2041-16847", "us-19-2041-16848", "us-19-2041-16849", "us-19-2041-16850", "us-19-2041-16851", "us-19-2041-16852", "us-19-2041-16853", "us-19-2041-16854", "us-19-2041-16855", "us-19-2041-16856", "us-19-2041-16857", "us-19-2041-16858", "us-19-2041-16859", "us-19-2041-16860", "us-19-2041-16861", "us-19-2041-16862", "us-19-2041-16863", "us-19-2041-16864", "us-19-2041-16865", "us-19-2041-16866", "us-19-2041-16867", "us-19-2041-16868", "us-19-2041-16869", "us-19-2041-16870", "us-19-2041-16871", "us-19-2041-16872", "us-19-2041-16873", "us-19-2041-16874", "us-19-2041-16875", "us-19-2041-16876", "us-19-2041-16879", "us-19-2041-16880", "us-19-2041-16881", "us-19-2041-16882", "us-19-2041-16883", "us-19-2041-16884", "us-19-2041-16885", "us-19-2041-16886", "us-19-2041-16888", "us-19-2041-16889", "us-19-2041-16890", "us-19-2041-16891", "us-19-2041-16892", "us-19-2041-16893", "us-19-2041-16894", "us-19-2041-16895", "us-19-2041-16896", "us-19-2041-19963", "us-19-2041-19964", "us-19-2041-19965", "us-19-2041-19966", "us-19-2041-19967", "us-19-2041-19968", "us-19-2041-19969", "us-19-2041-19970", "us-19-2041-19971", "us-19-2041-19972", "us-19-2041-19973", "us-19-2041-19974", "us-19-2041-19975", "us-19-2041-19976", "us-19-2041-19977", "us-19-2041-19978", "us-19-2041-19979", "us-19-2041-19980", "us-19-2041-19981", "us-19-2041-19982", "us-19-2041-19983", "us-19-2041-23907" ], "employment": { "value": 89250, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 82220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2151", "uk-soc-2152" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 48, 59 ], "band": "partial", "headlineShare": 0.39992800829255315, "headlineShareRange": [ 0.3522679335450641, 0.552239783530218 ], "scoredTaskCount": 97 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-2042", "market": "us", "socCode": "19-2042", "title": "Geoscientists, Except Hydrologists and Geographers", "slug": "geoscientists-except-hydrologists-and-geographers", "description": "Study the composition, structure, and other physical aspects of the Earth. May use geological, physics, and mathematics knowledge in exploration for oil, gas, minerals, or underground water; or in waste disposal, land reclamation, or other environmental problems. May study the Earth's internal composition, atmospheres, and oceans, and its magnetic, electrical, and gravitational forces. Includes mineralogists, paleontologists, stratigraphers, geodesists, and seismologists.", "taskIds": [ "us-19-2042-3702", "us-19-2042-3703", "us-19-2042-3704", "us-19-2042-3705", "us-19-2042-3706", "us-19-2042-3707", "us-19-2042-3709", "us-19-2042-3711", "us-19-2042-3712", "us-19-2042-3713", "us-19-2042-3714", "us-19-2042-3716", "us-19-2042-15224", "us-19-2042-15226", "us-19-2042-19760", "us-19-2042-19761", "us-19-2042-19762", "us-19-2042-19763", "us-19-2042-19764", "us-19-2042-19765", "us-19-2042-19766", "us-19-2042-19767", "us-19-2042-19768", "us-19-2042-19769", "us-19-2042-19770", "us-19-2042-19771", "us-19-2042-19772", "us-19-2042-20390", "us-19-2042-20391", "us-19-2042-20392", "us-19-2042-20393", "us-19-2042-21176" ], "employment": { "value": 23470, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 101920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 39, 50 ], "band": "partial", "headlineShare": 0.31073685807887946, "headlineShareRange": [ 0.22746095081809983, 0.4060932347597554 ], "scoredTaskCount": 32 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-2043", "market": "us", "socCode": "19-2043", "title": "Hydrologists", "slug": "hydrologists", "description": "Research the distribution, circulation, and physical properties of underground and surface waters; and study the form and intensity of precipitation and its rate of infiltration into the soil, movement through the earth, and return to the ocean and atmosphere.", "taskIds": [ "us-19-2043-9100", "us-19-2043-9102", "us-19-2043-9103", "us-19-2043-9104", "us-19-2043-9105", "us-19-2043-9106", "us-19-2043-9107", "us-19-2043-9108", "us-19-2043-9109", "us-19-2043-9110", "us-19-2043-9111", "us-19-2043-9112", "us-19-2043-9113", "us-19-2043-9114", "us-19-2043-9115", "us-19-2043-9116", "us-19-2043-9117", "us-19-2043-9118", "us-19-2043-9119", "us-19-2043-9120", "us-19-2043-9121", "us-19-2043-9122", "us-19-2043-9123", "us-19-2043-18617", "us-19-2043-18618" ], "employment": { "value": 5850, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 96600, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 42, 54 ], "band": "partial", "headlineShare": 0.33839793564713627, "headlineShareRange": [ 0.33839793564713627, 0.5394696427982423 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-2099", "market": "us", "socCode": "19-2099", "title": "Physical Scientists, All Other", "slug": "physical-scientists-all-other", "description": "All physical scientists not listed separately.", "taskIds": [ "us-19-2099-18256", "us-19-2099-18257", "us-19-2099-18258", "us-19-2099-18259", "us-19-2099-18260", "us-19-2099-18261", "us-19-2099-18262", "us-19-2099-18263", "us-19-2099-18264", "us-19-2099-18265", "us-19-2099-18266", "us-19-2099-18267", "us-19-2099-18268", "us-19-2099-18269", "us-19-2099-18270", "us-19-2099-18271", "us-19-2099-18272", "us-19-2099-18273", "us-19-2099-18274", "us-19-2099-18275", "us-19-2099-18276", "us-19-2099-18277", "us-19-2099-19773", "us-19-2099-19774" ], "employment": { "value": 22300, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 122570, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5319" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 55, 64 ], "band": "partial", "headlineShare": 0.6133823960990586, "headlineShareRange": [ 0.6133823960990586, 0.6553175158588618 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:36.532Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-3011", "market": "us", "socCode": "19-3011", "title": "Economists", "slug": "economists", "description": "Conduct research, prepare reports, or formulate plans to address economic problems related to the production and distribution of goods and services or monetary and fiscal policy. May collect and process economic and statistical data using sampling techniques and econometric methods.", "taskIds": [ "us-19-3011-7536", "us-19-3011-7537", "us-19-3011-7538", "us-19-3011-7539", "us-19-3011-7540", "us-19-3011-7541", "us-19-3011-7542", "us-19-3011-7543", "us-19-3011-7544", "us-19-3011-16897", "us-19-3011-16898", "us-19-3011-16899", "us-19-3011-16900", "us-19-3011-16901", "us-19-3011-16902", "us-19-3011-16903", "us-19-3011-16904", "us-19-3011-16905", "us-19-3011-16906", "us-19-3011-16908", "us-19-3011-16909", "us-19-3011-16910", "us-19-3011-16913", "us-19-3011-16914", "us-19-3011-16915", "us-19-3011-19984", "us-19-3011-19985", "us-19-3011-19986", "us-19-3011-20051", "us-19-3011-20052", "us-19-3011-20053", "us-19-3011-21106", "us-19-3011-21177", "us-19-3011-23988" ], "employment": { "value": 17790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 124720, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2433" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 53, 65 ], "band": "partial", "headlineShare": 0.41417241684966427, "headlineShareRange": [ 0.35364543405404125, 0.7283977063973437 ], "scoredTaskCount": 34 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:31:50.705Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-3022", "market": "us", "socCode": "19-3022", "title": "Survey Researchers", "slug": "survey-researchers", "description": "Plan, develop, or conduct surveys. May analyze and interpret the meaning of survey data, determine survey objectives, or suggest or test question wording. Includes social scientists who primarily design questionnaires or supervise survey teams.", "taskIds": [ "us-19-3022-7545", "us-19-3022-7546", "us-19-3022-7547", "us-19-3022-7548", "us-19-3022-7549", "us-19-3022-7550", "us-19-3022-7551", "us-19-3022-7552", "us-19-3022-7553", "us-19-3022-7554", "us-19-3022-7555", "us-19-3022-7556", "us-19-3022-7557", "us-19-3022-7558", "us-19-3022-7559", "us-19-3022-21107" ], "employment": { "value": 8290, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 69460, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2433" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 55, "occScoreRange": [ 49, 61 ], "band": "partial", "headlineShare": 0.42824984652043524, "headlineShareRange": [ 0.42824984652043524, 0.42824984652043524 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-3032", "market": "us", "socCode": "19-3032", "title": "Industrial-Organizational Psychologists", "slug": "industrial-organizational-psychologists", "description": "Apply principles of psychology to human resources, administration, management, sales, and marketing problems. Activities may include policy planning; employee testing and selection, training, and development; and organizational development and analysis. May work with management to organize the work setting to improve worker productivity.", "taskIds": [ "us-19-3032-7560", "us-19-3032-7561", "us-19-3032-7562", "us-19-3032-7563", "us-19-3032-7564", "us-19-3032-7565", "us-19-3032-7566", "us-19-3032-7567", "us-19-3032-7568", "us-19-3032-7569", "us-19-3032-7570", "us-19-3032-7571", "us-19-3032-7572", "us-19-3032-7573", "us-19-3032-7574", "us-19-3032-7575", "us-19-3032-20222", "us-19-3032-20223", "us-19-3032-20224", "us-19-3032-20225", "us-19-3032-20226", "us-19-3032-20227", "us-19-3032-20228", "us-19-3032-20229", "us-19-3032-20230" ], "employment": { "value": 790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 193950, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2226", "uk-soc-2225", "uk-soc-2224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 47, "occScoreRange": [ 41, 52 ], "band": "partial", "headlineShare": 0.30725587739607746, "headlineShareRange": [ 0.2646110644334019, 0.4431862187146058 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-3033", "market": "us", "socCode": "19-3033", "title": "Clinical and Counseling Psychologists", "slug": "clinical-and-counseling-psychologists", "description": "Assess, diagnose, and treat mental and emotional disorders of individuals through observation, interview, and psychological tests. Help individuals with distress or maladjustment understand their problems through their knowledge of case history, interviews with patients, and theory. Provide individual or group counseling services to assist individuals in achieving more effective personal, social, educational, and vocational development and adjustment. May design behavior modification programs and consult with medical personnel regarding the best treatment for patients.", "taskIds": [ "us-19-3033-22163", "us-19-3033-22164", "us-19-3033-22165", "us-19-3033-22166", "us-19-3033-22167", "us-19-3033-22168", "us-19-3033-22169", "us-19-3033-22170", "us-19-3033-22171", "us-19-3033-22172", "us-19-3033-22173", "us-19-3033-22174", "us-19-3033-22175", "us-19-3033-22176", "us-19-3033-22177", "us-19-3033-22178", "us-19-3033-22179", "us-19-3033-22180", "us-19-3033-22181", "us-19-3033-22182", "us-19-3033-22183", "us-19-3033-22184", "us-19-3033-22185", "us-19-3033-22186", "us-19-3033-22187", "us-19-3033-22188", "us-19-3033-22189", "us-19-3033-22190", "us-19-3033-22191", "us-19-3033-22192" ], "employment": { "value": 75990, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 100580, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2226", "uk-soc-2225", "uk-soc-2224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 25, 38 ], "band": "low", "headlineShare": 0.03738971403091483, "headlineShareRange": [ 0.03738971403091483, 0.14884667109449903 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-3034", "market": "us", "socCode": "19-3034", "title": "School Psychologists", "slug": "school-psychologists", "description": "Diagnose and implement individual or schoolwide interventions or strategies to address educational, behavioral, or developmental issues that adversely impact educational functioning in a school. May address student learning and behavioral problems and counsel students or families. May design and implement performance plans, and evaluate performance. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-3039", "market": "us", "socCode": "19-3039", "title": "Psychologists, All Other", "slug": "psychologists-all-other", "description": "All psychologists not listed separately.", "taskIds": [ "us-19-3039-22193", "us-19-3039-22194", "us-19-3039-22195", "us-19-3039-22196", "us-19-3039-22197", "us-19-3039-22198", "us-19-3039-22199", "us-19-3039-22200", "us-19-3039-22201", "us-19-3039-22202", "us-19-3039-22203", "us-19-3039-22204", "us-19-3039-22205", "us-19-3039-22206", "us-19-3039-22207", "us-19-3039-22208", "us-19-3039-22209", "us-19-3039-22210", "us-19-3039-22211", "us-19-3039-22212", "us-19-3039-22213", "us-19-3039-22214", "us-19-3039-22215", "us-19-3039-22216", "us-19-3039-22217", "us-19-3039-22218", "us-19-3039-22219", "us-19-3039-22220", "us-19-3039-22221", "us-19-3039-22222", "us-19-3039-22223", "us-19-3039-22224" ], "employment": { "value": 18820, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 110840, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2226", "uk-soc-2225", "uk-soc-2224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 20, 32 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0.10296015058683032 ], "scoredTaskCount": 32 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-3041", "market": "us", "socCode": "19-3041", "title": "Sociologists", "slug": "sociologists", "description": "Study human society and social behavior by examining the groups and social institutions that people form, as well as various social, religious, political, and business organizations. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-3091", "market": "us", "socCode": "19-3091", "title": "Anthropologists and Archeologists", "slug": "anthropologists-and-archeologists", "description": "Study the origin, development, and behavior of human beings. May study the way of life, language, or physical characteristics of people in various parts of the world. 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Set up or maintain laboratory equipment and collect samples from crops or animals. Prepare specimens or record data to assist scientists in biology or related life science experiments. Conduct tests and experiments to improve yield and quality of crops or to increase the resistance of plants and animals to disease or insects.", "taskIds": [ "us-19-4012-5528", "us-19-4012-5530", "us-19-4012-5538", "us-19-4012-5540", "us-19-4012-5541", "us-19-4012-5542", "us-19-4012-5543", "us-19-4012-5544", "us-19-4012-5547", "us-19-4012-5548", "us-19-4012-5549", "us-19-4012-18278", "us-19-4012-18279", "us-19-4012-18280", "us-19-4012-18281", "us-19-4012-18282", "us-19-4012-18284", "us-19-4012-18287", "us-19-4012-18288", "us-19-4012-18289", "us-19-4012-18290", "us-19-4012-18293", "us-19-4012-18295", "us-19-4012-18296", "us-19-4012-19780", "us-19-4012-19781", "us-19-4012-19782", "us-19-4012-19800", "us-19-4012-19801", "us-19-4012-19802", "us-19-4012-19803", "us-19-4012-20526", "us-19-4012-20527", "us-19-4012-20528", "us-19-4012-20529", "us-19-4012-20530", "us-19-4012-20531", "us-19-4012-20532", "us-19-4012-20533", "us-19-4012-20534", "us-19-4012-20535", "us-19-4012-20536", "us-19-4012-20537", "us-19-4012-20872", "us-19-4012-20873", "us-19-4012-20874", "us-19-4012-20875", "us-19-4012-20876" ], "employment": { "value": 15130, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49630, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2112", "uk-soc-5111", "uk-soc-3111", "uk-soc-5112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 43, "occScoreRange": [ 38, 49 ], "band": "partial", "headlineShare": 0.4400780929944735, "headlineShareRange": [ 0.3792565468772151, 0.4617574648235863 ], "scoredTaskCount": 48 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:35:34.990Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-4042", "market": "us", "socCode": "19-4042", "title": "Environmental Science and Protection Technicians, Including Health", "slug": "environmental-science-and-protection-technicians-including-health", "description": "Perform laboratory and field tests to monitor the environment and investigate sources of pollution, including those that affect health, under the direction of an environmental scientist, engineer, or other specialist. May collect samples of gases, soil, water, and other materials for testing.", "taskIds": [ "us-19-4042-1549", "us-19-4042-1550", "us-19-4042-1552", "us-19-4042-1553", "us-19-4042-1554", "us-19-4042-1555", "us-19-4042-1556", "us-19-4042-1557", "us-19-4042-1558", "us-19-4042-1559", "us-19-4042-1560", "us-19-4042-1561", "us-19-4042-1562", "us-19-4042-1563", "us-19-4042-1564", "us-19-4042-1565", "us-19-4042-1566", "us-19-4042-1567", "us-19-4042-1570", "us-19-4042-19797", "us-19-4042-19798", "us-19-4042-19799", "us-19-4042-20869", "us-19-4042-20870", "us-19-4042-20871" ], "employment": { "value": 34670, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 55090, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2152", "uk-soc-3111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 37, "occScoreRange": [ 32, 42 ], "band": "low", "headlineShare": 0.2537611617743983, "headlineShareRange": [ 0.18297624616942654, 0.3020874770803488 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:54.124Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-4043", "market": "us", "socCode": "19-4043", "title": "Geological Technicians, Except Hydrologic Technicians", "slug": "geological-technicians-except-hydrologic-technicians", "description": "Assist scientists or engineers in the use of electronic, sonic, or nuclear measuring instruments in laboratory, exploration, and production activities to obtain data indicating resources such as metallic ore, minerals, gas, coal, or petroleum. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-4044", "market": "us", "socCode": "19-4044", "title": "Hydrologic Technicians", "slug": "hydrologic-technicians", "description": "Collect and organize data concerning the distribution and circulation of ground and surface water, and data on its physical, chemical, and biological properties. Measure and report on flow rates and ground water levels, maintain field equipment, collect water samples, install and collect sampling equipment, and process samples for shipment to testing laboratories. May collect data on behalf of hydrologists, engineers, developers, government agencies, or agriculture.", "taskIds": [ "us-19-4044-22292", "us-19-4044-22293", "us-19-4044-22294", "us-19-4044-22295", "us-19-4044-22296", "us-19-4044-22297", "us-19-4044-22298", "us-19-4044-22299", "us-19-4044-22300", "us-19-4044-22301", "us-19-4044-22302", "us-19-4044-22303", "us-19-4044-22304", "us-19-4044-22305", "us-19-4044-22306", "us-19-4044-22307" ], "employment": { "value": 2840, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64790, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3115", "uk-soc-3119", "uk-soc-3111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 41, 51 ], "band": "partial", "headlineShare": 0.3125, "headlineShareRange": [ 0.3125, 0.4375 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-4051", "market": "us", "socCode": "19-4051", "title": "Nuclear Technicians", "slug": "nuclear-technicians", "description": "Assist nuclear physicists, nuclear engineers, or other scientists in laboratory, power generation, or electricity production activities. May operate, maintain, or provide quality control for nuclear testing and research equipment. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-4061", "market": "us", "socCode": "19-4061", "title": "Social Science Research Assistants", "slug": "social-science-research-assistants", "description": "Assist social scientists in laboratory, survey, and other social science research. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-4071", "market": "us", "socCode": "19-4071", "title": "Forest and Conservation Technicians", "slug": "forest-and-conservation-technicians", "description": "Provide technical assistance regarding the conservation of soil, water, forests, or related natural resources. May compile data pertaining to size, content, condition, and other characteristics of forest tracts under the direction of foresters, or train and lead forest workers in forest propagation and fire prevention and suppression. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-4092", "market": "us", "socCode": "19-4092", "title": "Forensic Science Technicians", "slug": "forensic-science-technicians", "description": "Collect, identify, classify, and analyze physical evidence related to criminal investigations. Perform tests on weapons or substances, such as fiber, hair, and tissue to determine significance to investigation. May testify as expert witnesses on evidence or crime laboratory techniques. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-4099", "market": "us", "socCode": "19-4099", "title": "Life, Physical, and Social Science Technicians, All Other", "slug": "life-physical-and-social-science-technicians-all-other", "description": "All life, physical, and social science technicians not listed separately.", "taskIds": [ "us-19-4099-16955", "us-19-4099-16956", "us-19-4099-16957", "us-19-4099-16958", "us-19-4099-16959", "us-19-4099-16960", "us-19-4099-16961", "us-19-4099-16962", "us-19-4099-16963", "us-19-4099-16964", "us-19-4099-16965", "us-19-4099-16966", "us-19-4099-16967", "us-19-4099-16968", "us-19-4099-16969", "us-19-4099-16970", "us-19-4099-16971", "us-19-4099-16972", "us-19-4099-16973", "us-19-4099-16974", "us-19-4099-16975", "us-19-4099-16976", "us-19-4099-16977", "us-19-4099-16978", "us-19-4099-16979", "us-19-4099-16980", "us-19-4099-16981", "us-19-4099-16982", "us-19-4099-16983", "us-19-4099-16984", "us-19-4099-16985", "us-19-4099-16986", "us-19-4099-16987", "us-19-4099-16989", "us-19-4099-16990", "us-19-4099-16991", "us-19-4099-16992", "us-19-4099-16993", "us-19-4099-16994", "us-19-4099-16995", "us-19-4099-16996", "us-19-4099-16997", "us-19-4099-16998", "us-19-4099-16999", "us-19-4099-19804", "us-19-4099-19805", "us-19-4099-19806" ], "employment": { "value": 73910, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3115", "uk-soc-3119", "uk-soc-3111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 50, "occScoreRange": [ 45, 55 ], "band": "partial", "headlineShare": 0.5015229907370212, "headlineShareRange": [ 0.4372459462315273, 0.5531635064656274 ], "scoredTaskCount": 47 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:07:16.251Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-5011", "market": "us", "socCode": "19-5011", "title": "Occupational Health and Safety Specialists", "slug": "occupational-health-and-safety-specialists", "description": "Review, evaluate, and analyze work environments and design programs and procedures to control, eliminate, and prevent disease or injury caused by chemical, physical, and biological agents or ergonomic factors. May conduct inspections and enforce adherence to laws and regulations governing the health and safety of individuals. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-19-5012", "market": "us", "socCode": "19-5012", "title": "Occupational Health and Safety Technicians", "slug": "occupational-health-and-safety-technicians", "description": "Collect data on work environments for analysis by occupational health and safety specialists. Implement and conduct evaluation of programs designed to limit chemical, physical, biological, and ergonomic risks to workers.", "taskIds": [ "us-19-5012-11082", "us-19-5012-11083", "us-19-5012-11085", "us-19-5012-11087", "us-19-5012-11088", "us-19-5012-11091", "us-19-5012-11093", "us-19-5012-11095", "us-19-5012-11096", "us-19-5012-11097", "us-19-5012-11098", "us-19-5012-11099", "us-19-5012-11100", "us-19-5012-11101", "us-19-5012-19813", "us-19-5012-19814", "us-19-5012-19815", "us-19-5012-19816", "us-19-5012-19817", "us-19-5012-19818", "us-19-5012-20248", "us-19-5012-20249", "us-19-5012-20250", "us-19-5012-20251", "us-19-5012-20252", "us-19-5012-20253" ], "employment": { "value": 30590, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61560, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3581", "uk-soc-2483" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 30, "occScoreRange": [ 25, 36 ], "band": "low", "headlineShare": 0.22037954911338375, "headlineShareRange": [ 0.1831924054991386, 0.22037954911338375 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1012", "market": "us", "socCode": "21-1012", "title": "Educational, Guidance, and Career Counselors and Advisors", "slug": "educational-guidance-and-career-counselors-and-advisors", "description": "Advise and assist students and provide educational and vocational guidance services.", "taskIds": [ "us-21-1012-5606", "us-21-1012-5608", "us-21-1012-5611", "us-21-1012-5616", "us-21-1012-5619", "us-21-1012-5621", "us-21-1012-5623", "us-21-1012-5624", "us-21-1012-5625", "us-21-1012-5626", "us-21-1012-5627", "us-21-1012-5629", "us-21-1012-5630", "us-21-1012-5631", "us-21-1012-5632", "us-21-1012-5633", "us-21-1012-5634", "us-21-1012-5636", "us-21-1012-5637", "us-21-1012-5639", "us-21-1012-5640", "us-21-1012-18624", "us-21-1012-18625", "us-21-1012-18626", "us-21-1012-18627", "us-21-1012-18628", "us-21-1012-18629", "us-21-1012-18630", "us-21-1012-18631", "us-21-1012-18632", "us-21-1012-18633", "us-21-1012-18634", "us-21-1012-18635", "us-21-1012-23990", "us-21-1012-23991" ], "employment": { "value": 353310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3571", "uk-soc-3572" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 36, 47 ], "band": "partial", "headlineShare": 0.2656409457717276, "headlineShareRange": [ 0.24061211002760277, 0.33982807096178624 ], "scoredTaskCount": 35 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1013", "market": "us", "socCode": "21-1013", "title": "Marriage and Family Therapists", "slug": "marriage-and-family-therapists", "description": "Diagnose and treat mental and emotional disorders, whether cognitive, affective, or behavioral, within the context of marriage and family systems. Apply psychotherapeutic and family systems theories and techniques in the delivery of services to individuals, couples, and families for the purpose of treating such diagnosed nervous and mental disorders.", "taskIds": [ "us-21-1013-9184", "us-21-1013-9185", "us-21-1013-9186", "us-21-1013-9187", "us-21-1013-9188", "us-21-1013-9190", "us-21-1013-9191", "us-21-1013-9193", "us-21-1013-9194", "us-21-1013-9195", "us-21-1013-9196", "us-21-1013-9197", "us-21-1013-9199", "us-21-1013-20232", "us-21-1013-20233" ], "employment": { "value": 66740, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 66940, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2461", "uk-soc-2464", "uk-soc-2462", "uk-soc-2469" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 18, 32 ], "band": "low", "headlineShare": 0.08999013036661317, "headlineShareRange": [ 0.08999013036661317, 0.08999013036661317 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1015", "market": "us", "socCode": "21-1015", "title": "Rehabilitation Counselors", "slug": "rehabilitation-counselors", "description": "Counsel individuals to maximize the independence and employability of persons coping with personal, social, and vocational difficulties that result from birth defects, illness, disease, accidents, aging, or the stress of daily life. Coordinate activities for residents of care and treatment facilities. 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The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest.", "taskIds": [ "us-21-1018-5585", "us-21-1018-5588", "us-21-1018-5596", "us-21-1018-1591", "us-21-1018-20402", "us-21-1018-1596", "us-21-1018-1600", "us-21-1018-1608" ], "employment": { "value": 491930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59350, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2461", "uk-soc-2464", "uk-soc-2462", "uk-soc-2469" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 22, 33 ], "band": "low", "headlineShare": 0.14049957854375414, "headlineShareRange": [ 0.14049957854375414, 0.14049957854375414 ], "scoredTaskCount": 8 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:41:42.725Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "42 of this occupation's 50 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 8 that are, so treat it as a partial reading of the job rather than a complete one.", "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1019", "market": "us", "socCode": "21-1019", "title": "Counselors, All Other", "slug": "counselors-all-other", "description": "All counselors not listed separately.", "taskIds": [], "employment": { "value": 28580, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50860, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2464", "uk-soc-2461", "uk-soc-2462", "uk-soc-2469" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1021", "market": "us", "socCode": "21-1021", "title": "Child, Family, and School Social Workers", "slug": "child-family-and-school-social-workers", "description": "Provide social services and assistance to improve the social and psychological functioning of children and their families and to maximize the family well-being and the academic functioning of children. May assist parents, arrange adoptions, and find foster homes for abandoned or abused children. In schools, they address such problems as teenage pregnancy, misbehavior, and truancy. May also advise teachers.", "taskIds": [ "us-21-1021-235", "us-21-1021-236", "us-21-1021-237", "us-21-1021-238", "us-21-1021-239", "us-21-1021-240", "us-21-1021-241", "us-21-1021-242", "us-21-1021-243", "us-21-1021-244", "us-21-1021-245", "us-21-1021-246", "us-21-1021-249", "us-21-1021-250", "us-21-1021-251", "us-21-1021-252", "us-21-1021-253", "us-21-1021-254", "us-21-1021-255", "us-21-1021-256", "us-21-1021-257" ], "employment": { "value": 392550, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2461", "uk-soc-2464", "uk-soc-2462", "uk-soc-2469" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 22, 32 ], "band": "low", "headlineShare": 0.0923753756644801, "headlineShareRange": [ 0.0923753756644801, 0.16720680437178773 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:12:36.798Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1022", "market": "us", "socCode": "21-1022", "title": "Healthcare Social Workers", "slug": "healthcare-social-workers", "description": "Provide individuals, families, and groups with the psychosocial support needed to cope with chronic, acute, or terminal illnesses. Services include advising family caregivers. Provide patients with information and counseling, and make referrals for other services. May also provide case and care management or interventions designed to promote health, prevent disease, and address barriers to access to healthcare.", "taskIds": [ "us-21-1022-258", "us-21-1022-259", "us-21-1022-260", "us-21-1022-261", "us-21-1022-262", "us-21-1022-263", "us-21-1022-264", "us-21-1022-265", "us-21-1022-266", "us-21-1022-267", "us-21-1022-268", "us-21-1022-269", "us-21-1022-270", "us-21-1022-271", "us-21-1022-272", "us-21-1022-15227", "us-21-1022-23910" ], "employment": { "value": 187630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 67880, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2461", "uk-soc-2464", "uk-soc-2462", "uk-soc-2469" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 18, 30 ], "band": "low", "headlineShare": 0.036108391702640276, "headlineShareRange": [ 0.036108391702640276, 0.036108391702640276 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1023", "market": "us", "socCode": "21-1023", "title": "Mental Health and Substance Abuse Social Workers", "slug": "mental-health-and-substance-abuse-social-workers", "description": "Assess and treat individuals with mental, emotional, or substance abuse problems, including abuse of alcohol, tobacco, and/or other drugs. Activities may include individual and group therapy, crisis intervention, case management, client advocacy, prevention, and education.", "taskIds": [ "us-21-1023-273", "us-21-1023-275", "us-21-1023-276", "us-21-1023-277", "us-21-1023-278", "us-21-1023-279", "us-21-1023-280", "us-21-1023-281", "us-21-1023-282", "us-21-1023-18487", "us-21-1023-18488", "us-21-1023-18489", "us-21-1023-18490" ], "employment": { "value": 132810, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2461", "uk-soc-2464", "uk-soc-2462", "uk-soc-2469" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 19, 30 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1029", "market": "us", "socCode": "21-1029", "title": "Social Workers, All Other", "slug": "social-workers-all-other", "description": "All social workers not listed separately.", "taskIds": [], "employment": { "value": 62930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 71900, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2464", "uk-soc-2461", "uk-soc-2462", "uk-soc-2469" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1091", "market": "us", "socCode": "21-1091", "title": "Health Education Specialists", "slug": "health-education-specialists", "description": "Provide and manage health education programs that help individuals, families, and their communities maximize and maintain healthy lifestyles. Use data to identify community needs prior to planning, implementing, monitoring, and evaluating programs designed to encourage healthy lifestyles, policies, and environments. May link health systems, health providers, insurers, and patients to address individual and population health needs. May serve as resource to assist individuals, other health professionals, or the community, and may administer fiscal resources for health education programs.", "taskIds": [ "us-21-1091-9216", "us-21-1091-9217", "us-21-1091-9218", "us-21-1091-9220", "us-21-1091-9221", "us-21-1091-9222", "us-21-1091-9223", "us-21-1091-9224", "us-21-1091-9225", "us-21-1091-9226", "us-21-1091-9227", "us-21-1091-9228", "us-21-1091-9229", "us-21-1091-20235", "us-21-1091-20236", "us-21-1091-20237" ], "employment": { "value": 65690, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64070, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3582", "uk-soc-2483" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 55, "occScoreRange": [ 49, 61 ], "band": "partial", "headlineShare": 0.39478929968666754, "headlineShareRange": [ 0.31859383485296056, 0.5611775049625264 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1092", "market": "us", "socCode": "21-1092", "title": "Probation Officers and Correctional Treatment Specialists", "slug": "probation-officers-and-correctional-treatment-specialists", "description": "Provide social services to assist in rehabilitation of law offenders in custody or on probation or parole. Make recommendations for actions involving formulation of rehabilitation plan and treatment of offender, including conditional release and education and employment stipulations.", "taskIds": [ "us-21-1092-1614", "us-21-1092-1615", "us-21-1092-1616", "us-21-1092-1617", "us-21-1092-1618", "us-21-1092-1619", "us-21-1092-1620", "us-21-1092-1621", "us-21-1092-1622", "us-21-1092-1623", "us-21-1092-1624", "us-21-1092-1625", "us-21-1092-1627", "us-21-1092-1628", "us-21-1092-1629", "us-21-1092-1630", "us-21-1092-1631", "us-21-1092-1632", "us-21-1092-1633", "us-21-1092-20055", "us-21-1092-20056" ], "employment": { "value": 89390, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 66270, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2461", "uk-soc-2462", "uk-soc-2464", "uk-soc-2469" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 21, 33 ], "band": "low", "headlineShare": 0.16251478497961896, "headlineShareRange": [ 0.16251478497961896, 0.16251478497961896 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1093", "market": "us", "socCode": "21-1093", "title": "Social and Human Service Assistants", "slug": "social-and-human-service-assistants", "description": "Assist other social and human service providers in providing client services in a wide variety of fields, such as psychology, rehabilitation, or social work, including support for families. May assist clients in identifying and obtaining available benefits and social and community services. May assist social workers with developing, organizing, and conducting programs to prevent and resolve problems relevant to substance abuse, human relationships, rehabilitation, or dependent care.", "taskIds": [ "us-21-1093-3753", "us-21-1093-3754", "us-21-1093-3755", "us-21-1093-3756", "us-21-1093-3757", "us-21-1093-3758", "us-21-1093-3759", "us-21-1093-3761", "us-21-1093-3762", "us-21-1093-3763", "us-21-1093-3764", "us-21-1093-3765", "us-21-1093-3767", "us-21-1093-3768", "us-21-1093-3770", "us-21-1093-3771", "us-21-1093-3772", "us-21-1093-21179", "us-21-1093-21180" ], "employment": { "value": 437860, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45930, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3223", "uk-soc-3222", "uk-soc-3221", "uk-soc-3229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 20, 34 ], "band": "low", "headlineShare": 0.11776702091177699, "headlineShareRange": [ 0, 0.20269004083236544 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1094", "market": "us", "socCode": "21-1094", "title": "Community Health Workers", "slug": "community-health-workers", "description": "Promote health within a community by assisting individuals to adopt healthy behaviors. Serve as an advocate for the health needs of individuals by assisting community residents in effectively communicating with healthcare providers or social service agencies. Act as liaison or advocate and implement programs that promote, maintain, and improve individual and overall community health. May deliver health-related preventive services such as blood pressure, glaucoma, and hearing screenings. May collect data to help identify community health needs.", "taskIds": [ "us-21-1094-19015", "us-21-1094-19016", "us-21-1094-19017", "us-21-1094-19018", "us-21-1094-19019", "us-21-1094-19020", "us-21-1094-19021", "us-21-1094-19022", "us-21-1094-19023", "us-21-1094-19024", "us-21-1094-19025", "us-21-1094-19026", "us-21-1094-19027", "us-21-1094-19028", "us-21-1094-19029", "us-21-1094-19030", "us-21-1094-19031", "us-21-1094-19032", "us-21-1094-19033", "us-21-1094-19034", "us-21-1094-19035", "us-21-1094-19036", "us-21-1094-19038", "us-21-1094-19039", "us-21-1094-19040", "us-21-1094-19041", "us-21-1094-19042", "us-21-1094-19043" ], "employment": { "value": 61660, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51850, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3219" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 23, 34 ], "band": "low", "headlineShare": 0.09027860737830698, "headlineShareRange": [ 0.058596928614427495, 0.17549554539469683 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:12:36.798Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-1099", "market": "us", "socCode": "21-1099", "title": "Community and Social Service Specialists, All Other", "slug": "community-and-social-service-specialists-all-other", "description": "All community and social service specialists not listed separately.", "taskIds": [], "employment": { "value": 107730, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 56730, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2464", "uk-soc-2461", "uk-soc-2462", "uk-soc-2469" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-2011", "market": "us", "socCode": "21-2011", "title": "Clergy", "slug": "clergy", "description": "Conduct religious worship and perform other spiritual functions associated with beliefs and practices of religious faith or denomination. Provide spiritual and moral guidance and assistance to members.", "taskIds": [ "us-21-2011-10934", "us-21-2011-10935", "us-21-2011-10936", "us-21-2011-10937", "us-21-2011-10938", "us-21-2011-10939", "us-21-2011-10940", "us-21-2011-10941", "us-21-2011-10942", "us-21-2011-10943", "us-21-2011-10944", "us-21-2011-10945", "us-21-2011-10947", "us-21-2011-10948", "us-21-2011-10949", "us-21-2011-10950", "us-21-2011-10951", "us-21-2011-10952", "us-21-2011-10953", "us-21-2011-20748", "us-21-2011-20749" ], "employment": { "value": 57200, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60810, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2463" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 14, 26 ], "band": "minimal", "headlineShare": 0.0471100724788054, "headlineShareRange": [ 0.0471100724788054, 0.09212567882079131 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-2021", "market": "us", "socCode": "21-2021", "title": "Directors, Religious Activities and Education", "slug": "directors-religious-activities-and-education", "description": "Coordinate or design programs and conduct outreach to promote the religious education or activities of a denominational group. May provide counseling, guidance, and leadership relative to marital, health, financial, and religious problems.", "taskIds": [ "us-21-2021-12975", "us-21-2021-12976", "us-21-2021-12977", "us-21-2021-12978", "us-21-2021-12979", "us-21-2021-12980", "us-21-2021-12981", "us-21-2021-12982", "us-21-2021-12983", "us-21-2021-12984", "us-21-2021-12985", "us-21-2021-12986", "us-21-2021-12987", "us-21-2021-12988", "us-21-2021-12989", "us-21-2021-12990", "us-21-2021-12991", "us-21-2021-12992", "us-21-2021-20750" ], "employment": { "value": 22160, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 52100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2463" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 43, "occScoreRange": [ 38, 49 ], "band": "partial", "headlineShare": 0.44798446911766454, "headlineShareRange": [ 0.44798446911766454, 0.492615108703997 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:36.532Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-21-2099", "market": "us", "socCode": "21-2099", "title": "Religious Workers, All Other", "slug": "religious-workers-all-other", "description": "All religious workers not listed separately.", "taskIds": [], "employment": { "value": 15760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-23-1011", "market": "us", "socCode": "23-1011", "title": "Lawyers", "slug": "lawyers", "description": "Represent clients in criminal and civil litigation and other legal proceedings, draw up legal documents, or manage or advise clients on legal transactions. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-23-1023", "market": "us", "socCode": "23-1023", "title": "Judges, Magistrate Judges, and Magistrates", "slug": "judges-magistrate-judges-and-magistrates", "description": "Arbitrate, advise, adjudicate, or administer justice in a court of law. May sentence defendant in criminal cases according to government statutes or sentencing guidelines. May determine liability of defendant in civil cases. May perform wedding ceremonies.", "taskIds": [ "us-23-1023-5643", "us-23-1023-5644", "us-23-1023-5645", "us-23-1023-5646", "us-23-1023-5647", "us-23-1023-5648", "us-23-1023-5649", "us-23-1023-5650", "us-23-1023-5651", "us-23-1023-5652", "us-23-1023-5653", "us-23-1023-5654", "us-23-1023-5655", "us-23-1023-5656", "us-23-1023-5657", "us-23-1023-5658", "us-23-1023-5659", "us-23-1023-5660", "us-23-1023-5661", "us-23-1023-20057", "us-23-1023-21182" ], "employment": { "value": 24030, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 153990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2411" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 15, 26 ], "band": "low", "headlineShare": 0.11913186527426722, "headlineShareRange": [ 0.06112724858180823, 0.11913186527426722 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-23-2011", "market": "us", "socCode": "23-2011", "title": "Paralegals and Legal Assistants", "slug": "paralegals-and-legal-assistants", "description": "Assist lawyers by investigating facts, preparing legal documents, or researching legal precedent. 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May compile lists of mortgages, contracts, and other instruments pertaining to titles by searching public and private records for law firms, real estate agencies, or title insurance companies.", "taskIds": [ "us-23-2093-9230", "us-23-2093-9231", "us-23-2093-9232", "us-23-2093-9233", "us-23-2093-9234", "us-23-2093-9235", "us-23-2093-9236", "us-23-2093-9237", "us-23-2093-9238", "us-23-2093-9239", "us-23-2093-9240", "us-23-2093-9241", "us-23-2093-9242", "us-23-2093-9243", "us-23-2093-9245", "us-23-2093-9246" ], "employment": { "value": 48580, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58650, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3520" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 65, "occScoreRange": [ 61, 70 ], "band": "high", "headlineShare": 0.6714633440683934, "headlineShareRange": [ 0.6714633440683934, 0.7588520181547118 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-23-2099", "market": "us", "socCode": "23-2099", "title": "Legal Support Workers, All Other", "slug": "legal-support-workers-all-other", "description": "All legal support workers not listed separately.", "taskIds": [], "employment": { "value": 46760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 72110, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3520" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1011", "market": "us", "socCode": "25-1011", "title": "Business Teachers, Postsecondary", "slug": "business-teachers-postsecondary", "description": "Teach courses in business administration and management, such as accounting, finance, human resources, labor and industrial relations, marketing, and operations research. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1021", "market": "us", "socCode": "25-1021", "title": "Computer Science Teachers, Postsecondary", "slug": "computer-science-teachers-postsecondary", "description": "Teach courses in computer science. May specialize in a field of computer science, such as the design and function of computers or operations and research analysis. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1022", "market": "us", "socCode": "25-1022", "title": "Mathematical Science Teachers, Postsecondary", "slug": "mathematical-science-teachers-postsecondary", "description": "Teach courses pertaining to mathematical concepts, statistics, and actuarial science and to the application of original and standardized mathematical techniques in solving specific problems and situations. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1031", "market": "us", "socCode": "25-1031", "title": "Architecture Teachers, Postsecondary", "slug": "architecture-teachers-postsecondary", "description": "Teach courses in architecture and architectural design, such as architectural environmental design, interior architecture/design, and landscape architecture. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1032", "market": "us", "socCode": "25-1032", "title": "Engineering Teachers, Postsecondary", "slug": "engineering-teachers-postsecondary", "description": "Teach courses pertaining to the application of physical laws and principles of engineering for the development of machines, materials, instruments, processes, and services. Includes teachers of subjects such as chemical, civil, electrical, industrial, mechanical, mineral, and petroleum engineering. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1041", "market": "us", "socCode": "25-1041", "title": "Agricultural Sciences Teachers, Postsecondary", "slug": "agricultural-sciences-teachers-postsecondary", "description": "Teach courses in the agricultural sciences. Includes teachers of agronomy, dairy sciences, fisheries management, horticultural sciences, poultry sciences, range management, and agricultural soil conservation. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1042", "market": "us", "socCode": "25-1042", "title": "Biological Science Teachers, Postsecondary", "slug": "biological-science-teachers-postsecondary", "description": "Teach courses in biological sciences. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1043", "market": "us", "socCode": "25-1043", "title": "Forestry and Conservation Science Teachers, Postsecondary", "slug": "forestry-and-conservation-science-teachers-postsecondary", "description": "Teach courses in forestry and conservation science. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1051", "market": "us", "socCode": "25-1051", "title": "Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary", "slug": "atmospheric-earth-marine-and-space-sciences-teachers-postsecondary", "description": "Teach courses in the physical sciences, except chemistry and physics. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1052", "market": "us", "socCode": "25-1052", "title": "Chemistry Teachers, Postsecondary", "slug": "chemistry-teachers-postsecondary", "description": "Teach courses pertaining to the chemical and physical properties and compositional changes of substances. Work may include providing instruction in the methods of qualitative and quantitative chemical analysis. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1054", "market": "us", "socCode": "25-1054", "title": "Physics Teachers, Postsecondary", "slug": "physics-teachers-postsecondary", "description": "Teach courses pertaining to the laws of matter and energy. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1063", "market": "us", "socCode": "25-1063", "title": "Economics Teachers, Postsecondary", "slug": "economics-teachers-postsecondary", "description": "Teach courses in economics. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1065", "market": "us", "socCode": "25-1065", "title": "Political Science Teachers, Postsecondary", "slug": "political-science-teachers-postsecondary", "description": "Teach courses in political science, international affairs, and international relations. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1066", "market": "us", "socCode": "25-1066", "title": "Psychology Teachers, Postsecondary", "slug": "psychology-teachers-postsecondary", "description": "Teach courses in psychology, such as child, clinical, and developmental psychology, and psychological counseling. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.", "taskIds": [ "us-25-1066-6053", "us-25-1066-6054", "us-25-1066-6055", "us-25-1066-6056", "us-25-1066-6057", "us-25-1066-6058", "us-25-1066-6059", "us-25-1066-6060", "us-25-1066-6061", "us-25-1066-6062", "us-25-1066-6063", "us-25-1066-6064", "us-25-1066-6065", "us-25-1066-6066", "us-25-1066-6067", "us-25-1066-6068", "us-25-1066-6069", "us-25-1066-6070", "us-25-1066-6071", "us-25-1066-6072", "us-25-1066-6073", "us-25-1066-6074", "us-25-1066-6075", "us-25-1066-20080", "us-25-1066-20081", "us-25-1066-20082", "us-25-1066-20083", "us-25-1066-21119", "us-25-1066-21120" ], "employment": { "value": 41530, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 80340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 34, 49 ], "band": "partial", "headlineShare": 0.30107328224372454, "headlineShareRange": [ 0.22644593280611663, 0.4115776806077347 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "24 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1067", "market": "us", "socCode": "25-1067", "title": "Sociology Teachers, Postsecondary", "slug": "sociology-teachers-postsecondary", "description": "Teach courses in sociology. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1069", "market": "us", "socCode": "25-1069", "title": "Social Sciences Teachers, Postsecondary, All Other", "slug": "social-sciences-teachers-postsecondary-all-other", "description": "All postsecondary social sciences teachers not listed separately.", "taskIds": [], "employment": { "value": 16580, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 72990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1071", "market": "us", "socCode": "25-1071", "title": "Health Specialties Teachers, Postsecondary", "slug": "health-specialties-teachers-postsecondary", "description": "Teach courses in health specialties, in fields such as dentistry, laboratory technology, medicine, pharmacy, public health, therapy, and veterinary medicine.", "taskIds": [ "us-25-1071-6099", "us-25-1071-6100", "us-25-1071-6101", "us-25-1071-6102", "us-25-1071-6103", "us-25-1071-6104", "us-25-1071-6105", "us-25-1071-6106", "us-25-1071-6107", "us-25-1071-6108", "us-25-1071-6109", "us-25-1071-6110", "us-25-1071-6111", "us-25-1071-6112", "us-25-1071-6113", "us-25-1071-6114", "us-25-1071-6115", "us-25-1071-6116", "us-25-1071-6117", "us-25-1071-6118", "us-25-1071-6119", "us-25-1071-6121" ], "employment": { "value": 221270, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 107310, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 33, 47 ], "band": "partial", "headlineShare": 0.26050277619696754, "headlineShareRange": [ 0.26050277619696754, 0.39035737123765174 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1072", "market": "us", "socCode": "25-1072", "title": "Nursing Instructors and Teachers, Postsecondary", "slug": "nursing-instructors-and-teachers-postsecondary", "description": "Demonstrate and teach patient care in classroom and clinical units to nursing students. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.", "taskIds": [ "us-25-1072-6122", "us-25-1072-6123", "us-25-1072-6124", "us-25-1072-6125", "us-25-1072-6126", "us-25-1072-6127", "us-25-1072-6128", "us-25-1072-6129", "us-25-1072-6130", "us-25-1072-6131", "us-25-1072-6132", "us-25-1072-6133", "us-25-1072-6134", "us-25-1072-6135", "us-25-1072-6136", "us-25-1072-6137", "us-25-1072-6138", "us-25-1072-6139", "us-25-1072-6140", "us-25-1072-6141", "us-25-1072-6142", "us-25-1072-6143", "us-25-1072-6144", "us-25-1072-6145", "us-25-1072-6146", "us-25-1072-6147", "us-25-1072-20084", "us-25-1072-20085", "us-25-1072-21122" ], "employment": { "value": 77960, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 80250, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 33, "occScoreRange": [ 27, 41 ], "band": "low", "headlineShare": 0.1616788358248992, "headlineShareRange": [ 0.1616788358248992, 0.26300881527561526 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1081", "market": "us", "socCode": "25-1081", "title": "Education Teachers, Postsecondary", "slug": "education-teachers-postsecondary", "description": "Teach courses pertaining to education, such as counseling, curriculum, guidance, instruction, teacher education, and teaching English as a second language. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.", "taskIds": [ "us-25-1081-6148", "us-25-1081-6149", "us-25-1081-6150", "us-25-1081-6151", "us-25-1081-6152", "us-25-1081-6153", "us-25-1081-6154", "us-25-1081-6155", "us-25-1081-6156", "us-25-1081-6157", "us-25-1081-6158", "us-25-1081-6159", "us-25-1081-6160", "us-25-1081-6161", "us-25-1081-6162", "us-25-1081-6163", "us-25-1081-6164", "us-25-1081-6165", "us-25-1081-6166", "us-25-1081-6167", "us-25-1081-6168", "us-25-1081-6169", "us-25-1081-6170", "us-25-1081-20086" ], "employment": { "value": 60830, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 75350, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 32, 47 ], "band": "partial", "headlineShare": 0.23908528036771914, "headlineShareRange": [ 0.23908528036771914, 0.36829619089144455 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1082", "market": "us", "socCode": "25-1082", "title": "Library Science Teachers, Postsecondary", "slug": "library-science-teachers-postsecondary", "description": "Teach courses in library science. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.", "taskIds": [ "us-25-1082-6171", "us-25-1082-6172", "us-25-1082-6173", "us-25-1082-6175", "us-25-1082-6176", "us-25-1082-6178", "us-25-1082-6179", "us-25-1082-6180", "us-25-1082-6181", "us-25-1082-6182", "us-25-1082-6183", "us-25-1082-6184", "us-25-1082-6185", "us-25-1082-6186", "us-25-1082-6187", "us-25-1082-6188", "us-25-1082-6189", "us-25-1082-6190", "us-25-1082-6191", "us-25-1082-6192", "us-25-1082-20087", "us-25-1082-20088", "us-25-1082-20089", "us-25-1082-20090", "us-25-1082-21123" ], "employment": { "value": 3630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 80340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 43, "occScoreRange": [ 36, 50 ], "band": "partial", "headlineShare": 0.2725600622381577, "headlineShareRange": [ 0.2725600622381577, 0.43273799210943614 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1111", "market": "us", "socCode": "25-1111", "title": "Criminal Justice and Law Enforcement Teachers, Postsecondary", "slug": "criminal-justice-and-law-enforcement-teachers-postsecondary", "description": "Teach courses in criminal justice, corrections, and law enforcement administration. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.", "taskIds": [ "us-25-1111-6193", "us-25-1111-6194", "us-25-1111-6195", "us-25-1111-6196", "us-25-1111-6197", "us-25-1111-6198", "us-25-1111-6199", "us-25-1111-6200", "us-25-1111-6201", "us-25-1111-6202", "us-25-1111-6203", "us-25-1111-6204", "us-25-1111-6205", "us-25-1111-6206", "us-25-1111-6207", "us-25-1111-6208", "us-25-1111-6209", "us-25-1111-6210", "us-25-1111-6211", "us-25-1111-6212", "us-25-1111-6213", "us-25-1111-6214", "us-25-1111-21124" ], "employment": { "value": 13150, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76590, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 36, 51 ], "band": "partial", "headlineShare": 0.31961303894741516, "headlineShareRange": [ 0.31961303894741516, 0.4431165529352776 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1112", "market": "us", "socCode": "25-1112", "title": "Law Teachers, Postsecondary", "slug": "law-teachers-postsecondary", "description": "Teach courses in law. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.", "taskIds": [ "us-25-1112-6215", "us-25-1112-6216", "us-25-1112-6217", "us-25-1112-6218", "us-25-1112-6219", "us-25-1112-6220", "us-25-1112-6221", "us-25-1112-6222", "us-25-1112-6223", "us-25-1112-6224", "us-25-1112-6225", "us-25-1112-6226", "us-25-1112-6227", "us-25-1112-6228", "us-25-1112-6229", "us-25-1112-6230", "us-25-1112-6231", "us-25-1112-6232", "us-25-1112-6233", "us-25-1112-6234", "us-25-1112-6235", "us-25-1112-6236", "us-25-1112-6237" ], "employment": { "value": 20060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 128500, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 34, 49 ], "band": "partial", "headlineShare": 0.23997832955993986, "headlineShareRange": [ 0.20232926036792223, 0.4270098741165761 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1113", "market": "us", "socCode": "25-1113", "title": "Social Work Teachers, Postsecondary", "slug": "social-work-teachers-postsecondary", "description": "Teach courses in social work. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1121", "market": "us", "socCode": "25-1121", "title": "Art, Drama, and Music Teachers, Postsecondary", "slug": "art-drama-and-music-teachers-postsecondary", "description": "Teach courses in drama, music, and the arts including fine and applied art, such as painting and sculpture, or design and crafts. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1122", "market": "us", "socCode": "25-1122", "title": "Communications Teachers, Postsecondary", "slug": "communications-teachers-postsecondary", "description": "Teach courses in communications, such as organizational communications, public relations, radio/television broadcasting, and journalism. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1123", "market": "us", "socCode": "25-1123", "title": "English Language and Literature Teachers, Postsecondary", "slug": "english-language-and-literature-teachers-postsecondary", "description": "Teach courses in English language and literature, including linguistics and comparative literature. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1124", "market": "us", "socCode": "25-1124", "title": "Foreign Language and Literature Teachers, Postsecondary", "slug": "foreign-language-and-literature-teachers-postsecondary", "description": "Teach languages and literature courses in languages other than English. Includes teachers of American Sign Language (ASL). 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1125", "market": "us", "socCode": "25-1125", "title": "History Teachers, Postsecondary", "slug": "history-teachers-postsecondary", "description": "Teach courses in human history and historiography. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.", "taskIds": [ "us-25-1125-6356", "us-25-1125-6357", "us-25-1125-6358", "us-25-1125-6359", "us-25-1125-6360", "us-25-1125-6361", "us-25-1125-6362", "us-25-1125-6363", "us-25-1125-6364", "us-25-1125-6365", "us-25-1125-6366", "us-25-1125-6367", "us-25-1125-6368", "us-25-1125-6369", "us-25-1125-6370", "us-25-1125-6371", "us-25-1125-6372", "us-25-1125-6373", "us-25-1125-6374", "us-25-1125-6375", "us-25-1125-6376", "us-25-1125-6377", "us-25-1125-20101", "us-25-1125-20102", "us-25-1125-20103" ], "employment": { "value": 18790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 83820, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 34, 49 ], "band": "partial", "headlineShare": 0.2719083002289927, "headlineShareRange": [ 0.23075167602323615, 0.4177911280109244 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1126", "market": "us", "socCode": "25-1126", "title": "Philosophy and Religion Teachers, Postsecondary", "slug": "philosophy-and-religion-teachers-postsecondary", "description": "Teach courses in philosophy, religion, and theology. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.", "taskIds": [ "us-25-1126-6378", "us-25-1126-6379", "us-25-1126-6381", "us-25-1126-6382", "us-25-1126-6383", "us-25-1126-6384", "us-25-1126-6385", "us-25-1126-6386", "us-25-1126-6387", "us-25-1126-6388", "us-25-1126-6389", "us-25-1126-6390", "us-25-1126-6391", "us-25-1126-6392", "us-25-1126-6393", "us-25-1126-6394", "us-25-1126-6395", "us-25-1126-6396", "us-25-1126-6397", "us-25-1126-6398", "us-25-1126-20104", "us-25-1126-20105" ], "employment": { "value": 20460, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 80260, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 35, 49 ], "band": "partial", "headlineShare": 0.25182013883566423, "headlineShareRange": [ 0.25182013883566423, 0.4191783991081611 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1192", "market": "us", "socCode": "25-1192", "title": "Family and Consumer Sciences Teachers, Postsecondary", "slug": "family-and-consumer-sciences-teachers-postsecondary", "description": "Teach courses in childcare, family relations, finance, nutrition, and related subjects pertaining to home management. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.", "taskIds": [ "us-25-1192-6400", "us-25-1192-6401", "us-25-1192-6402", "us-25-1192-6403", "us-25-1192-6404", "us-25-1192-6405", "us-25-1192-6406", "us-25-1192-6407", "us-25-1192-6408", "us-25-1192-6409", "us-25-1192-6410", "us-25-1192-6411", "us-25-1192-6412", "us-25-1192-6413", "us-25-1192-6414", "us-25-1192-6415", "us-25-1192-6416", "us-25-1192-6417", "us-25-1192-6418", "us-25-1192-6419", "us-25-1192-6420", "us-25-1192-6421", "us-25-1192-21132" ], "employment": { "value": 2770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 75870, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 32, 48 ], "band": "partial", "headlineShare": 0.20113074053018234, "headlineShareRange": [ 0.20113074053018234, 0.38802440938686605 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1193", "market": "us", "socCode": "25-1193", "title": "Recreation and Fitness Studies Teachers, Postsecondary", "slug": "recreation-and-fitness-studies-teachers-postsecondary", "description": "Teach courses pertaining to recreation, leisure, and fitness studies, including exercise physiology and facilities management. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1194", "market": "us", "socCode": "25-1194", "title": "Career/Technical Education Teachers, Postsecondary", "slug": "career-technical-education-teachers-postsecondary", "description": "Teach vocational courses intended to provide occupational training below the baccalaureate level in subjects such as construction, mechanics/repair, manufacturing, transportation, or cosmetology, primarily to students who have graduated from or left high school. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-1199", "market": "us", "socCode": "25-1199", "title": "Postsecondary Teachers, All Other", "slug": "postsecondary-teachers-all-other", "description": "All postsecondary teachers not listed separately.", "taskIds": [], "employment": { "value": 149840, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 77640, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2011", "market": "us", "socCode": "25-2011", "title": "Preschool Teachers, Except Special Education", "slug": "preschool-teachers-except-special-education", "description": "Instruct preschool-aged students, following curricula or lesson plans, in activities designed to promote social, physical, and intellectual growth.", "taskIds": [ "us-25-2011-6464", "us-25-2011-6465", "us-25-2011-6466", "us-25-2011-6467", "us-25-2011-6468", "us-25-2011-6469", "us-25-2011-6470", "us-25-2011-6471", "us-25-2011-6472", "us-25-2011-6473", "us-25-2011-6474", "us-25-2011-6475", "us-25-2011-6476", "us-25-2011-6477", "us-25-2011-6478", "us-25-2011-6479", "us-25-2011-6480", "us-25-2011-6481", "us-25-2011-6482", "us-25-2011-6483", "us-25-2011-6484", "us-25-2011-6485", "us-25-2011-6486", "us-25-2011-6487", "us-25-2011-6488", "us-25-2011-6489", "us-25-2011-6490", "us-25-2011-6491", "us-25-2011-6492", "us-25-2011-6493", "us-25-2011-6494", "us-25-2011-6495", "us-25-2011-6496", "us-25-2011-6497" ], "employment": { "value": 478780, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2315" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 11, 23 ], "band": "minimal", "headlineShare": 0.053881994368931645, "headlineShareRange": [ 0.053881994368931645, 0.053881994368931645 ], "scoredTaskCount": 34 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "24 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2012", "market": "us", "socCode": "25-2012", "title": "Kindergarten Teachers, Except Special Education", "slug": "kindergarten-teachers-except-special-education", "description": "Teach academic and social skills to kindergarten students.", "taskIds": [ "us-25-2012-6498", "us-25-2012-6499", "us-25-2012-6500", "us-25-2012-6501", "us-25-2012-6502", "us-25-2012-6503", "us-25-2012-6504", "us-25-2012-6505", "us-25-2012-6506", "us-25-2012-6507", "us-25-2012-6508", "us-25-2012-6509", "us-25-2012-6510", "us-25-2012-6511", "us-25-2012-6512", "us-25-2012-6513", "us-25-2012-6514", "us-25-2012-6515", "us-25-2012-6516", "us-25-2012-6517", "us-25-2012-6518", "us-25-2012-6519", "us-25-2012-6520", "us-25-2012-6521", "us-25-2012-6522", "us-25-2012-6523", "us-25-2012-6524", "us-25-2012-6525", "us-25-2012-6526", "us-25-2012-6527", "us-25-2012-6528", "us-25-2012-6529", "us-25-2012-6530", "us-25-2012-6531", "us-25-2012-6532", "us-25-2012-6533", "us-25-2012-6534" ], "employment": { "value": 108870, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62680, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2315" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 13, 25 ], "band": "minimal", "headlineShare": 0.08285156660986047, "headlineShareRange": [ 0.056321985375818506, 0.08285156660986047 ], "scoredTaskCount": 37 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2021", "market": "us", "socCode": "25-2021", "title": "Elementary School Teachers, Except Special Education", "slug": "elementary-school-teachers-except-special-education", "description": "Teach academic and social skills to students at the elementary school level.", "taskIds": [ "us-25-2021-6535", "us-25-2021-6536", "us-25-2021-6537", "us-25-2021-6538", "us-25-2021-6539", "us-25-2021-6540", "us-25-2021-6541", "us-25-2021-6542", "us-25-2021-6543", "us-25-2021-6544", "us-25-2021-6545", "us-25-2021-6546", "us-25-2021-6547", "us-25-2021-6548", "us-25-2021-6549", "us-25-2021-6550", "us-25-2021-6551", "us-25-2021-6552", "us-25-2021-6553", "us-25-2021-6554", "us-25-2021-6555", "us-25-2021-6556", "us-25-2021-6557", "us-25-2021-6558", "us-25-2021-6559", "us-25-2021-6560", "us-25-2021-6561", "us-25-2021-6562", "us-25-2021-6563", "us-25-2021-6564", "us-25-2021-6565", "us-25-2021-6566", "us-25-2021-6567", "us-25-2021-6568", "us-25-2021-6569", "us-25-2021-6570", "us-25-2021-6571", "us-25-2021-6572" ], "employment": { "value": 1388390, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 63970, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2314" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 18, 31 ], "band": "low", "headlineShare": 0.1330477504790016, "headlineShareRange": [ 0.10625775095945694, 0.1330477504790016 ], "scoredTaskCount": 38 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "32 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2022", "market": "us", "socCode": "25-2022", "title": "Middle School Teachers, Except Special and Career/Technical Education", "slug": "middle-school-teachers-except-special-and-career-technical-education", "description": "Teach one or more subjects to students at the middle, intermediate, or junior high school level.", "taskIds": [ "us-25-2022-6573", "us-25-2022-6574", "us-25-2022-6575", "us-25-2022-6576", "us-25-2022-6577", "us-25-2022-6578", "us-25-2022-6579", "us-25-2022-6580", "us-25-2022-6581", "us-25-2022-6582", "us-25-2022-6583", "us-25-2022-6584", "us-25-2022-6585", "us-25-2022-6586", "us-25-2022-6588", "us-25-2022-6589", "us-25-2022-6591", "us-25-2022-6592", "us-25-2022-6593", "us-25-2022-6594", "us-25-2022-6595", "us-25-2022-6596", "us-25-2022-6597", "us-25-2022-6598", "us-25-2022-6599", "us-25-2022-6600", "us-25-2022-6601", "us-25-2022-6602", "us-25-2022-6603", "us-25-2022-6604", "us-25-2022-6606", "us-25-2022-6607", "us-25-2022-18638", "us-25-2022-18639", "us-25-2022-18640" ], "employment": { "value": 620090, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64370, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2314" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 19, 32 ], "band": "low", "headlineShare": 0.11373300104257664, "headlineShareRange": [ 0.08664098688577056, 0.11373300104257664 ], "scoredTaskCount": 35 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "26 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2023", "market": "us", "socCode": "25-2023", "title": "Career/Technical Education Teachers, Middle School", "slug": "career-technical-education-teachers-middle-school", "description": "Teach occupational, vocational, career, or technical subjects to students at the middle, intermediate, or junior high school level.", "taskIds": [ "us-25-2023-6608", "us-25-2023-6609", "us-25-2023-6610", "us-25-2023-6611", "us-25-2023-6612", "us-25-2023-6613", "us-25-2023-6614", "us-25-2023-6615", "us-25-2023-6616", "us-25-2023-6617", "us-25-2023-6618", "us-25-2023-6619", "us-25-2023-6620", "us-25-2023-6621", "us-25-2023-6622", "us-25-2023-6623", "us-25-2023-6624", "us-25-2023-6625", "us-25-2023-6626", "us-25-2023-6627", "us-25-2023-6628", "us-25-2023-6629", "us-25-2023-6631", "us-25-2023-6632", "us-25-2023-6633", "us-25-2023-6634", "us-25-2023-6635", "us-25-2023-6636", "us-25-2023-6637", "us-25-2023-6638", "us-25-2023-20241" ], "employment": { "value": 16870, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 65030, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 21, 34 ], "band": "low", "headlineShare": 0.16558663616768718, "headlineShareRange": [ 0.1343606158812525, 0.20079578121617941 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2031", "market": "us", "socCode": "25-2031", "title": "Secondary School Teachers, Except Special and Career/Technical Education", "slug": "secondary-school-teachers-except-special-and-career-technical-education", "description": "Teach one or more subjects to students at the secondary school level.", "taskIds": [ "us-25-2031-6639", "us-25-2031-6640", "us-25-2031-6641", "us-25-2031-6642", "us-25-2031-6643", "us-25-2031-6644", "us-25-2031-6645", "us-25-2031-6646", "us-25-2031-6647", "us-25-2031-6648", "us-25-2031-6649", "us-25-2031-6650", "us-25-2031-6651", "us-25-2031-6652", "us-25-2031-6653", "us-25-2031-6654", "us-25-2031-6655", "us-25-2031-6656", "us-25-2031-6657", "us-25-2031-6658", "us-25-2031-6659", "us-25-2031-6660", "us-25-2031-6661", "us-25-2031-6662", "us-25-2031-6663", "us-25-2031-6664", "us-25-2031-6665", "us-25-2031-6666", "us-25-2031-6667", "us-25-2031-6668", "us-25-2031-6669", "us-25-2031-6670" ], "employment": { "value": 1065210, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 72040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2313" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 22, 35 ], "band": "low", "headlineShare": 0.15856634581113446, "headlineShareRange": [ 0.15856634581113446, 0.19350166975331476 ], "scoredTaskCount": 32 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2032", "market": "us", "socCode": "25-2032", "title": "Career/Technical Education Teachers, Secondary School", "slug": "career-technical-education-teachers-secondary-school", "description": "Teach occupational, vocational, career, or technical subjects to students at the secondary school level.", "taskIds": [ "us-25-2032-6671", "us-25-2032-6672", "us-25-2032-6673", "us-25-2032-6674", "us-25-2032-6675", "us-25-2032-6676", "us-25-2032-6677", "us-25-2032-6678", "us-25-2032-6679", "us-25-2032-6680", "us-25-2032-6681", "us-25-2032-6682", "us-25-2032-6683", "us-25-2032-6684", "us-25-2032-6685", "us-25-2032-6686", "us-25-2032-6687", "us-25-2032-6688", "us-25-2032-6689", "us-25-2032-6690", "us-25-2032-6691", "us-25-2032-6692", "us-25-2032-6693", "us-25-2032-6694", "us-25-2032-6695", "us-25-2032-6696", "us-25-2032-6697", "us-25-2032-6698", "us-25-2032-6699", "us-25-2032-6700", "us-25-2032-6701", "us-25-2032-6702", "us-25-2032-6703" ], "employment": { "value": 111420, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 66270, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 20, 33 ], "band": "low", "headlineShare": 0.15095042165964434, "headlineShareRange": [ 0.11975166301413949, 0.1857582912024441 ], "scoredTaskCount": 33 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "26 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2051", "market": "us", "socCode": "25-2051", "title": "Special Education Teachers, Preschool", "slug": "special-education-teachers-preschool", "description": "Teach academic, social, and life skills to preschool-aged students with learning, emotional, or physical disabilities. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2052", "market": "us", "socCode": "25-2052", "title": "Special Education Teachers, Kindergarten and Elementary School", "slug": "special-education-teachers-kindergarten-and-elementary-school", "description": "BLS publishes one OEWS employment and wage estimate covering this combination of detailed occupations rather than one for each, so it is reported here as a single occupation covering two detailed occupations: Special Education Teachers, Kindergarten and Special Education Teachers, Elementary School. 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Every exposure figure on this page is computed from the 34 that are, so treat it as a partial reading of the job rather than a complete one.", "34 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2057", "market": "us", "socCode": "25-2057", "title": "Special Education Teachers, Middle School", "slug": "special-education-teachers-middle-school", "description": "Teach academic, social, and life skills to middle school students with learning, emotional, or physical disabilities. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2058", "market": "us", "socCode": "25-2058", "title": "Special Education Teachers, Secondary School", "slug": "special-education-teachers-secondary-school", "description": "Teach academic, social, and life skills to secondary school students with learning, emotional, or physical disabilities. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-2059", "market": "us", "socCode": "25-2059", "title": "Special Education Teachers, All Other", "slug": "special-education-teachers-all-other", "description": "All special education teachers not listed separately.", "taskIds": [ "us-25-2059-17000", "us-25-2059-17001", "us-25-2059-17002", "us-25-2059-17003", "us-25-2059-17004", "us-25-2059-17005", "us-25-2059-17006", "us-25-2059-17007", "us-25-2059-17008", "us-25-2059-17009", "us-25-2059-17010", "us-25-2059-17011", "us-25-2059-17012", "us-25-2059-17013", "us-25-2059-17014", "us-25-2059-17015", "us-25-2059-17016", "us-25-2059-17017", "us-25-2059-17018", "us-25-2059-21186" ], "employment": { "value": 33930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76580, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2316" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 23, 35 ], "band": "low", "headlineShare": 0.182990709946457, "headlineShareRange": [ 0.13859722271831804, 0.26471878629540474 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:15:27.973Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-3011", "market": "us", "socCode": "25-3011", "title": "Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors", "slug": "adult-basic-education-adult-secondary-education-and-english-as-a-second-language", "description": "Teach or instruct out-of-school youths and adults in basic education, literacy, or English as a Second Language classes, or in classes for earning a high school equivalency credential.", "taskIds": [ "us-25-3011-6824", "us-25-3011-6825", "us-25-3011-6826", "us-25-3011-6827", "us-25-3011-6828", "us-25-3011-6829", "us-25-3011-6830", "us-25-3011-6831", "us-25-3011-6832", "us-25-3011-6833", "us-25-3011-6834", "us-25-3011-6835", "us-25-3011-6836", "us-25-3011-6837", "us-25-3011-6838", "us-25-3011-6839", "us-25-3011-6840", "us-25-3011-6841", "us-25-3011-6842", "us-25-3011-6843", "us-25-3011-6844", "us-25-3011-6845", "us-25-3011-6846", "us-25-3011-6847", "us-25-3011-6848", "us-25-3011-6849", "us-25-3011-6850", "us-25-3011-6851", "us-25-3011-6852", "us-25-3011-6853", "us-25-3011-6854", "us-25-3011-6855", "us-25-3011-6856", "us-25-3011-6858", "us-25-3011-6859", "us-25-3011-6860", "us-25-3011-6861" ], "employment": { "value": 37310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61540, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2317" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 33, "occScoreRange": [ 27, 40 ], "band": "low", "headlineShare": 0.2372509497695544, "headlineShareRange": [ 0.20906589650477198, 0.26211002133416295 ], "scoredTaskCount": 37 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-3021", "market": "us", "socCode": "25-3021", "title": "Self-Enrichment Teachers", "slug": "self-enrichment-teachers", "description": "Teach or instruct individuals or groups for the primary purpose of self-enrichment or recreation, rather than for an occupational objective, educational attainment, competition, or fitness.", "taskIds": [ "us-25-3021-8664", "us-25-3021-8665", "us-25-3021-8666", "us-25-3021-8667", "us-25-3021-8668", "us-25-3021-8669", "us-25-3021-8670", "us-25-3021-8671", "us-25-3021-8672", "us-25-3021-8673", "us-25-3021-8674", "us-25-3021-8675", "us-25-3021-8676", "us-25-3021-8677", "us-25-3021-8678", "us-25-3021-8679", "us-25-3021-8680", "us-25-3021-8681", "us-25-3021-8682", "us-25-3021-8683", "us-25-3021-8684", "us-25-3021-8685", "us-25-3021-8686", "us-25-3021-8687", "us-25-3021-8688", "us-25-3021-8689", "us-25-3021-8690", "us-25-3021-8691", "us-25-3021-8692", "us-25-3021-8693" ], "employment": { "value": 332110, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46800, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2317", "uk-soc-8215", "uk-soc-3433", "uk-soc-3432" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 26, 39 ], "band": "low", "headlineShare": 0.19727699825257342, "headlineShareRange": [ 0.19727699825257342, 0.22944341820465497 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-3031", "market": "us", "socCode": "25-3031", "title": "Substitute Teachers, Short-Term", "slug": "substitute-teachers-short-term", "description": "Teach students on a short-term basis as a temporary replacement for a regular classroom teacher, typically using the regular teacher's lesson plan.", "taskIds": [ "us-25-3031-22389", "us-25-3031-22390", "us-25-3031-22391", "us-25-3031-22392", "us-25-3031-22393", "us-25-3031-22394", "us-25-3031-22395", "us-25-3031-22396", "us-25-3031-22397", "us-25-3031-22398", "us-25-3031-22399", "us-25-3031-22400", "us-25-3031-22401", "us-25-3031-22402", "us-25-3031-22403", "us-25-3031-22404", "us-25-3031-22405", "us-25-3031-22406" ], "employment": { "value": 524770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2317" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 9, 18 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:42:09.184Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-3041", "market": "us", "socCode": "25-3041", "title": "Tutors", "slug": "tutors", "description": "Instruct individual students or small groups of students in academic subjects to support formal class instruction or to prepare students for standardized or admissions tests.", "taskIds": [ "us-25-3041-17019", "us-25-3041-17020", "us-25-3041-17021", "us-25-3041-17022", "us-25-3041-17023", "us-25-3041-17024", "us-25-3041-17025", "us-25-3041-17026", "us-25-3041-17027", "us-25-3041-17028", "us-25-3041-17029", "us-25-3041-17030", "us-25-3041-17031", "us-25-3041-17032", "us-25-3041-17033", "us-25-3041-17034", "us-25-3041-17035", "us-25-3041-17036", "us-25-3041-17037" ], "employment": { "value": 175070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43350, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2317" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 50, "occScoreRange": [ 44, 56 ], "band": "partial", "headlineShare": 0.2954469889723664, "headlineShareRange": [ 0.24630050399152692, 0.5440568366411201 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-3099", "market": "us", "socCode": "25-3099", "title": "Teachers and Instructors, All Other", "slug": "teachers-and-instructors-all-other", "description": "All teachers and instructors not listed separately.", "taskIds": [], "employment": { "value": 113790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 66140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2317" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-4011", "market": "us", "socCode": "25-4011", "title": "Archivists", "slug": "archivists", "description": "Appraise, edit, and direct safekeeping of permanent records and historically valuable documents. Participate in research activities based on archival materials.", "taskIds": [ "us-25-4011-7630", "us-25-4011-7631", "us-25-4011-7632", "us-25-4011-7633", "us-25-4011-7634", "us-25-4011-7635", "us-25-4011-7636", "us-25-4011-7637", "us-25-4011-7638", "us-25-4011-7639", "us-25-4011-7640", "us-25-4011-7641", "us-25-4011-7642" ], "employment": { "value": 7970, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2472" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 36, 48 ], "band": "partial", "headlineShare": 0.08540797346559934, "headlineShareRange": [ 0.08540797346559934, 0.3842372715197458 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-4012", "market": "us", "socCode": "25-4012", "title": "Curators", "slug": "curators", "description": "Administer collections, such as artwork, collectibles, historic items, or scientific specimens of museums or other institutions. May conduct instructional, research, or public service activities of institution.", "taskIds": [ "us-25-4012-1644", "us-25-4012-1645", "us-25-4012-1646", "us-25-4012-1647", "us-25-4012-1648", "us-25-4012-1649", "us-25-4012-1651", "us-25-4012-1652", "us-25-4012-1653", "us-25-4012-1654", "us-25-4012-1655", "us-25-4012-1656", "us-25-4012-1657", "us-25-4012-18641", "us-25-4012-18642" ], "employment": { "value": 12150, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 63420, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2472" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 24, 36 ], "band": "low", "headlineShare": 0.1540784272603246, "headlineShareRange": [ 0.1540784272603246, 0.26255249340921455 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-4013", "market": "us", "socCode": "25-4013", "title": "Museum Technicians and Conservators", "slug": "museum-technicians-and-conservators", "description": "Restore, maintain, or prepare objects in museum collections for storage, research, or exhibit. May work with specimens such as fossils, skeletal parts, or botanicals; or artifacts, textiles, or art. May identify and record objects or install and arrange them in exhibits. Includes book or document conservators.", "taskIds": [ "us-25-4013-3806", "us-25-4013-3807", "us-25-4013-3808", "us-25-4013-3809", "us-25-4013-3810", "us-25-4013-3811", "us-25-4013-3813", "us-25-4013-3814", "us-25-4013-3815", "us-25-4013-3817", "us-25-4013-3818", "us-25-4013-3819", "us-25-4013-3820", "us-25-4013-3822", "us-25-4013-3823", "us-25-4013-3824", "us-25-4013-3825", "us-25-4013-3826", "us-25-4013-3827", "us-25-4013-18643", "us-25-4013-18644", "us-25-4013-18645", "us-25-4013-18646", "us-25-4013-21065" ], "employment": { "value": 12310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51440, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2472", "uk-soc-4135" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 14, 23 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.11774622685302369 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-4022", "market": "us", "socCode": "25-4022", "title": "Librarians and Media Collections Specialists", "slug": "librarians-and-media-collections-specialists", "description": "Administer and maintain libraries or collections of information, for public or private access through reference or borrowing. Work in a variety of settings, such as educational institutions, museums, and corporations, and with various types of informational materials, such as books, periodicals, recordings, films, and databases. Tasks may include acquiring, cataloging, and circulating library materials, and user services such as locating and organizing information, providing instruction on how to access information, and setting up and operating a library's media equipment.", "taskIds": [ "us-25-4022-22407", "us-25-4022-22408", "us-25-4022-22409", "us-25-4022-22410", "us-25-4022-22411", "us-25-4022-22412", "us-25-4022-22413", "us-25-4022-22414", "us-25-4022-22415", "us-25-4022-22416", "us-25-4022-22417", "us-25-4022-22418", "us-25-4022-22419", "us-25-4022-22420", "us-25-4022-22421", "us-25-4022-22422", "us-25-4022-22423", "us-25-4022-22424", "us-25-4022-22425", "us-25-4022-22426", "us-25-4022-22427", "us-25-4022-22428", "us-25-4022-22429", "us-25-4022-22430", "us-25-4022-22431", "us-25-4022-22432", "us-25-4022-22433", "us-25-4022-22434", "us-25-4022-22435", "us-25-4022-22436" ], "employment": { "value": 133790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 68270, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2471" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 35, 45 ], "band": "partial", "headlineShare": 0.30696402545523765, "headlineShareRange": [ 0.2073581384549309, 0.3879044229491688 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:29:44.436Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-4031", "market": "us", "socCode": "25-4031", "title": "Library Technicians", "slug": "library-technicians", "description": "Assist librarians by helping readers in the use of library catalogs, databases, and indexes to locate books and other materials; and by answering questions that require only brief consultation of standard reference. Compile records; sort and shelve books or other media; remove or repair damaged books or other media; register patrons; and check materials in and out of the circulation process. Replace materials in shelving area (stacks) or files. Includes bookmobile drivers who assist with providing services in mobile libraries.", "taskIds": [ "us-25-4031-1688", "us-25-4031-1689", "us-25-4031-1690", "us-25-4031-1693", "us-25-4031-1695", "us-25-4031-1696", "us-25-4031-1697", "us-25-4031-1698", "us-25-4031-1699", "us-25-4031-1700", "us-25-4031-1701", "us-25-4031-1702", "us-25-4031-1703", "us-25-4031-1704", "us-25-4031-1705", "us-25-4031-1706", "us-25-4031-1707", "us-25-4031-1710", "us-25-4031-1714", "us-25-4031-1717", "us-25-4031-1718", "us-25-4031-18510", "us-25-4031-18511", "us-25-4031-18512", "us-25-4031-18513", "us-25-4031-18514", "us-25-4031-18515", "us-25-4031-18516", "us-25-4031-18517", "us-25-4031-18518", "us-25-4031-20989" ], "employment": { "value": 68690, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44580, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4135" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 37, 46 ], "band": "partial", "headlineShare": 0.31183934688472903, "headlineShareRange": [ 0.31183934688472903, 0.3563227666456414 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-9021", "market": "us", "socCode": "25-9021", "title": "Farm and Home Management Educators", "slug": "farm-and-home-management-educators", "description": "Instruct and advise individuals and families engaged in agriculture, agricultural-related processes, or home management activities. Demonstrate procedures and apply research findings to advance agricultural and home management activities. May develop educational outreach programs. May instruct on either agricultural issues such as agricultural processes and techniques, pest management, and food safety, or on home management issues such as budgeting, nutrition, and child development.", "taskIds": [ "us-25-9021-10974", "us-25-9021-10975", "us-25-9021-10976", "us-25-9021-10977", "us-25-9021-10978", "us-25-9021-10979", "us-25-9021-10980", "us-25-9021-10981", "us-25-9021-10982", "us-25-9021-10983", "us-25-9021-10984", "us-25-9021-10985", "us-25-9021-10986", "us-25-9021-10987", "us-25-9021-10988" ], "employment": { "value": 8220, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 33, "occScoreRange": [ 28, 39 ], "band": "low", "headlineShare": 0.253742506601455, "headlineShareRange": [ 0.22021352737286898, 0.32089051305662725 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-9031", "market": "us", "socCode": "25-9031", "title": "Instructional Coordinators", "slug": "instructional-coordinators", "description": "Develop instructional material, coordinate educational content, and incorporate current technology into instruction in order to provide guidelines to educators and instructors for developing curricula and conducting courses. May train and coach teachers. Includes educational consultants and specialists, and instructional material directors.", "taskIds": [ "us-25-9031-6863", "us-25-9031-6864", "us-25-9031-6865", "us-25-9031-6866", "us-25-9031-6867", "us-25-9031-6870", "us-25-9031-6871", "us-25-9031-6873", "us-25-9031-6875", "us-25-9031-6876", "us-25-9031-6877", "us-25-9031-6878", "us-25-9031-6881", "us-25-9031-22437", "us-25-9031-22438", "us-25-9031-22439", "us-25-9031-22440", "us-25-9031-22441", "us-25-9031-22442", "us-25-9031-22443", "us-25-9031-22444", "us-25-9031-22445", "us-25-9031-22446", "us-25-9031-22447", "us-25-9031-22448", "us-25-9031-22449", "us-25-9031-22450", "us-25-9031-22451", "us-25-9031-22452", "us-25-9031-22453" ], "employment": { "value": 227760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 77440, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2323" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 42, 54 ], "band": "partial", "headlineShare": 0.42892174620064627, "headlineShareRange": [ 0.287047060641842, 0.5331085692545194 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:05:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-9044", "market": "us", "socCode": "25-9044", "title": "Teaching Assistants, Postsecondary", "slug": "teaching-assistants-postsecondary", "description": "Assist faculty or other instructional staff in postsecondary institutions by performing instructional support activities, such as developing teaching materials, leading discussion groups, preparing and giving examinations, and grading examinations or papers.", "taskIds": [ "us-25-9044-10955", "us-25-9044-10956", "us-25-9044-10957", "us-25-9044-10958", "us-25-9044-10959", "us-25-9044-10960", "us-25-9044-10961", "us-25-9044-10962", "us-25-9044-10963", "us-25-9044-10964", "us-25-9044-10965", "us-25-9044-10966", "us-25-9044-10967", "us-25-9044-10968", "us-25-9044-10971", "us-25-9044-10972", "us-25-9044-10973", "us-25-9044-20878", "us-25-9044-20879", "us-25-9044-20880" ], "employment": { "value": 164090, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 36, "occScoreRange": [ 30, 42 ], "band": "low", "headlineShare": 0.3179373383185315, "headlineShareRange": [ 0.25237753777510374, 0.36196669598984443 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:08:26.129Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-9045", "market": "us", "socCode": "25-9045", "title": "Teaching Assistants, Except Postsecondary", "slug": "teaching-assistants-except-postsecondary", "description": "BLS publishes one OEWS employment and wage estimate covering this combination of detailed occupations rather than one for each, so it is reported here as a single occupation covering three detailed occupations: Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education, Teaching Assistants, Special Education and Teaching Assistants, All Other. O*NET publishes task statements for Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education and Teaching Assistants, Special Education; it publishes none for Teaching Assistants, All Other, which is a statistical residual. The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest.", "taskIds": [ "us-25-9045-22463", "us-25-9045-22465", "us-25-9045-22471", "us-25-9045-22456", "us-25-9045-22483", "us-25-9045-22461", "us-25-9045-22466", "us-25-9045-22479", "us-25-9045-22469", "us-25-9045-22511", "us-25-9045-22507", "us-25-9045-22491", "us-25-9045-22492", "us-25-9045-22494", "us-25-9045-22502", "us-25-9045-22490", "us-25-9045-22500", "us-25-9045-22513", "us-25-9045-22510", "us-25-9045-22486", "us-25-9045-22496" ], "employment": { "value": 1420350, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36780, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3231", "uk-soc-6112", "uk-soc-6113", "uk-soc-9233", "uk-soc-9232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 5, 16 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "37 of this occupation's 58 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 21 that are, so treat it as a partial reading of the job rather than a complete one.", "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-25-9099", "market": "us", "socCode": "25-9099", "title": "Educational Instruction and Library Workers, All Other", "slug": "educational-instruction-and-library-workers-all-other", "description": "All educational instruction and library workers not listed separately.", "taskIds": [], "employment": { "value": 118590, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50890, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2319", "uk-soc-2329" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1011", "market": "us", "socCode": "27-1011", "title": "Art Directors", "slug": "art-directors", "description": "Formulate design concepts and presentation approaches for visual productions and media, such as print, broadcasting, video, and film. Direct workers engaged in artwork or layout design.", "taskIds": [ "us-27-1011-284", "us-27-1011-285", "us-27-1011-286", "us-27-1011-287", "us-27-1011-288", "us-27-1011-289", "us-27-1011-290", "us-27-1011-291", "us-27-1011-292", "us-27-1011-293", "us-27-1011-294", "us-27-1011-295", "us-27-1011-296", "us-27-1011-297", "us-27-1011-298", "us-27-1011-20242" ], "employment": { "value": 53070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 114850, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3416", "uk-soc-2494" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 41, 54 ], "band": "partial", "headlineShare": 0.3238718559302191, "headlineShareRange": [ 0.3238718559302191, 0.47124006221831016 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1012", "market": "us", "socCode": "27-1012", "title": "Craft Artists", "slug": "craft-artists", "description": "Create or reproduce handmade objects for sale and exhibition using a variety of techniques, such as welding, weaving, pottery, and needlecraft.", "taskIds": [ "us-27-1012-9247", "us-27-1012-9248", "us-27-1012-9250", "us-27-1012-9251", "us-27-1012-9252", "us-27-1012-9253", "us-27-1012-9254", "us-27-1012-9255", "us-27-1012-9256", "us-27-1012-9257", "us-27-1012-9258", "us-27-1012-9259", "us-27-1012-9260", "us-27-1012-9261", "us-27-1012-20881", "us-27-1012-24006" ], "employment": { "value": 4580, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3411", "uk-soc-5441" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 25, 35 ], "band": "low", "headlineShare": 0.11759335985391817, "headlineShareRange": [ 0.11759335985391817, 0.27070675929614335 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1013", "market": "us", "socCode": "27-1013", "title": "Fine Artists, Including Painters, Sculptors, and Illustrators", "slug": "fine-artists-including-painters-sculptors-and-illustrators", "description": "Create original artwork using any of a wide variety of media and techniques.", "taskIds": [ "us-27-1013-10989", "us-27-1013-10990", "us-27-1013-10991", "us-27-1013-10992", "us-27-1013-10993", "us-27-1013-10994", "us-27-1013-10995", "us-27-1013-10996", "us-27-1013-10997", "us-27-1013-10998", "us-27-1013-10999", "us-27-1013-11000", "us-27-1013-11002", "us-27-1013-11003", "us-27-1013-11004", "us-27-1013-11005", "us-27-1013-11008", "us-27-1013-11009", "us-27-1013-11010", "us-27-1013-11011", "us-27-1013-11012", "us-27-1013-11013", "us-27-1013-20990", "us-27-1013-20991", "us-27-1013-20992", "us-27-1013-20993", "us-27-1013-20994", "us-27-1013-20995" ], "employment": { "value": 11220, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 55490, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3411", "uk-soc-3120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 30, "occScoreRange": [ 25, 36 ], "band": "low", "headlineShare": 0.16761275059773684, "headlineShareRange": [ 0.0760560717032032, 0.19799397500920948 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1014", "market": "us", "socCode": "27-1014", "title": "Special Effects Artists and Animators", "slug": "special-effects-artists-and-animators", "description": "Create special effects or animations using film, video, computers, or other electronic tools and media for use in products, such as computer games, movies, music videos, and commercials.", "taskIds": [ "us-27-1014-6882", "us-27-1014-6883", "us-27-1014-6884", "us-27-1014-6885", "us-27-1014-6886", "us-27-1014-6887", "us-27-1014-6888", "us-27-1014-6889", "us-27-1014-6890", "us-27-1014-6891", "us-27-1014-6893", "us-27-1014-6894", "us-27-1014-6895" ], "employment": { "value": 19970, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 102030, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2142", "uk-soc-2141" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 67, "occScoreRange": [ 61, 73 ], "band": "high", "headlineShare": 0.7792120859396436, "headlineShareRange": [ 0.5422246273513901, 0.8376736501572823 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:30:10.708Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1019", "market": "us", "socCode": "27-1019", "title": "Artists and Related Workers, All Other", "slug": "artists-and-related-workers-all-other", "description": "All artists and related workers not listed separately.", "taskIds": [], "employment": { "value": 6930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 71240, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3416", "uk-soc-3411", "uk-soc-3417" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1021", "market": "us", "socCode": "27-1021", "title": "Commercial and Industrial Designers", "slug": "commercial-and-industrial-designers", "description": "Design and develop manufactured products, such as cars, home appliances, and children's toys. Combine artistic talent with research on product use, marketing, and materials to create the most functional and appealing product design.", "taskIds": [ "us-27-1021-6896", "us-27-1021-6897", "us-27-1021-6898", "us-27-1021-6899", "us-27-1021-6900", "us-27-1021-6901", "us-27-1021-6902", "us-27-1021-6903", "us-27-1021-6904", "us-27-1021-6905", "us-27-1021-6906", "us-27-1021-6907", "us-27-1021-6908", "us-27-1021-6909", "us-27-1021-6910", "us-27-1021-6911", "us-27-1021-6912" ], "employment": { "value": 33490, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 83910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3422", "uk-soc-3429" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 32, 45 ], "band": "low", "headlineShare": 0.16178226813913227, "headlineShareRange": [ 0.11356864451081577, 0.3047424364301288 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:15:27.973Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1022", "market": "us", "socCode": "27-1022", "title": "Fashion Designers", "slug": "fashion-designers", "description": "Design clothing and accessories. Create original designs or adapt fashion trends.", "taskIds": [ "us-27-1022-13013", "us-27-1022-13014", "us-27-1022-13015", "us-27-1022-13016", "us-27-1022-13017", "us-27-1022-13018", "us-27-1022-13019", "us-27-1022-13020", "us-27-1022-13021", "us-27-1022-13022", "us-27-1022-13023", "us-27-1022-13024", "us-27-1022-13025", "us-27-1022-13026", "us-27-1022-13027", "us-27-1022-13028", "us-27-1022-13029", "us-27-1022-13030", "us-27-1022-13031", "us-27-1022-13032" ], "employment": { "value": 21450, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 80960, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3422", "uk-soc-3429" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 23, 34 ], "band": "low", "headlineShare": 0.21016147971301125, "headlineShareRange": [ 0.21016147971301125, 0.26236909943242837 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:27:23.895Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1023", "market": "us", "socCode": "27-1023", "title": "Floral Designers", "slug": "floral-designers", "description": "Design, cut, and arrange live, dried, or artificial flowers and foliage.", "taskIds": [ "us-27-1023-1719", "us-27-1023-1720", "us-27-1023-1721", "us-27-1023-1722", "us-27-1023-1723", "us-27-1023-1724", "us-27-1023-1725", "us-27-1023-1726", "us-27-1023-1727", "us-27-1023-1728", "us-27-1023-1729", "us-27-1023-1730", "us-27-1023-1731", "us-27-1023-1732", "us-27-1023-20751" ], "employment": { "value": 40590, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37360, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5443" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 15, 24 ], "band": "minimal", "headlineShare": 0.06174553613851296, "headlineShareRange": [ 0.06174553613851296, 0.12988059148460435 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1024", "market": "us", "socCode": "27-1024", "title": "Graphic Designers", "slug": "graphic-designers", "description": "Design or create graphics to meet specific commercial or promotional needs, such as packaging, displays, or logos. May use a variety of mediums to achieve artistic or decorative effects.", "taskIds": [ "us-27-1024-299", "us-27-1024-300", "us-27-1024-301", "us-27-1024-302", "us-27-1024-303", "us-27-1024-304", "us-27-1024-305", "us-27-1024-306", "us-27-1024-307", "us-27-1024-308", "us-27-1024-309", "us-27-1024-310", "us-27-1024-312", "us-27-1024-313", "us-27-1024-15228", "us-27-1024-15229", "us-27-1024-23970", "us-27-1024-23971", "us-27-1024-23972" ], "employment": { "value": 197830, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62960, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2142", "uk-soc-2141" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 68, "occScoreRange": [ 62, 74 ], "band": "high", "headlineShare": 0.7218566541934706, "headlineShareRange": [ 0.7218566541934706, 0.8349856413208646 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:35:14.479Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1025", "market": "us", "socCode": "27-1025", "title": "Interior Designers", "slug": "interior-designers", "description": "Plan, design, and furnish the internal space of rooms or buildings. Design interior environments or create physical layouts that are practical, aesthetic, and conducive to the intended purposes. May specialize in a particular field, style, or phase of interior design.", "taskIds": [ "us-27-1025-1734", "us-27-1025-1735", "us-27-1025-1736", "us-27-1025-1737", "us-27-1025-1738", "us-27-1025-1739", "us-27-1025-1740", "us-27-1025-1741", "us-27-1025-18519", "us-27-1025-18520", "us-27-1025-18521", "us-27-1025-20996", "us-27-1025-20997", "us-27-1025-20998", "us-27-1025-20999", "us-27-1025-23995" ], "employment": { "value": 71500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 67190, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3421", "uk-soc-7125" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 39, 51 ], "band": "partial", "headlineShare": 0.2058762931653441, "headlineShareRange": [ 0.14734436751181562, 0.331212656631433 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1026", "market": "us", "socCode": "27-1026", "title": "Merchandise Displayers and Window Trimmers", "slug": "merchandise-displayers-and-window-trimmers", "description": "Plan and erect commercial displays, such as those in windows and interiors of retail stores and at trade exhibitions.", "taskIds": [ "us-27-1026-9262", "us-27-1026-9263", "us-27-1026-9264", "us-27-1026-9265", "us-27-1026-9266", "us-27-1026-9267", "us-27-1026-9268", "us-27-1026-9269", "us-27-1026-9270", "us-27-1026-9271", "us-27-1026-9272", "us-27-1026-9273", "us-27-1026-9275", "us-27-1026-9276", "us-27-1026-9277", "us-27-1026-9279", "us-27-1026-9280", "us-27-1026-9281", "us-27-1026-9282", "us-27-1026-20752", "us-27-1026-20753", "us-27-1026-20754", "us-27-1026-20755", "us-27-1026-20756" ], "employment": { "value": 165220, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7125", "uk-soc-3421" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 13, 22 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.07955120495394018 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:08:26.129Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1027", "market": "us", "socCode": "27-1027", "title": "Set and Exhibit Designers", "slug": "set-and-exhibit-designers", "description": "Design special exhibits and sets for film, video, television, and theater productions. May study scripts, confer with directors, and conduct research to determine appropriate architectural styles.", "taskIds": [ "us-27-1027-9284", "us-27-1027-9285", "us-27-1027-9286", "us-27-1027-9287", "us-27-1027-9288", "us-27-1027-9289", "us-27-1027-9290", "us-27-1027-9291", "us-27-1027-9292", "us-27-1027-9293", "us-27-1027-9294", "us-27-1027-9295", "us-27-1027-9296", "us-27-1027-9297", "us-27-1027-9298", "us-27-1027-9299", "us-27-1027-9300", "us-27-1027-9301", "us-27-1027-9302", "us-27-1027-9303", "us-27-1027-9304", "us-27-1027-9305", "us-27-1027-9306", "us-27-1027-9307", "us-27-1027-9308", "us-27-1027-9309", "us-27-1027-9310" ], "employment": { "value": 10630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 75240, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7125", "uk-soc-3421" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 33, "occScoreRange": [ 27, 39 ], "band": "low", "headlineShare": 0.14584491318161433, "headlineShareRange": [ 0.14584491318161433, 0.1652920573218242 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-1029", "market": "us", "socCode": "27-1029", "title": "Designers, All Other", "slug": "designers-all-other", "description": "All designers not listed separately.", "taskIds": [], "employment": { "value": 9480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64950, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3422", "uk-soc-3429" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2011", "market": "us", "socCode": "27-2011", "title": "Actors", "slug": "actors", "description": "Play parts in stage, television, radio, video, or film productions, or other settings for entertainment, information, or instruction. Interpret serious or comic role by speech, gesture, and body movement to entertain or inform audience. May dance and sing.", "taskIds": [ "us-27-2011-7643", "us-27-2011-7644", "us-27-2011-7645", "us-27-2011-7646", "us-27-2011-7647", "us-27-2011-7648", "us-27-2011-7649", "us-27-2011-7650", "us-27-2011-7651", "us-27-2011-7652", "us-27-2011-7653", "us-27-2011-7654", "us-27-2011-7655", "us-27-2011-7656", "us-27-2011-7657", "us-27-2011-7659", "us-27-2011-7660", "us-27-2011-7661" ], "employment": { "value": 55000, "year": 2025, "source": "bls-oews" }, "medianPay": null, "crosswalk": { "ids": [ "uk-soc-3413" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 7, 15 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.10583722667044972 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": null }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "No median wage is published for this occupation in the OEWS release used here.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2012", "market": "us", "socCode": "27-2012", "title": "Producers and Directors", "slug": "producers-and-directors", "description": "Produce or direct stage, television, radio, video, or film productions for entertainment, information, or instruction. Responsible for creative decisions, such as interpretation of script, choice of actors or guests, set design, sound, special effects, and choreography.", "taskIds": [ "us-27-2012-3894", "us-27-2012-3895", "us-27-2012-3896", "us-27-2012-3897", "us-27-2012-3898", "us-27-2012-3899", "us-27-2012-3900", "us-27-2012-3901", "us-27-2012-3902", "us-27-2012-3903", "us-27-2012-3904", "us-27-2012-3905", "us-27-2012-3906", "us-27-2012-3907", "us-27-2012-3908", "us-27-2012-7662", "us-27-2012-7663", "us-27-2012-7664", "us-27-2012-7665", "us-27-2012-7666", "us-27-2012-7667", "us-27-2012-7668", "us-27-2012-7669", "us-27-2012-7670", "us-27-2012-7671", "us-27-2012-7672", "us-27-2012-7673", "us-27-2012-7674", "us-27-2012-7675", "us-27-2012-7676", "us-27-2012-7677", "us-27-2012-7678", "us-27-2012-7679", "us-27-2012-7680", "us-27-2012-7681", "us-27-2012-7682", "us-27-2012-7683", "us-27-2012-7684", "us-27-2012-11015", "us-27-2012-11016", "us-27-2012-11017", "us-27-2012-11018", "us-27-2012-11019", "us-27-2012-11020", "us-27-2012-11021", "us-27-2012-11022", "us-27-2012-11023", "us-27-2012-11024", "us-27-2012-11025", "us-27-2012-11026", "us-27-2012-11027", "us-27-2012-21139", "us-27-2012-21140", "us-27-2012-22514", "us-27-2012-22515", "us-27-2012-22516", "us-27-2012-22517", "us-27-2012-22518", "us-27-2012-22519", "us-27-2012-22520", "us-27-2012-22521", "us-27-2012-22522", "us-27-2012-22523", "us-27-2012-22524", "us-27-2012-22525", "us-27-2012-22526", "us-27-2012-22527", "us-27-2012-22528", "us-27-2012-22529", "us-27-2012-22530", "us-27-2012-22531", "us-27-2012-22532", "us-27-2012-22533", "us-27-2012-22534", "us-27-2012-22535", "us-27-2012-22536", "us-27-2012-22537", "us-27-2012-22538", "us-27-2012-22539", "us-27-2012-22540", "us-27-2012-22541", "us-27-2012-22542", "us-27-2012-22543" ], "employment": { "value": 143120, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 90360, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3416" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 35, 47 ], "band": "partial", "headlineShare": 0.32152032199467295, "headlineShareRange": [ 0.255404726312626, 0.3744938578410764 ], "scoredTaskCount": 83 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:39:00.636Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2021", "market": "us", "socCode": "27-2021", "title": "Athletes and Sports Competitors", "slug": "athletes-and-sports-competitors", "description": "Compete in athletic events.", "taskIds": [ "us-27-2021-13033", "us-27-2021-13034", "us-27-2021-13035", "us-27-2021-13036", "us-27-2021-13037", "us-27-2021-13038", "us-27-2021-13040", "us-27-2021-13041", "us-27-2021-20882" ], "employment": { "value": 15070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 66710, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3431" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 9 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:35:34.990Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2022", "market": "us", "socCode": "27-2022", "title": "Coaches and Scouts", "slug": "coaches-and-scouts", "description": "Instruct or coach groups or individuals in the fundamentals of sports for the primary purpose of competition. Demonstrate techniques and methods of participation. May evaluate athletes' strengths and weaknesses as possible recruits or to improve the athletes' technique to prepare them for competition. Those required to hold teaching certifications should be reported in the appropriate teaching category.", "taskIds": [ "us-27-2022-1742", "us-27-2022-1745", "us-27-2022-1746", "us-27-2022-1747", "us-27-2022-1748", "us-27-2022-1750", "us-27-2022-1751", "us-27-2022-1752", "us-27-2022-1753", "us-27-2022-1754", "us-27-2022-1755", "us-27-2022-1756", "us-27-2022-1757", "us-27-2022-1758", "us-27-2022-1760", "us-27-2022-1761", "us-27-2022-20109", "us-27-2022-20110", "us-27-2022-20111", "us-27-2022-20112", "us-27-2022-20113", "us-27-2022-20114", "us-27-2022-20115", "us-27-2022-20116", "us-27-2022-20117", "us-27-2022-20118", "us-27-2022-20119" ], "employment": { "value": 248950, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47320, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3432" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 19, 30 ], "band": "low", "headlineShare": 0.05871846444421213, "headlineShareRange": [ 0.05871846444421213, 0.1819561663056496 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:50:13.468Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2023", "market": "us", "socCode": "27-2023", "title": "Umpires, Referees, and Other Sports Officials", "slug": "umpires-referees-and-other-sports-officials", "description": "Officiate at competitive athletic or sporting events. Detect infractions of rules and decide penalties according to established regulations. Includes all sporting officials, referees, and competition judges.", "taskIds": [ "us-27-2023-3909", "us-27-2023-3910", "us-27-2023-3911", "us-27-2023-3912", "us-27-2023-3913", "us-27-2023-3914", "us-27-2023-3915", "us-27-2023-3916", "us-27-2023-3917", "us-27-2023-3918", "us-27-2023-3919", "us-27-2023-3920", "us-27-2023-3921", "us-27-2023-3922", "us-27-2023-3923", "us-27-2023-23912" ], "employment": { "value": 15780, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40710, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3432" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 16, 24 ], "band": "minimal", "headlineShare": 0.18839216476650428, "headlineShareRange": [ 0.144512799847894, 0.18839216476650428 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:38:06.513Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2031", "market": "us", "socCode": "27-2031", "title": "Dancers", "slug": "dancers", "description": "Perform dances. May perform on stage, for broadcasting, or for video recording.", "taskIds": [ "us-27-2031-7685", "us-27-2031-7686", "us-27-2031-7687", "us-27-2031-7688", "us-27-2031-7689", "us-27-2031-7690", "us-27-2031-7691", "us-27-2031-7692", "us-27-2031-7693", "us-27-2031-7694", "us-27-2031-7695", "us-27-2031-7696", "us-27-2031-7697", "us-27-2031-21141" ], "employment": { "value": 8130, "year": 2025, "source": "bls-oews" }, "medianPay": null, "crosswalk": { "ids": [ "uk-soc-3414", "uk-soc-2319" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0.06795508194977816, "headlineShareRange": [ 0.06795508194977816, 0.06795508194977816 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": null }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "No median wage is published for this occupation in the OEWS release used here.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2032", "market": "us", "socCode": "27-2032", "title": "Choreographers", "slug": "choreographers", "description": "Create new dance routines. Rehearse performance of routines. May direct and stage presentations.", "taskIds": [ "us-27-2032-11028", "us-27-2032-11029", "us-27-2032-11030", "us-27-2032-11031", "us-27-2032-11032", "us-27-2032-11033", "us-27-2032-11034", "us-27-2032-11035", "us-27-2032-11036", "us-27-2032-11037", "us-27-2032-11038", "us-27-2032-11039", "us-27-2032-11040", "us-27-2032-11041", "us-27-2032-11042", "us-27-2032-11043", "us-27-2032-11044", "us-27-2032-11045" ], "employment": { "value": 2860, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 55310, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3414", "uk-soc-2319" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 14, 26 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2041", "market": "us", "socCode": "27-2041", "title": "Music Directors and Composers", "slug": "music-directors-and-composers", "description": "Conduct, direct, plan, and lead instrumental or vocal performances by musical artists or groups, such as orchestras, bands, choirs, and glee clubs; or create original works of music.", "taskIds": [ "us-27-2041-22544", "us-27-2041-22545", "us-27-2041-22546", "us-27-2041-22547", "us-27-2041-22548", "us-27-2041-22549", "us-27-2041-22550", "us-27-2041-22551", "us-27-2041-22552", "us-27-2041-22553", "us-27-2041-22554", "us-27-2041-22555", "us-27-2041-22556", "us-27-2041-22557", "us-27-2041-22558", "us-27-2041-22559", "us-27-2041-22560", "us-27-2041-22561", "us-27-2041-22562", "us-27-2041-22563", "us-27-2041-22564", "us-27-2041-22565", "us-27-2041-22566", "us-27-2041-22567", "us-27-2041-22568", "us-27-2041-22569", "us-27-2041-22570", "us-27-2041-22571", "us-27-2041-22572", "us-27-2041-22573" ], "employment": { "value": 12540, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 73710, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3415" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 52 ], "band": "partial", "headlineShare": 0.3204727309124457, "headlineShareRange": [ 0.2764247327443746, 0.5188272984506128 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2042", "market": "us", "socCode": "27-2042", "title": "Musicians and Singers", "slug": "musicians-and-singers", "description": "Play one or more musical instruments or sing. May perform on stage, for broadcasting, or for sound or video recording.", "taskIds": [ "us-27-2042-22574", "us-27-2042-22575", "us-27-2042-22576", "us-27-2042-22577", "us-27-2042-22578", "us-27-2042-22579", "us-27-2042-22580", "us-27-2042-22581", "us-27-2042-22582", "us-27-2042-22583", "us-27-2042-22584", "us-27-2042-22585", "us-27-2042-22586", "us-27-2042-22587", "us-27-2042-22588", "us-27-2042-22589", "us-27-2042-22590", "us-27-2042-22591", "us-27-2042-22592", "us-27-2042-22593", "us-27-2042-22594", "us-27-2042-22595", "us-27-2042-22596", "us-27-2042-22597", "us-27-2042-22598", "us-27-2042-22599", "us-27-2042-22600", "us-27-2042-22602", "us-27-2042-22603" ], "employment": { "value": 36180, "year": 2025, "source": "bls-oews" }, "medianPay": null, "crosswalk": { "ids": [ "uk-soc-3415" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0.05362735691507369, "headlineShareRange": [ 0.05362735691507369, 0.08617961319335914 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": null }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "No median wage is published for this occupation in the OEWS release used here.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2091", "market": "us", "socCode": "27-2091", "title": "Disc Jockeys, Except Radio", "slug": "disc-jockeys-except-radio", "description": "Play prerecorded music for live audiences at venues or events such as clubs, parties, or wedding receptions. May use techniques such as mixing, cutting, or sampling to manipulate recordings. May also perform as emcee (master of ceremonies).", "taskIds": [ "us-27-2091-22604", "us-27-2091-22605", "us-27-2091-22606", "us-27-2091-22607", "us-27-2091-22608", "us-27-2091-22609", "us-27-2091-22610", "us-27-2091-22611", "us-27-2091-22612", "us-27-2091-22613", "us-27-2091-22614", "us-27-2091-22615", "us-27-2091-22616", "us-27-2091-22617", "us-27-2091-22618", "us-27-2091-22619", "us-27-2091-22620", "us-27-2091-22621", "us-27-2091-22622" ], "employment": { "value": 7920, "year": 2025, "source": "bls-oews" }, "medianPay": null, "crosswalk": { "ids": [ "uk-soc-3413" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 32, 41 ], "band": "low", "headlineShare": 0.3684210526315789, "headlineShareRange": [ 0.3684210526315789, 0.3684210526315789 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": null }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "No median wage is published for this occupation in the OEWS release used here.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-2099", "market": "us", "socCode": "27-2099", "title": "Entertainers and Performers, Sports and Related Workers, All Other", "slug": "entertainers-and-performers-sports-and-related-workers-all-other", "description": "All entertainers and performers, sports and related workers not listed separately.", "taskIds": [], "employment": { "value": 16550, "year": 2025, "source": "bls-oews" }, "medianPay": null, "crosswalk": { "ids": [ "uk-soc-3413" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": null }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "No median wage is published for this occupation in the OEWS release used here.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-3011", "market": "us", "socCode": "27-3011", "title": "Broadcast Announcers and Radio Disc Jockeys", "slug": "broadcast-announcers-and-radio-disc-jockeys", "description": "Speak or read from scripted materials, such as news reports or commercial messages, on radio, television, or other communications media. May play and queue music, announce artist or title of performance, identify station, or interview guests.", "taskIds": [ "us-27-3011-3924", "us-27-3011-3925", "us-27-3011-3927", "us-27-3011-3928", "us-27-3011-3929", "us-27-3011-3930", "us-27-3011-3931", "us-27-3011-3932", "us-27-3011-3933", "us-27-3011-3934", "us-27-3011-3935", "us-27-3011-3936", "us-27-3011-3937", "us-27-3011-3938", "us-27-3011-3939", "us-27-3011-3940", "us-27-3011-3941", "us-27-3011-3942", "us-27-3011-3943", "us-27-3011-3944", "us-27-3011-20887", "us-27-3011-20888", "us-27-3011-20889", "us-27-3011-20890" ], "employment": { "value": 21240, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3413" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 37, 48 ], "band": "partial", "headlineShare": 0.34058529600144, "headlineShareRange": [ 0.18313521006638797, 0.5686088056549501 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:27:23.895Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-3023", "market": "us", "socCode": "27-3023", "title": "News Analysts, Reporters, and Journalists", "slug": "news-analysts-reporters-and-journalists", "description": "Narrate or write news stories, reviews, or commentary for print, broadcast, or other communications media such as newspapers, magazines, radio, or television. May collect and analyze information through interview, investigation, or observation.", "taskIds": [ "us-27-3023-22623", "us-27-3023-22624", "us-27-3023-22625", "us-27-3023-22626", "us-27-3023-22627", "us-27-3023-22628", "us-27-3023-22629", "us-27-3023-22630", "us-27-3023-22631", "us-27-3023-22632", "us-27-3023-22633", "us-27-3023-22634", "us-27-3023-22635", "us-27-3023-22636", "us-27-3023-22637", "us-27-3023-22638", "us-27-3023-22639", "us-27-3023-22640", "us-27-3023-22641", "us-27-3023-22642", "us-27-3023-22643", "us-27-3023-22644", "us-27-3023-22645", "us-27-3023-22646", "us-27-3023-22647", "us-27-3023-22648", "us-27-3023-22649", "us-27-3023-22650", "us-27-3023-22651", "us-27-3023-22652" ], "employment": { "value": 39250, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62200, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2492", "uk-soc-2491" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 51, "occScoreRange": [ 46, 57 ], "band": "partial", "headlineShare": 0.521976940497892, "headlineShareRange": [ 0.48057184042868073, 0.5975168661059604 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-3031", "market": "us", "socCode": "27-3031", "title": "Public Relations Specialists", "slug": "public-relations-specialists", "description": "Promote or create an intended public image for individuals, groups, or organizations. May write or select material for release to various communications media. May specialize in using social media.", "taskIds": [ "us-27-3031-1764", "us-27-3031-1765", "us-27-3031-1767", "us-27-3031-1768", "us-27-3031-1769", "us-27-3031-1770", "us-27-3031-1771", "us-27-3031-1772", "us-27-3031-1773", "us-27-3031-1774", "us-27-3031-1775", "us-27-3031-19809", "us-27-3031-19810", "us-27-3031-19811", "us-27-3031-20554", "us-27-3031-20555", "us-27-3031-20557", "us-27-3031-23951" ], "employment": { "value": 283380, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 74750, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2493" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 43, 55 ], "band": "partial", "headlineShare": 0.37756533373514695, "headlineShareRange": [ 0.24648527610082424, 0.48651660590374196 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:05:04.766Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-3041", "market": "us", "socCode": "27-3041", "title": "Editors", "slug": "editors", "description": "Plan, coordinate, revise, or edit written material. May review proposals and drafts for possible publication.", "taskIds": [ "us-27-3041-1776", "us-27-3041-1777", "us-27-3041-1778", "us-27-3041-1779", "us-27-3041-1780", "us-27-3041-1781", "us-27-3041-1782", "us-27-3041-1783", "us-27-3041-1784", "us-27-3041-1785", "us-27-3041-1786", "us-27-3041-1787", "us-27-3041-1788", "us-27-3041-1789", "us-27-3041-1790", "us-27-3041-1791", "us-27-3041-1792", "us-27-3041-1793", "us-27-3041-1794", "us-27-3041-1795", "us-27-3041-21000" ], "employment": { "value": 91690, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 77920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2491", "uk-soc-2492", "uk-soc-3412", "uk-soc-1255" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 58, "occScoreRange": [ 52, 65 ], "band": "partial", "headlineShare": 0.5874482115469842, "headlineShareRange": [ 0.5592595056006557, 0.6227054490601572 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-3042", "market": "us", "socCode": "27-3042", "title": "Technical Writers", "slug": "technical-writers", "description": "Write technical materials, such as equipment manuals, appendices, or operating and maintenance instructions. May assist in layout work.", "taskIds": [ "us-27-3042-3966", "us-27-3042-3967", "us-27-3042-3968", "us-27-3042-3969", "us-27-3042-3970", "us-27-3042-3971", "us-27-3042-3972", "us-27-3042-3973", "us-27-3042-3974", "us-27-3042-3975", "us-27-3042-3976", "us-27-3042-3977", "us-27-3042-3978", "us-27-3042-3979", "us-27-3042-20243" ], "employment": { "value": 45500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 90390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3412" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 69, "occScoreRange": [ 64, 74 ], "band": "high", "headlineShare": 0.6932540370667527, "headlineShareRange": [ 0.6932540370667527, 0.7570075801742684 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-3043", "market": "us", "socCode": "27-3043", "title": "Writers and Authors", "slug": "writers-and-authors", "description": "Originate and prepare written material, such as scripts, stories, advertisements, and other material.", "taskIds": [ "us-27-3043-11046", "us-27-3043-11047", "us-27-3043-11048", "us-27-3043-11049", "us-27-3043-11050", "us-27-3043-11051", "us-27-3043-11052", "us-27-3043-11053", "us-27-3043-11054", "us-27-3043-11055", "us-27-3043-11056", "us-27-3043-11057", "us-27-3043-11058", "us-27-3043-11059", "us-27-3043-11060", "us-27-3043-11061", "us-27-3043-22653", "us-27-3043-22654", "us-27-3043-22655", "us-27-3043-22656", "us-27-3043-22657", "us-27-3043-22658", "us-27-3043-22659", "us-27-3043-22660", "us-27-3043-22661", "us-27-3043-22662", "us-27-3043-22663", "us-27-3043-22664", "us-27-3043-22665", "us-27-3043-22666", "us-27-3043-22667", "us-27-3043-22668", "us-27-3043-22669", "us-27-3043-22670", "us-27-3043-22671", "us-27-3043-22672" ], "employment": { "value": 47940, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3554", "uk-soc-3412", "uk-soc-2494", "uk-soc-2432" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 48, 58 ], "band": "partial", "headlineShare": 0.5076970297495427, "headlineShareRange": [ 0.3983101602228125, 0.5076970297495427 ], "scoredTaskCount": 36 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-3091", "market": "us", "socCode": "27-3091", "title": "Interpreters and Translators", "slug": "interpreters-and-translators", "description": "Interpret oral or sign language, or translate written text from one language into another.", "taskIds": [ "us-27-3091-9326", "us-27-3091-9327", "us-27-3091-9328", "us-27-3091-9329", "us-27-3091-9330", "us-27-3091-9331", "us-27-3091-9332", "us-27-3091-9333", "us-27-3091-9334", "us-27-3091-9335", "us-27-3091-9336", "us-27-3091-9337", "us-27-3091-9338", "us-27-3091-9339", "us-27-3091-9340", "us-27-3091-9341", "us-27-3091-9342" ], "employment": { "value": 52060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60170, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3412" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 62, "occScoreRange": [ 56, 67 ], "band": "high", "headlineShare": 0.48804444317340884, "headlineShareRange": [ 0.4336978953131676, 0.6068709109208883 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-3092", "market": "us", "socCode": "27-3092", "title": "Court Reporters and Simultaneous Captioners", "slug": "court-reporters-and-simultaneous-captioners", "description": "Use verbatim methods and equipment to capture, store, retrieve, and transcribe pretrial and trial proceedings or other information. Includes stenocaptioners who operate computerized stenographic captioning equipment to provide captions of live or prerecorded broadcasts for hearing-impaired viewers.", "taskIds": [ "us-27-3092-8653", "us-27-3092-8654", "us-27-3092-8655", "us-27-3092-8656", "us-27-3092-8657", "us-27-3092-8658", "us-27-3092-8659", "us-27-3092-8660", "us-27-3092-8661", "us-27-3092-8662", "us-27-3092-8663", "us-27-3092-21183", "us-27-3092-21184", "us-27-3092-21185" ], "employment": { "value": 12870, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 72420, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4214", "uk-soc-4215" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 42, 53 ], "band": "partial", "headlineShare": 0.3764999859718735, "headlineShareRange": [ 0.30494595717657685, 0.3764999859718735 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-3099", "market": "us", "socCode": "27-3099", "title": "Media and Communication Workers, All Other", "slug": "media-and-communication-workers-all-other", "description": "All media and communication workers not listed separately.", "taskIds": [], "employment": { "value": 19590, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 73620, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3413", "uk-soc-3416", "uk-soc-3411" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-4011", "market": "us", "socCode": "27-4011", "title": "Audio and Video Technicians", "slug": "audio-and-video-technicians", "description": "Set up, maintain, and dismantle audio and video equipment, such as microphones, sound speakers, connecting wires and cables, sound and mixing boards, video cameras, video monitors and servers, and related electronic equipment for live or recorded events, such as concerts, meetings, conventions, presentations, podcasts, news conferences, and sporting events.", "taskIds": [ "us-27-4011-3980", "us-27-4011-3981", "us-27-4011-3982", "us-27-4011-3984", "us-27-4011-3985", "us-27-4011-3987", "us-27-4011-3988", "us-27-4011-3989", "us-27-4011-3990", "us-27-4011-3991", "us-27-4011-3992", "us-27-4011-3993", "us-27-4011-3994", "us-27-4011-3995", "us-27-4011-3996", "us-27-4011-3997", "us-27-4011-3998", "us-27-4011-3999", "us-27-4011-4000", "us-27-4011-4001", "us-27-4011-4002", "us-27-4011-4003", "us-27-4011-4004", "us-27-4011-4005", "us-27-4011-4006", "us-27-4011-18649", "us-27-4011-18650", "us-27-4011-18651", "us-27-4011-18652" ], "employment": { "value": 70230, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3417" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 36, 47 ], "band": "partial", "headlineShare": 0.3146709990204489, "headlineShareRange": [ 0.2855697254169641, 0.42152818384498586 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-4012", "market": "us", "socCode": "27-4012", "title": "Broadcast Technicians", "slug": "broadcast-technicians", "description": "Set up, operate, and maintain the electronic equipment used to acquire, edit, and transmit audio and video for radio or television programs. Control and adjust incoming and outgoing broadcast signals to regulate sound volume, signal strength, and signal clarity. Operate satellite, microwave, or other transmitter equipment to broadcast radio or television programs.", "taskIds": [ "us-27-4012-4007", "us-27-4012-4008", "us-27-4012-4009", "us-27-4012-4010", "us-27-4012-4011", "us-27-4012-4012", "us-27-4012-4013", "us-27-4012-4014", "us-27-4012-4015", "us-27-4012-4016", "us-27-4012-4017", "us-27-4012-4018", "us-27-4012-4020", "us-27-4012-4021", "us-27-4012-4022", "us-27-4012-4023", "us-27-4012-4024", "us-27-4012-4025", "us-27-4012-4026", "us-27-4012-4027", "us-27-4012-4028", "us-27-4012-18653", "us-27-4012-18654", "us-27-4012-18655", "us-27-4012-18656", "us-27-4012-18657", "us-27-4012-18658" ], "employment": { "value": 21110, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59570, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3417", "uk-soc-2124" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 33, 44 ], "band": "low", "headlineShare": 0.23905438612713598, "headlineShareRange": [ 0.1834126543940968, 0.40757944125708967 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:27:23.895Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-4014", "market": "us", "socCode": "27-4014", "title": "Sound Engineering Technicians", "slug": "sound-engineering-technicians", "description": "Assemble and operate equipment to record, synchronize, mix, edit, or reproduce sound, including music, voices, or sound effects, for theater, video, film, television, podcasts, sporting events, and other productions.", "taskIds": [ "us-27-4014-7720", "us-27-4014-7722", "us-27-4014-7723", "us-27-4014-7724", "us-27-4014-7725", "us-27-4014-7726", "us-27-4014-7727", "us-27-4014-7728", "us-27-4014-7729", "us-27-4014-7730", "us-27-4014-7731", "us-27-4014-18660", "us-27-4014-18661", "us-27-4014-18662" ], "employment": { "value": 13080, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 73130, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3417" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 34, "occScoreRange": [ 29, 39 ], "band": "low", "headlineShare": 0.12672025769711961, "headlineShareRange": [ 0.12672025769711961, 0.3783632206387783 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-4015", "market": "us", "socCode": "27-4015", "title": "Lighting Technicians", "slug": "lighting-technicians", "description": "Set up, maintain, and dismantle light fixtures, lighting control devices, and the associated lighting electrical and rigging equipment used for photography, television, film, video, and live productions. May focus or operate light fixtures, or attach color filters or other lighting accessories.", "taskIds": [ "us-27-4015-22673", "us-27-4015-22674", "us-27-4015-22675", "us-27-4015-22676", "us-27-4015-22677", "us-27-4015-22678", "us-27-4015-22679", "us-27-4015-22680", "us-27-4015-22681", "us-27-4015-22682", "us-27-4015-22683", "us-27-4015-22684", "us-27-4015-22685", "us-27-4015-22686", "us-27-4015-22687", "us-27-4015-22688" ], "employment": { "value": 8900, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 68060, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3417" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 5, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-4021", "market": "us", "socCode": "27-4021", "title": "Photographers", "slug": "photographers", "description": "Photograph people, landscapes, merchandise, or other subjects. May use lighting equipment to enhance a subject's appearance. May use editing software to produce finished images and prints. Includes commercial and industrial photographers, scientific photographers, and photojournalists.", "taskIds": [ "us-27-4021-9343", "us-27-4021-9344", "us-27-4021-9345", "us-27-4021-9346", "us-27-4021-9347", "us-27-4021-9349", "us-27-4021-9350", "us-27-4021-9351", "us-27-4021-9352", "us-27-4021-9353", "us-27-4021-9354", "us-27-4021-9355", "us-27-4021-9356", "us-27-4021-9357", "us-27-4021-9358", "us-27-4021-9360", "us-27-4021-9361", "us-27-4021-9362", "us-27-4021-9363", "us-27-4021-9364", "us-27-4021-9365", "us-27-4021-9366", "us-27-4021-9367", "us-27-4021-9368", "us-27-4021-20558", "us-27-4021-20559", "us-27-4021-20560", "us-27-4021-20561" ], "employment": { "value": 51760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44660, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2254", "uk-soc-9219" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 34, "occScoreRange": [ 30, 40 ], "band": "low", "headlineShare": 0.28495564823116537, "headlineShareRange": [ 0.28495564823116537, 0.33012369020799237 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-4031", "market": "us", "socCode": "27-4031", "title": "Camera Operators, Television, Video, and Film", "slug": "camera-operators-television-video-and-film", "description": "Operate television, video, or film camera to record images or scenes for television, video, or film productions.", "taskIds": [ "us-27-4031-4030", "us-27-4031-4031", "us-27-4031-4032", "us-27-4031-4033", "us-27-4031-4035", "us-27-4031-4037", "us-27-4031-4038", "us-27-4031-4039", "us-27-4031-4042", "us-27-4031-4043", "us-27-4031-4044", "us-27-4031-4046", "us-27-4031-18663", "us-27-4031-18664", "us-27-4031-18665", "us-27-4031-18666", "us-27-4031-18667", "us-27-4031-18668", "us-27-4031-18669", "us-27-4031-18670", "us-27-4031-18671" ], "employment": { "value": 21550, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 74990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3417" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 15, 23 ], "band": "minimal", "headlineShare": 0.15122835730783635, "headlineShareRange": [ 0.15122835730783635, 0.2313009538711281 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:27:23.895Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-4032", "market": "us", "socCode": "27-4032", "title": "Film and Video Editors", "slug": "film-and-video-editors", "description": "Edit moving images on film, video, or other media. May work with a producer or director to organize images for final production. May edit or synchronize soundtracks with images.", "taskIds": [ "us-27-4032-4050", "us-27-4032-4051", "us-27-4032-4052", "us-27-4032-4053", "us-27-4032-4054", "us-27-4032-4055", "us-27-4032-4056", "us-27-4032-4057", "us-27-4032-4058", "us-27-4032-4059", "us-27-4032-4060", "us-27-4032-4061", "us-27-4032-4062", "us-27-4032-4063", "us-27-4032-4064", "us-27-4032-4065", "us-27-4032-4066", "us-27-4032-4067", "us-27-4032-4068", "us-27-4032-4069", "us-27-4032-4070", "us-27-4032-4071" ], "employment": { "value": 25610, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 75420, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3416" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 52, "occScoreRange": [ 45, 58 ], "band": "partial", "headlineShare": 0.30045356606799745, "headlineShareRange": [ 0.30045356606799745, 0.5383790881036344 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-27-4099", "market": "us", "socCode": "27-4099", "title": "Media and Communication Equipment Workers, All Other", "slug": "media-and-communication-equipment-workers-all-other", "description": "All media and communication equipment workers not listed separately.", "taskIds": [], "employment": { "value": 12450, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 70720, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3417" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1011", "market": "us", "socCode": "29-1011", "title": "Chiropractors", "slug": "chiropractors", "description": "Assess, treat, and care for patients by manipulation of spine and musculoskeletal system. May provide spinal adjustment or address sacral or pelvic misalignment.", "taskIds": [ "us-29-1011-6913", "us-29-1011-6914", "us-29-1011-6915", "us-29-1011-6916", "us-29-1011-6917", "us-29-1011-6918", "us-29-1011-6919", "us-29-1011-6920", "us-29-1011-6922", "us-29-1011-6923", "us-29-1011-20403" ], "employment": { "value": 39630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 79200, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2222", "uk-soc-2256", "uk-soc-2229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 24, 35 ], "band": "low", "headlineShare": 0.09662645825679987, "headlineShareRange": [ 0.09662645825679987, 0.09662645825679987 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1021", "market": "us", "socCode": "29-1021", "title": "Dentists, General", "slug": "dentists-general", "description": "Examine, diagnose, and treat diseases, injuries, and malformations of teeth and gums. May treat diseases of nerve, pulp, and other dental tissues affecting oral hygiene and retention of teeth. May fit dental appliances or provide preventive care.", "taskIds": [ "us-29-1021-6925", "us-29-1021-6926", "us-29-1021-6927", "us-29-1021-6929", "us-29-1021-6930", "us-29-1021-6931", "us-29-1021-6932", "us-29-1021-6933", "us-29-1021-6934", "us-29-1021-6935", "us-29-1021-6936", "us-29-1021-6937", "us-29-1021-6938", "us-29-1021-6939", "us-29-1021-6941", "us-29-1021-6942", "us-29-1021-6943", "us-29-1021-20562", "us-29-1021-20563", "us-29-1021-20564" ], "employment": { "value": 124390, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 170950, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2253" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 23 ], "band": "minimal", "headlineShare": 0.0823229040454198, "headlineShareRange": [ 0.0823229040454198, 0.0823229040454198 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:57:03.435Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1022", "market": "us", "socCode": "29-1022", "title": "Oral and Maxillofacial Surgeons", "slug": "oral-and-maxillofacial-surgeons", "description": "Perform surgery and related procedures on the hard and soft tissues of the oral and maxillofacial regions to treat diseases, injuries, or defects. May diagnose problems of the oral and maxillofacial regions. May perform surgery to improve function or appearance.", "taskIds": [ "us-29-1022-9370", "us-29-1022-9371", "us-29-1022-9372", "us-29-1022-9373", "us-29-1022-9374", "us-29-1022-9375", "us-29-1022-9376", "us-29-1022-9377", "us-29-1022-9378", "us-29-1022-9379", "us-29-1022-9380", "us-29-1022-9382", "us-29-1022-20244", "us-29-1022-20245" ], "employment": { "value": 4910, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 352220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2253" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 3, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:51:00.242Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1023", "market": "us", "socCode": "29-1023", "title": "Orthodontists", "slug": "orthodontists", "description": "Examine, diagnose, and treat dental malocclusions and oral cavity anomalies. Design and fabricate appliances to realign teeth and jaws to produce and maintain normal function and to improve appearance.", "taskIds": [ "us-29-1023-7732", "us-29-1023-7733", "us-29-1023-7734", "us-29-1023-7735", "us-29-1023-7736", "us-29-1023-7737", "us-29-1023-7738", "us-29-1023-7739", "us-29-1023-7740", "us-29-1023-7741", "us-29-1023-23973" ], "employment": { "value": 6210, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 289140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2253" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 20, 31 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0.17925578039758056 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1024", "market": "us", "socCode": "29-1024", "title": "Prosthodontists", "slug": "prosthodontists", "description": "Diagnose, treat, rehabilitate, design, and fit prostheses that maintain oral function, health, and appearance for patients with clinical conditions associated with teeth, oral and maxillofacial tissues, or the jaw.", "taskIds": [ "us-29-1024-7743", "us-29-1024-7744", "us-29-1024-7745", "us-29-1024-7746", "us-29-1024-7747", "us-29-1024-7748", "us-29-1024-7749", "us-29-1024-7750", "us-29-1024-7751", "us-29-1024-7752", "us-29-1024-20246", "us-29-1024-23996" ], "employment": { "value": 870, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 311180, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2253", "uk-soc-3213" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 3, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1029", "market": "us", "socCode": "29-1029", "title": "Dentists, All Other Specialists", "slug": "dentists-all-other-specialists", "description": "All dentists not listed separately.", "taskIds": [], "employment": { "value": 5230, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 224990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2253" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1031", "market": "us", "socCode": "29-1031", "title": "Dietitians and Nutritionists", "slug": "dietitians-and-nutritionists", "description": "Plan and conduct food service or nutritional programs to assist in the promotion of health and control of disease. May supervise activities of a department providing quantity food services, counsel individuals, or conduct nutritional research.", "taskIds": [ "us-29-1031-314", "us-29-1031-315", "us-29-1031-316", "us-29-1031-317", "us-29-1031-318", "us-29-1031-319", "us-29-1031-320", "us-29-1031-321", "us-29-1031-322", "us-29-1031-323", "us-29-1031-324", "us-29-1031-325", "us-29-1031-326", "us-29-1031-327", "us-29-1031-328", "us-29-1031-329", "us-29-1031-330", "us-29-1031-331", "us-29-1031-332", "us-29-1031-333", "us-29-1031-334", "us-29-1031-335", "us-29-1031-336", "us-29-1031-23913", "us-29-1031-23914", "us-29-1031-23915", "us-29-1031-23916", "us-29-1031-23917" ], "employment": { "value": 77570, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76400, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2259" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 35, 47 ], "band": "partial", "headlineShare": 0.22615521938907832, "headlineShareRange": [ 0.1655143368056387, 0.41892203495643876 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1041", "market": "us", "socCode": "29-1041", "title": "Optometrists", "slug": "optometrists", "description": "Diagnose, manage, and treat conditions and diseases of the human eye and visual system. Examine eyes and visual system, diagnose problems or impairments, prescribe corrective lenses, and provide treatment. May prescribe therapeutic drugs to treat specific eye conditions.", "taskIds": [ "us-29-1041-337", "us-29-1041-338", "us-29-1041-339", "us-29-1041-340", "us-29-1041-341", "us-29-1041-342", "us-29-1041-343", "us-29-1041-344", "us-29-1041-345", "us-29-1041-346" ], "employment": { "value": 42790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 136570, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2252", "uk-soc-3211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 14, 23 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 10 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1051", "market": "us", "socCode": "29-1051", "title": "Pharmacists", "slug": "pharmacists", "description": "Dispense drugs prescribed by physicians and other health practitioners and provide information to patients about medications and their use. May advise physicians and other health practitioners on the selection, dosage, interactions, and side effects of medications.", "taskIds": [ "us-29-1051-1808", "us-29-1051-1809", "us-29-1051-1810", "us-29-1051-1811", "us-29-1051-1812", "us-29-1051-1813", "us-29-1051-1814", "us-29-1051-1815", "us-29-1051-1816", "us-29-1051-1818", "us-29-1051-1819", "us-29-1051-1820", "us-29-1051-1822", "us-29-1051-1823", "us-29-1051-1824", "us-29-1051-1825", "us-29-1051-1826", "us-29-1051-20404", "us-29-1051-20405", "us-29-1051-20406" ], "employment": { "value": 321970, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 140910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2251" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 29, 42 ], "band": "low", "headlineShare": 0.13703859156756493, "headlineShareRange": [ 0.13703859156756493, 0.31122952525859776 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1071", "market": "us", "socCode": "29-1071", "title": "Physician Assistants", "slug": "physician-assistants", "description": "Provide healthcare services typically performed by a physician, under the supervision of a physician. Conduct complete physicals, provide treatment, and counsel patients. May, in some cases, prescribe medication. Must graduate from an accredited educational program for physician assistants.", "taskIds": [ "us-29-1071-4073", "us-29-1071-4074", "us-29-1071-4075", "us-29-1071-4076", "us-29-1071-4077", "us-29-1071-4078", "us-29-1071-4079", "us-29-1071-4080", "us-29-1071-4081", "us-29-1071-4082", "us-29-1071-4083", "us-29-1071-4084", "us-29-1071-17296", "us-29-1071-17297", "us-29-1071-17298", "us-29-1071-17299", "us-29-1071-17300", "us-29-1071-17301", "us-29-1071-17302", "us-29-1071-17303", "us-29-1071-17304", "us-29-1071-17305", "us-29-1071-17306", "us-29-1071-17307", "us-29-1071-17308", "us-29-1071-17309", "us-29-1071-17310", "us-29-1071-17311" ], "employment": { "value": 162150, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 135880, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2255" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 12, 20 ], "band": "minimal", "headlineShare": 0.02289851279483643, "headlineShareRange": [ 0.02289851279483643, 0.02289851279483643 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:26:46.737Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1081", "market": "us", "socCode": "29-1081", "title": "Podiatrists", "slug": "podiatrists", "description": "Diagnose and treat diseases and deformities of the human foot.", "taskIds": [ "us-29-1081-7849", "us-29-1081-7850", "us-29-1081-7851", "us-29-1081-7852", "us-29-1081-7853", "us-29-1081-7854", "us-29-1081-7855", "us-29-1081-7856", "us-29-1081-7857", "us-29-1081-7858", "us-29-1081-20122" ], "employment": { "value": 9680, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 160300, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2256", "uk-soc-2222", "uk-soc-2229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 15, 24 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:05.789Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1122", "market": "us", "socCode": "29-1122", "title": "Occupational Therapists", "slug": "occupational-therapists", "description": "Assess, plan, and organize rehabilitative programs that help build or restore vocational, homemaking, and daily living skills, as well as general independence, to persons with disabilities or developmental delays. Use therapeutic techniques, adapt the individual's environment, teach skills, and modify specific tasks that present barriers to the individual.", "taskIds": [ "us-29-1122-347", "us-29-1122-348", "us-29-1122-349", "us-29-1122-350", "us-29-1122-351", "us-29-1122-352", "us-29-1122-353", "us-29-1122-354", "us-29-1122-355", "us-29-1122-356", "us-29-1122-357", "us-29-1122-358", "us-29-1122-359", "us-29-1122-360", "us-29-1122-361", "us-29-1122-362", "us-29-1122-15231", "us-29-1122-17336", "us-29-1122-17337", "us-29-1122-17338", "us-29-1122-17339", "us-29-1122-17340", "us-29-1122-17341", "us-29-1122-17342", "us-29-1122-17343", "us-29-1122-17344", "us-29-1122-17345", "us-29-1122-17346", "us-29-1122-17347", "us-29-1122-17348", "us-29-1122-17349", "us-29-1122-17350", "us-29-1122-17351", "us-29-1122-17352", "us-29-1122-17353", "us-29-1122-17354", "us-29-1122-17355", "us-29-1122-23918" ], "employment": { "value": 162450, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 100330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2222", "uk-soc-2256", "uk-soc-2229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 14, 27 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0.061585246422751205 ], "scoredTaskCount": 38 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:08:26.129Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1123", "market": "us", "socCode": "29-1123", "title": "Physical Therapists", "slug": "physical-therapists", "description": "Assess, plan, organize, and participate in rehabilitative programs that improve mobility, relieve pain, increase strength, and improve or correct disabling conditions resulting from disease or injury.", "taskIds": [ "us-29-1123-363", "us-29-1123-364", "us-29-1123-365", "us-29-1123-366", "us-29-1123-367", "us-29-1123-368", "us-29-1123-369", "us-29-1123-370", "us-29-1123-371", "us-29-1123-372", "us-29-1123-373", "us-29-1123-374", "us-29-1123-375", "us-29-1123-377", "us-29-1123-378", "us-29-1123-379", "us-29-1123-380", "us-29-1123-381", "us-29-1123-382", "us-29-1123-383", "us-29-1123-384", "us-29-1123-385", "us-29-1123-386", "us-29-1123-20407" ], "employment": { "value": 267330, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 102760, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2221" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 18, 28 ], "band": "low", "headlineShare": 0.043497114257844124, "headlineShareRange": [ 0.043497114257844124, 0.16826052889101722 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:49:18.849Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1124", "market": "us", "socCode": "29-1124", "title": "Radiation Therapists", "slug": "radiation-therapists", "description": "Provide radiation therapy to patients as prescribed by a radiation oncologist according to established practices and standards. Duties may include reviewing prescription and diagnosis; acting as liaison with physician and supportive care personnel; preparing equipment, such as immobilization, treatment, and protection devices; and maintaining records, reports, and files. May assist in dosimetry procedures and tumor localization.", "taskIds": [ "us-29-1124-4085", "us-29-1124-4086", "us-29-1124-4087", "us-29-1124-4088", "us-29-1124-4089", "us-29-1124-4090", "us-29-1124-4091", "us-29-1124-4092", "us-29-1124-4093", "us-29-1124-4094", "us-29-1124-4095", "us-29-1124-4096", "us-29-1124-4097", "us-29-1124-4098", "us-29-1124-4099", "us-29-1124-4100", "us-29-1124-4101", "us-29-1124-4102", "us-29-1124-4103", "us-29-1124-4104", "us-29-1124-4105", "us-29-1124-20408" ], "employment": { "value": 17070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 105310, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2254" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 13, 22 ], "band": "minimal", "headlineShare": 0.09942785193265594, "headlineShareRange": [ 0.09942785193265594, 0.09942785193265594 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:38:06.513Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1125", "market": "us", "socCode": "29-1125", "title": "Recreational Therapists", "slug": "recreational-therapists", "description": "Plan, direct, or coordinate medically-approved recreation programs for patients in hospitals, nursing homes, or other institutions. Activities include sports, trips, dramatics, social activities, and crafts. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1126", "market": "us", "socCode": "29-1126", "title": "Respiratory Therapists", "slug": "respiratory-therapists", "description": "Assess, treat, and care for patients with breathing disorders. Assume primary responsibility for all respiratory care modalities, including the supervision of respiratory therapy technicians. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1127", "market": "us", "socCode": "29-1127", "title": "Speech-Language Pathologists", "slug": "speech-language-pathologists", "description": "Assess and treat persons with speech, language, voice, and fluency disorders. May select alternative communication systems and teach their use. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1129", "market": "us", "socCode": "29-1129", "title": "Therapists, All Other", "slug": "therapists-all-other", "description": "All therapists not listed separately.", "taskIds": [ "us-29-1129-19139", "us-29-1129-19140", "us-29-1129-19141", "us-29-1129-19142", "us-29-1129-19143", "us-29-1129-19144", "us-29-1129-19145", "us-29-1129-19146", "us-29-1129-19147", "us-29-1129-19148", "us-29-1129-19149", "us-29-1129-19150", "us-29-1129-19151", "us-29-1129-19152", "us-29-1129-19153", "us-29-1129-19154", "us-29-1129-19155", "us-29-1129-19156", "us-29-1129-19157", "us-29-1129-19158", "us-29-1129-19159", "us-29-1129-19160", "us-29-1129-19161", "us-29-1129-19162", "us-29-1129-19163", "us-29-1129-19164", "us-29-1129-19165", "us-29-1129-19166", "us-29-1129-19167", "us-29-1129-19168", "us-29-1129-19169", "us-29-1129-19170", "us-29-1129-19171", "us-29-1129-19172", "us-29-1129-19173", "us-29-1129-19174", "us-29-1129-19175", "us-29-1129-19176", "us-29-1129-19177", "us-29-1129-19178", "us-29-1129-19179", "us-29-1129-19180", "us-29-1129-19181", "us-29-1129-19182", "us-29-1129-19183", "us-29-1129-19184", "us-29-1129-19185", "us-29-1129-19186", "us-29-1129-19187", "us-29-1129-19188", "us-29-1129-19189", "us-29-1129-19190", "us-29-1129-20165", "us-29-1129-20166", "us-29-1129-20167" ], "employment": { "value": 22640, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 77930, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2222", "uk-soc-2256", "uk-soc-2229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 21, 32 ], "band": "low", "headlineShare": 0.06541123087777219, "headlineShareRange": [ 0.06541123087777219, 0.10654103115471154 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:36.532Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1131", "market": "us", "socCode": "29-1131", "title": "Veterinarians", "slug": "veterinarians", "description": "Diagnose, treat, or research diseases and injuries of animals. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1151", "market": "us", "socCode": "29-1151", "title": "Nurse Anesthetists", "slug": "nurse-anesthetists", "description": "Administer anesthesia, monitor patient's vital signs, and oversee patient recovery from anesthesia. May assist anesthesiologists, surgeons, other physicians, or dentists. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1161", "market": "us", "socCode": "29-1161", "title": "Nurse Midwives", "slug": "nurse-midwives", "description": "Diagnose and coordinate all aspects of the birthing process, either independently or as part of a healthcare team. May provide well-woman gynecological care. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1212", "market": "us", "socCode": "29-1212", "title": "Cardiologists", "slug": "cardiologists", "description": "Diagnose, treat, manage, and prevent diseases or conditions of the cardiovascular system. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1213", "market": "us", "socCode": "29-1213", "title": "Dermatologists", "slug": "dermatologists", "description": "Diagnose and treat diseases relating to the skin, hair, and nails. May perform both medical and dermatological surgery functions.", "taskIds": [ "us-29-1213-17077", "us-29-1213-17078", "us-29-1213-17079", "us-29-1213-17081", "us-29-1213-17082", "us-29-1213-17083", "us-29-1213-17084", "us-29-1213-17085", "us-29-1213-17086", "us-29-1213-17087", "us-29-1213-17088", "us-29-1213-17089", "us-29-1213-17090", "us-29-1213-17091", "us-29-1213-17092", "us-29-1213-17093", "us-29-1213-17094", "us-29-1213-17095" ], "employment": { "value": 11370, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 328730, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212", "uk-soc-2211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 19, 29 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1214", "market": "us", "socCode": "29-1214", "title": "Emergency Medicine Physicians", "slug": "emergency-medicine-physicians", "description": "Make immediate medical decisions and act to prevent death or further disability. Provide immediate recognition, evaluation, care, stabilization, and disposition of patients. May direct emergency medical staff in an emergency department.", "taskIds": [ "us-29-1214-22715", "us-29-1214-22716", "us-29-1214-22717", "us-29-1214-22718", "us-29-1214-22719", "us-29-1214-22720", "us-29-1214-22721", "us-29-1214-22722", "us-29-1214-22723", "us-29-1214-22724", "us-29-1214-22725", "us-29-1214-22726", "us-29-1214-22727", "us-29-1214-22728", "us-29-1214-22729", "us-29-1214-22730", "us-29-1214-22731" ], "employment": { "value": 32880, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 335550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212", "uk-soc-2211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 15, 26 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1215", "market": "us", "socCode": "29-1215", "title": "Family Medicine Physicians", "slug": "family-medicine-physicians", "description": "Diagnose, treat, and provide preventive care to individuals and families across the lifespan. May refer patients to specialists when needed for further diagnosis or treatment.", "taskIds": [ "us-29-1215-7771", "us-29-1215-7772", "us-29-1215-7773", "us-29-1215-7774", "us-29-1215-7775", "us-29-1215-7776", "us-29-1215-7777", "us-29-1215-7778", "us-29-1215-7779", "us-29-1215-7782", "us-29-1215-20120", "us-29-1215-20121" ], "employment": { "value": 107510, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 244180, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 22, 36 ], "band": "low", "headlineShare": 0.04023556142970097, "headlineShareRange": [ 0.04023556142970097, 0.04023556142970097 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1216", "market": "us", "socCode": "29-1216", "title": "General Internal Medicine Physicians", "slug": "general-internal-medicine-physicians", "description": "Diagnose and provide nonsurgical treatment for a wide range of diseases and injuries of internal organ systems. Provide care mainly for adults and adolescents, and are based primarily in an outpatient care setting.", "taskIds": [ "us-29-1216-7785", "us-29-1216-7786", "us-29-1216-7787", "us-29-1216-7788", "us-29-1216-7789", "us-29-1216-7790", "us-29-1216-7791", "us-29-1216-7792", "us-29-1216-7793", "us-29-1216-7794", "us-29-1216-7795", "us-29-1216-7796", "us-29-1216-7797", "us-29-1216-7798", "us-29-1216-7799", "us-29-1216-7800", "us-29-1216-7801", "us-29-1216-7802", "us-29-1216-7803" ], "employment": { "value": 67150, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 256560, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2211", "uk-soc-2212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 17, 29 ], "band": "low", "headlineShare": 0.034292946843306193, "headlineShareRange": [ 0.034292946843306193, 0.034292946843306193 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1217", "market": "us", "socCode": "29-1217", "title": "Neurologists", "slug": "neurologists", "description": "Diagnose, manage, and treat disorders and diseases of the brain, spinal cord, and peripheral nerves, with a primarily nonsurgical focus.", "taskIds": [ "us-29-1217-17109", "us-29-1217-17110", "us-29-1217-17111", "us-29-1217-17112", "us-29-1217-17113", "us-29-1217-17114", "us-29-1217-17115", "us-29-1217-17116", "us-29-1217-17117", "us-29-1217-17118", "us-29-1217-17119", "us-29-1217-17120", "us-29-1217-17121", "us-29-1217-17122", "us-29-1217-17123", "us-29-1217-17124", "us-29-1217-17125", "us-29-1217-17126", "us-29-1217-17127", "us-29-1217-17128", "us-29-1217-17129", "us-29-1217-17130", "us-29-1217-17131", "us-29-1217-17132" ], "employment": { "value": 10590, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 248560, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212", "uk-soc-2211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 30, "occScoreRange": [ 24, 36 ], "band": "low", "headlineShare": 0.04443046546671137, "headlineShareRange": [ 0.04443046546671137, 0.04443046546671137 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1218", "market": "us", "socCode": "29-1218", "title": "Obstetricians and Gynecologists", "slug": "obstetricians-and-gynecologists", "description": "Provide medical care related to pregnancy or childbirth. Diagnose, treat, and help prevent diseases of women, particularly those affecting the reproductive system. May also provide general care to women. May perform both medical and gynecological surgery functions.", "taskIds": [ "us-29-1218-7804", "us-29-1218-7805", "us-29-1218-7806", "us-29-1218-7807", "us-29-1218-7808", "us-29-1218-7809", "us-29-1218-7810", "us-29-1218-7811", "us-29-1218-7812", "us-29-1218-7813", "us-29-1218-7814", "us-29-1218-7815", "us-29-1218-7816", "us-29-1218-7817", "us-29-1218-7818" ], "employment": { "value": 21260, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 292910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 22, "occScoreRange": [ 16, 28 ], "band": "low", "headlineShare": 0.03901990356912394, "headlineShareRange": [ 0.03901990356912394, 0.03901990356912394 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1221", "market": "us", "socCode": "29-1221", "title": "Pediatricians, General", "slug": "pediatricians-general", "description": "Diagnose, treat, and help prevent diseases and injuries in children. May refer patients to specialists for further diagnosis or treatment, as needed.", "taskIds": [ "us-29-1221-7819", "us-29-1221-7820", "us-29-1221-7821", "us-29-1221-7822", "us-29-1221-7823", "us-29-1221-7824", "us-29-1221-7825", "us-29-1221-7826", "us-29-1221-7827", "us-29-1221-7828", "us-29-1221-7829", "us-29-1221-7830", "us-29-1221-7831", "us-29-1221-7832", "us-29-1221-7833", "us-29-1221-20247", "us-29-1221-21187" ], "employment": { "value": 39390, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 210040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 22, "occScoreRange": [ 16, 28 ], "band": "low", "headlineShare": 0.014173782394367007, "headlineShareRange": [ 0.014173782394367007, 0.014173782394367007 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1222", "market": "us", "socCode": "29-1222", "title": "Physicians, Pathologists", "slug": "physicians-pathologists", "description": "Diagnose diseases and conduct lab tests using organs, body tissues, and fluids. Includes medical examiners.", "taskIds": [ "us-29-1222-17177", "us-29-1222-17178", "us-29-1222-17179", "us-29-1222-17180", "us-29-1222-17181", "us-29-1222-17182", "us-29-1222-17183", "us-29-1222-17184", "us-29-1222-17185", "us-29-1222-17186", "us-29-1222-17187", "us-29-1222-17188", "us-29-1222-17189", "us-29-1222-17190", "us-29-1222-17191", "us-29-1222-17192", "us-29-1222-17193", "us-29-1222-17194", "us-29-1222-17195" ], "employment": { "value": 11110, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 312400, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212", "uk-soc-2211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 26, 38 ], "band": "low", "headlineShare": 0.07340254557429424, "headlineShareRange": [ 0, 0.20092538147927133 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1223", "market": "us", "socCode": "29-1223", "title": "Psychiatrists", "slug": "psychiatrists", "description": "Diagnose, treat, and help prevent mental disorders.", "taskIds": [ "us-29-1223-1827", "us-29-1223-1828", "us-29-1223-1829", "us-29-1223-1830", "us-29-1223-1831", "us-29-1223-1832", "us-29-1223-1833", "us-29-1223-1834", "us-29-1223-1835", "us-29-1223-1837", "us-29-1223-1838", "us-29-1223-15230" ], "employment": { "value": 27980, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 281870, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 25, 36 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0.15670965458460503 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1224", "market": "us", "socCode": "29-1224", "title": "Radiologists", "slug": "radiologists", "description": "Diagnose and treat diseases and injuries using medical imaging techniques, such as x rays, magnetic resonance imaging (MRI), nuclear medicine, and ultrasounds. May perform minimally invasive medical procedures and tests.", "taskIds": [ "us-29-1224-17231", "us-29-1224-17234", "us-29-1224-17235", "us-29-1224-17236", "us-29-1224-17239", "us-29-1224-17241", "us-29-1224-17242", "us-29-1224-17243", "us-29-1224-17245", "us-29-1224-17246", "us-29-1224-17248", "us-29-1224-17249", "us-29-1224-17250", "us-29-1224-17251", "us-29-1224-17252", "us-29-1224-17253", "us-29-1224-17254", "us-29-1224-22732", "us-29-1224-22733", "us-29-1224-22734", "us-29-1224-22735", "us-29-1224-22736", "us-29-1224-22737", "us-29-1224-22738", "us-29-1224-22739", "us-29-1224-22740", "us-29-1224-22741", "us-29-1224-22742", "us-29-1224-22743", "us-29-1224-22744" ], "employment": { "value": 26770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 420860, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212", "uk-soc-2211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 36, "occScoreRange": [ 31, 43 ], "band": "low", "headlineShare": 0.15910910918156598, "headlineShareRange": [ 0.15910910918156598, 0.18455034326168515 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1229", "market": "us", "socCode": "29-1229", "title": "Physicians, All Other", "slug": "physicians-all-other", "description": "All physicians not listed separately.", "taskIds": [ "us-29-1229-17061", "us-29-1229-17062", "us-29-1229-17063", "us-29-1229-17064", "us-29-1229-17065", "us-29-1229-17066", "us-29-1229-17067", "us-29-1229-17068", "us-29-1229-17069", "us-29-1229-17070", "us-29-1229-17071", "us-29-1229-17072", "us-29-1229-17073", "us-29-1229-17074", "us-29-1229-17075", "us-29-1229-17076", "us-29-1229-17096", "us-29-1229-17097", "us-29-1229-17098", "us-29-1229-17099", "us-29-1229-17100", "us-29-1229-17101", "us-29-1229-17102", "us-29-1229-17103", "us-29-1229-17104", "us-29-1229-17105", "us-29-1229-17106", "us-29-1229-17107", "us-29-1229-17108", "us-29-1229-17196", "us-29-1229-17197", "us-29-1229-17198", "us-29-1229-17199", "us-29-1229-17200", "us-29-1229-17201", "us-29-1229-17202", "us-29-1229-17203", "us-29-1229-17204", "us-29-1229-17205", "us-29-1229-17206", "us-29-1229-17207", "us-29-1229-17208", "us-29-1229-17209", "us-29-1229-17210", "us-29-1229-17211", "us-29-1229-17212", "us-29-1229-17213", "us-29-1229-17214", "us-29-1229-17215", "us-29-1229-17216", "us-29-1229-17217", "us-29-1229-17218", "us-29-1229-17219", "us-29-1229-17220", "us-29-1229-17221", "us-29-1229-17222", "us-29-1229-17223", "us-29-1229-17224", "us-29-1229-17225", "us-29-1229-17255", "us-29-1229-17256", "us-29-1229-17257", "us-29-1229-17258", "us-29-1229-17259", "us-29-1229-17260", "us-29-1229-17261", "us-29-1229-17262", "us-29-1229-17263", "us-29-1229-17264", "us-29-1229-17265", "us-29-1229-17266", "us-29-1229-17267", "us-29-1229-17268", "us-29-1229-17269", "us-29-1229-17270", "us-29-1229-17271", "us-29-1229-17272", "us-29-1229-17273", "us-29-1229-17274", "us-29-1229-17275", "us-29-1229-17276", "us-29-1229-17277", "us-29-1229-17278", "us-29-1229-17279", "us-29-1229-17280", "us-29-1229-17281", "us-29-1229-17282", "us-29-1229-17283", "us-29-1229-17284", "us-29-1229-17285", "us-29-1229-17286", "us-29-1229-17287", "us-29-1229-17288", "us-29-1229-17289", "us-29-1229-17290", "us-29-1229-17291", "us-29-1229-17292", "us-29-1229-17293", "us-29-1229-17294", "us-29-1229-17295", "us-29-1229-23920" ], "employment": { "value": 342720, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 265930, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212", "uk-soc-2211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 24, 35 ], "band": "low", "headlineShare": 0.12201211954430609, "headlineShareRange": [ 0.10520477475218208, 0.13722682460309105 ], "scoredTaskCount": 101 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1241", "market": "us", "socCode": "29-1241", "title": "Ophthalmologists, Except Pediatric", "slug": "ophthalmologists-except-pediatric", "description": "Diagnose and perform surgery to treat and help prevent disorders and diseases of the eye. May also provide vision services for treatment including glasses and contacts.", "taskIds": [ "us-29-1241-17159", "us-29-1241-17160", "us-29-1241-17161", "us-29-1241-17162", "us-29-1241-17163", "us-29-1241-17164", "us-29-1241-17165", "us-29-1241-17166", "us-29-1241-17167", "us-29-1241-17168", "us-29-1241-17169", "us-29-1241-17170", "us-29-1241-17171", "us-29-1241-17172", "us-29-1241-17173", "us-29-1241-17174", "us-29-1241-17175", "us-29-1241-17176" ], "employment": { "value": 8950, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 300080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212", "uk-soc-2211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 19, 30 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0.12568383040190673 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1242", "market": "us", "socCode": "29-1242", "title": "Orthopedic Surgeons, Except Pediatric", "slug": "orthopedic-surgeons-except-pediatric", "description": "Diagnose and perform surgery to treat and prevent rheumatic and other diseases in the musculoskeletal system.", "taskIds": [ "us-29-1242-22745", "us-29-1242-22746", "us-29-1242-22747", "us-29-1242-22748", "us-29-1242-22749", "us-29-1242-22750", "us-29-1242-22751", "us-29-1242-22752", "us-29-1242-22753", "us-29-1242-22754", "us-29-1242-22755", "us-29-1242-22756", "us-29-1242-22757", "us-29-1242-22758", "us-29-1242-22759" ], "employment": { "value": 14100, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 358550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 14, 24 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.06666666666666667 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1243", "market": "us", "socCode": "29-1243", "title": "Pediatric Surgeons", "slug": "pediatric-surgeons", "description": "Diagnose and perform surgery to treat fetal abnormalities and birth defects, diseases, and injuries in fetuses, premature and newborn infants, children, and adolescents. Includes all pediatric surgical specialties and subspecialties.", "taskIds": [ "us-29-1243-22760", "us-29-1243-22761", "us-29-1243-22762", "us-29-1243-22763", "us-29-1243-22764", "us-29-1243-22765", "us-29-1243-22766", "us-29-1243-22767", "us-29-1243-22768", "us-29-1243-22769", "us-29-1243-22770", "us-29-1243-22771", "us-29-1243-22772", "us-29-1243-22773", "us-29-1243-22774", "us-29-1243-22775", "us-29-1243-22776", "us-29-1243-22777" ], "employment": { "value": 1190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 559030, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 12, 22 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.05555555555555555 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1249", "market": "us", "socCode": "29-1249", "title": "Surgeons, All Other", "slug": "surgeons-all-other", "description": "All surgeons not listed separately.", "taskIds": [], "employment": { "value": 25140, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 414010, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1291", "market": "us", "socCode": "29-1291", "title": "Acupuncturists", "slug": "acupuncturists", "description": "Diagnose, treat, and prevent disorders by stimulating specific acupuncture points within the body using acupuncture needles. May also use cups, nutritional supplements, therapeutic massage, acupressure, and other alternative health therapies.", "taskIds": [ "us-29-1291-17356", "us-29-1291-17357", "us-29-1291-17358", "us-29-1291-17359", "us-29-1291-17360", "us-29-1291-17361", "us-29-1291-17362", "us-29-1291-17363", "us-29-1291-17364", "us-29-1291-17365", "us-29-1291-17366", "us-29-1291-17367", "us-29-1291-17368", "us-29-1291-17369", "us-29-1291-17370", "us-29-1291-17371", "us-29-1291-17372", "us-29-1291-17373" ], "employment": { "value": 7830, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2222", "uk-soc-2256", "uk-soc-2229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 16, 26 ], "band": "low", "headlineShare": 0.05994350285931158, "headlineShareRange": [ 0.05994350285931158, 0.05994350285931158 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:46:47.259Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1292", "market": "us", "socCode": "29-1292", "title": "Dental Hygienists", "slug": "dental-hygienists", "description": "Administer oral hygiene care to patients. Assess patient oral hygiene problems or needs and maintain health records. Advise patients on oral health maintenance and disease prevention. May provide advanced care such as providing fluoride treatment or administering topical anesthesia.", "taskIds": [ "us-29-1292-416", "us-29-1292-417", "us-29-1292-418", "us-29-1292-419", "us-29-1292-420", "us-29-1292-421", "us-29-1292-422", "us-29-1292-424", "us-29-1292-425", "us-29-1292-427", "us-29-1292-428", "us-29-1292-18536", "us-29-1292-18537", "us-29-1292-18538", "us-29-1292-18539", "us-29-1292-23921" ], "employment": { "value": 222740, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 98100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 8, 16 ], "band": "minimal", "headlineShare": 0.0626317822985162, "headlineShareRange": [ 0.0626317822985162, 0.0626317822985162 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-1299", "market": "us", "socCode": "29-1299", "title": "Healthcare Diagnosing or Treating Practitioners, All Other", "slug": "healthcare-diagnosing-or-treating-practitioners-all-other", "description": "All healthcare diagnosing or treating practitioners not listed separately.", "taskIds": [ "us-29-1299-18405", "us-29-1299-18406", "us-29-1299-18407", "us-29-1299-18408", "us-29-1299-18409", "us-29-1299-18410", "us-29-1299-18411", "us-29-1299-18412", "us-29-1299-18413", "us-29-1299-18414", "us-29-1299-18415", "us-29-1299-18416", "us-29-1299-18417", "us-29-1299-18418", "us-29-1299-18419", "us-29-1299-18420", "us-29-1299-18421", "us-29-1299-18422", "us-29-1299-18423", "us-29-1299-18424", "us-29-1299-18425", "us-29-1299-18426", "us-29-1299-18427", "us-29-1299-18428", "us-29-1299-18429", "us-29-1299-18430", "us-29-1299-18431", "us-29-1299-18432", "us-29-1299-18433", "us-29-1299-18434", "us-29-1299-18435", "us-29-1299-18436", "us-29-1299-18437", "us-29-1299-18438", "us-29-1299-18439", "us-29-1299-18440" ], "employment": { "value": 28630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 115210, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2222", "uk-soc-2256", "uk-soc-2229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 20, 30 ], "band": "low", "headlineShare": 0.09786466439719405, "headlineShareRange": [ 0.09786466439719405, 0.11995988507955586 ], "scoredTaskCount": 36 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2010", "market": "us", "socCode": "29-2010", "title": "Clinical Laboratory Technologists and Technicians", "slug": "clinical-laboratory-technologists-and-technicians", "description": "BLS publishes one employment and wage estimate for this SOC 2018 broad group rather than for the detailed occupations inside it, so it is reported here as a single occupation covering two detailed occupations: Medical and Clinical Laboratory Technologists and Medical and Clinical Laboratory Technicians. 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Every exposure figure on this page is computed from the 5 that are, so treat it as a partial reading of the job rather than a complete one.", "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2031", "market": "us", "socCode": "29-2031", "title": "Cardiovascular Technologists and Technicians", "slug": "cardiovascular-technologists-and-technicians", "description": "Conduct tests on pulmonary or cardiovascular systems of patients for diagnostic, therapeutic, or research purposes. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2032", "market": "us", "socCode": "29-2032", "title": "Diagnostic Medical Sonographers", "slug": "diagnostic-medical-sonographers", "description": "Produce ultrasonic recordings of internal organs for use by physicians. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2033", "market": "us", "socCode": "29-2033", "title": "Nuclear Medicine Technologists", "slug": "nuclear-medicine-technologists", "description": "Prepare, administer, and measure radioactive isotopes in therapeutic, diagnostic, and tracer studies using a variety of radioisotope equipment. Prepare stock solutions of radioactive materials and calculate doses to be administered by radiologists. Subject patients to radiation. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2035", "market": "us", "socCode": "29-2035", "title": "Magnetic Resonance Imaging Technologists", "slug": "magnetic-resonance-imaging-technologists", "description": "Operate Magnetic Resonance Imaging (MRI) scanners. Monitor patient safety and comfort, and view images of area being scanned to ensure quality of pictures. May administer gadolinium contrast dosage intravenously. May interview patient, explain MRI procedures, and position patient on examining table. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2043", "market": "us", "socCode": "29-2043", "title": "Paramedics", "slug": "paramedics", "description": "Administer basic or advanced emergency medical care and assess injuries and illnesses. May administer medication intravenously, use equipment such as EKGs, or administer advanced life support to sick or injured individuals.", "taskIds": [ "us-29-2043-22864", "us-29-2043-22865", "us-29-2043-22866", "us-29-2043-22867", "us-29-2043-22868", "us-29-2043-22869", "us-29-2043-22870", "us-29-2043-22871", "us-29-2043-22872", "us-29-2043-22873", "us-29-2043-22874", "us-29-2043-22875", "us-29-2043-22876" ], "employment": { "value": 100610, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60600, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2255", "uk-soc-6132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 2, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2051", "market": "us", "socCode": "29-2051", "title": "Dietetic Technicians", "slug": "dietetic-technicians", "description": "Assist in the provision of food service and nutritional programs, under the supervision of a dietitian. May plan and produce meals based on established guidelines, teach principles of food and nutrition, or counsel individuals.", "taskIds": [ "us-29-2051-4165", "us-29-2051-4166", "us-29-2051-4167", "us-29-2051-4169", "us-29-2051-4170", "us-29-2051-4171", "us-29-2051-4172", "us-29-2051-4173", "us-29-2051-4174", "us-29-2051-4175", "us-29-2051-20421", "us-29-2051-23922", "us-29-2051-23923" ], "employment": { "value": 31560, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37640, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3219" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 37, "occScoreRange": [ 31, 43 ], "band": "low", "headlineShare": 0.2143739284339227, "headlineShareRange": [ 0.2143739284339227, 0.2869378625366246 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:27.864Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2052", "market": "us", "socCode": "29-2052", "title": "Pharmacy Technicians", "slug": "pharmacy-technicians", "description": "Prepare medications under the direction of a pharmacist. May measure, mix, count out, label, and record amounts and dosages of medications according to prescription orders.", "taskIds": [ "us-29-2052-1939", "us-29-2052-1940", "us-29-2052-1941", "us-29-2052-1943", "us-29-2052-1944", "us-29-2052-1945", "us-29-2052-1946", "us-29-2052-1947", "us-29-2052-1949", "us-29-2052-1951", "us-29-2052-1952", "us-29-2052-1953", "us-29-2052-1954", "us-29-2052-1955", "us-29-2052-1956", "us-29-2052-1957", "us-29-2052-1958", "us-29-2052-18544", "us-29-2052-18545", "us-29-2052-18546", "us-29-2052-23924" ], "employment": { "value": 471680, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45750, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3212", "uk-soc-7114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 27, 38 ], "band": "low", "headlineShare": 0.1954017013991713, "headlineShareRange": [ 0.1954017013991713, 0.26120825804461356 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:58:48.849Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2053", "market": "us", "socCode": "29-2053", "title": "Psychiatric Technicians", "slug": "psychiatric-technicians", "description": "Care for individuals with mental or emotional conditions or disabilities, following the instructions of physicians or other health practitioners. Monitor patients' physical and emotional well-being and report to medical staff. May participate in rehabilitation and treatment programs, help with personal hygiene, and administer oral or injectable medications.", "taskIds": [ "us-29-2053-6944", "us-29-2053-6945", "us-29-2053-6946", "us-29-2053-6947", "us-29-2053-6948", "us-29-2053-6949", "us-29-2053-6950", "us-29-2053-6951", "us-29-2053-6952", "us-29-2053-6953", "us-29-2053-6954", "us-29-2053-6955", "us-29-2053-6956", "us-29-2053-6957", "us-29-2053-20575", "us-29-2053-20576" ], "employment": { "value": 156960, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45130, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3219" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 4, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:41:42.725Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2055", "market": "us", "socCode": "29-2055", "title": "Surgical Technologists", "slug": "surgical-technologists", "description": "Assist in operations, under the supervision of surgeons, registered nurses, or other surgical personnel. May help set up operating room, prepare and transport patients for surgery, adjust lights and equipment, pass instruments and other supplies to surgeons and surgeons' assistants, hold retractors, cut sutures, and help count sponges, needles, supplies, and instruments.", "taskIds": [ "us-29-2055-1959", "us-29-2055-1960", "us-29-2055-1961", "us-29-2055-1963", "us-29-2055-1964", "us-29-2055-1965", "us-29-2055-1967", "us-29-2055-1968", "us-29-2055-1969", "us-29-2055-1970", "us-29-2055-1971", "us-29-2055-1972", "us-29-2055-15242", "us-29-2055-15243", "us-29-2055-15244", "us-29-2055-15245" ], "employment": { "value": 117460, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64650, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3219" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 7, 12 ], "band": "minimal", "headlineShare": 0.09037273020832672, "headlineShareRange": [ 0.09037273020832672, 0.09037273020832672 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:29:44.436Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2056", "market": "us", "socCode": "29-2056", "title": "Veterinary Technologists and Technicians", "slug": "veterinary-technologists-and-technicians", "description": "Perform medical tests in a laboratory environment for use in the treatment and diagnosis of diseases in animals. Prepare vaccines and serums for prevention of diseases. Prepare tissue samples, take blood samples, and execute laboratory tests, such as urinalysis and blood counts. Clean and sterilize instruments and materials and maintain equipment and machines. May assist a veterinarian during surgery.", "taskIds": [ "us-29-2056-4176", "us-29-2056-4177", "us-29-2056-4178", "us-29-2056-4179", "us-29-2056-4180", "us-29-2056-4181", "us-29-2056-4182", "us-29-2056-4183", "us-29-2056-4184", "us-29-2056-4185", "us-29-2056-4186", "us-29-2056-4187", "us-29-2056-4188", "us-29-2056-4189", "us-29-2056-4190", "us-29-2056-4191", "us-29-2056-4192", "us-29-2056-4193", "us-29-2056-4194", "us-29-2056-4195", "us-29-2056-4196", "us-29-2056-4197", "us-29-2056-4198", "us-29-2056-4199", "us-29-2056-4200", "us-29-2056-18548", "us-29-2056-18549", "us-29-2056-18550", "us-29-2056-20422", "us-29-2056-20423", "us-29-2056-20424" ], "employment": { "value": 129140, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47380, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3240" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 18 ], "band": "minimal", "headlineShare": 0.11448459900887312, "headlineShareRange": [ 0.11448459900887312, 0.11448459900887312 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2057", "market": "us", "socCode": "29-2057", "title": "Ophthalmic Medical Technicians", "slug": "ophthalmic-medical-technicians", "description": "Assist ophthalmologists by performing ophthalmic clinical functions. May administer eye exams, administer eye medications, and instruct the patient in care and use of corrective lenses.", "taskIds": [ "us-29-2057-19239", "us-29-2057-19240", "us-29-2057-19241", "us-29-2057-19242", "us-29-2057-19243", "us-29-2057-19244", "us-29-2057-19245", "us-29-2057-19246", "us-29-2057-19247", "us-29-2057-19248", "us-29-2057-19249", "us-29-2057-19250", "us-29-2057-19251", "us-29-2057-19252", "us-29-2057-19253", "us-29-2057-19254", "us-29-2057-19255", "us-29-2057-19256", "us-29-2057-19257", "us-29-2057-19258" ], "employment": { "value": 71010, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45570, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7114", "uk-soc-2252" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 5, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "14 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2061", "market": "us", "socCode": "29-2061", "title": "Licensed Practical and Licensed Vocational Nurses", "slug": "licensed-practical-and-licensed-vocational-nurses", "description": "Care for ill, injured, or convalescing patients or persons with disabilities in hospitals, nursing homes, clinics, private homes, group homes, and similar institutions. May work under the supervision of a registered nurse. Licensing required.", "taskIds": [ "us-29-2061-507", "us-29-2061-508", "us-29-2061-509", "us-29-2061-510", "us-29-2061-511", "us-29-2061-512", "us-29-2061-513", "us-29-2061-514", "us-29-2061-515", "us-29-2061-516", "us-29-2061-517", "us-29-2061-518", "us-29-2061-519", "us-29-2061-520", "us-29-2061-521", "us-29-2061-522", "us-29-2061-523", "us-29-2061-524", "us-29-2061-525", "us-29-2061-527", "us-29-2061-528", "us-29-2061-529" ], "employment": { "value": 648410, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64400, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2237" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 6, 14 ], "band": "minimal", "headlineShare": 0.0316648552705651, "headlineShareRange": [ 0.0316648552705651, 0.0316648552705651 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:31:13.495Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2072", "market": "us", "socCode": "29-2072", "title": "Medical Records Specialists", "slug": "medical-records-specialists", "description": "Compile, process, and maintain medical records of hospital and clinic patients in a manner consistent with medical, administrative, ethical, legal, and regulatory requirements of the healthcare system. Classify medical and healthcare concepts, including diagnosis, procedures, medical services, and equipment, into the healthcare industry's numerical coding system. Includes medical coders.", "taskIds": [ "us-29-2072-22877", "us-29-2072-22878", "us-29-2072-22879", "us-29-2072-22880", "us-29-2072-22881", "us-29-2072-22882", "us-29-2072-22883", "us-29-2072-22884", "us-29-2072-22885", "us-29-2072-22886", "us-29-2072-22887", "us-29-2072-22888", "us-29-2072-22889", "us-29-2072-22890", "us-29-2072-22891", "us-29-2072-22892", "us-29-2072-22893" ], "employment": { "value": 194720, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3549", "uk-soc-1171", "uk-soc-4142" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 63, "occScoreRange": [ 59, 68 ], "band": "high", "headlineShare": 0.7647058823529411, "headlineShareRange": [ 0.6470588235294118, 0.8235294117647058 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2081", "market": "us", "socCode": "29-2081", "title": "Opticians, Dispensing", "slug": "opticians-dispensing", "description": "Design, measure, fit, and adapt lenses and frames for client according to written optical prescription or specification. Assist client with inserting, removing, and caring for contact lenses. Assist client with selecting frames. Measure customer for size of eyeglasses and coordinate frames with facial and eye measurements and optical prescription. Prepare work order for optical laboratory containing instructions for grinding and mounting lenses in frames. Verify exactness of finished lens spectacles. Adjust frame and lens position to fit client. May shape or reshape frames. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-2092", "market": "us", "socCode": "29-2092", "title": "Hearing Aid Specialists", "slug": "hearing-aid-specialists", "description": "Select and fit hearing aids for customers. Administer and interpret tests of hearing. Assess hearing instrument efficacy. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-9021", "market": "us", "socCode": "29-9021", "title": "Health Information Technologists and Medical Registrars", "slug": "health-information-technologists-and-medical-registrars", "description": "Apply knowledge of healthcare and information systems to assist in the design, development, and continued modification and analysis of computerized healthcare systems. Abstract, collect, and analyze treatment and followup information of patients. May educate staff and assist in problem solving to promote the implementation of the healthcare information system. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-9091", "market": "us", "socCode": "29-9091", "title": "Athletic Trainers", "slug": "athletic-trainers", "description": "Evaluate and treat musculoskeletal injuries or illnesses. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-9092", "market": "us", "socCode": "29-9092", "title": "Genetic Counselors", "slug": "genetic-counselors", "description": "Assess individual or family risk for a variety of inherited conditions, such as genetic disorders and birth defects. Provide information to other healthcare providers or to individuals and families concerned with the risk of inherited conditions. Advise individuals and families to support informed decisionmaking and coping methods for those at risk. May help conduct research related to genetic conditions or genetic counseling.", "taskIds": [ "us-29-9092-17500", "us-29-9092-17501", "us-29-9092-17502", "us-29-9092-17503", "us-29-9092-17504", "us-29-9092-17505", "us-29-9092-17506", "us-29-9092-17507", "us-29-9092-17508", "us-29-9092-17509", "us-29-9092-17510", "us-29-9092-17511", "us-29-9092-17512", "us-29-9092-17513", "us-29-9092-17514", "us-29-9092-17515", "us-29-9092-17516", "us-29-9092-17517", "us-29-9092-17518" ], "employment": { "value": 3740, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 100040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-2222", "uk-soc-2256", "uk-soc-2229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 34, 48 ], "band": "partial", "headlineShare": 0.17124961281573212, "headlineShareRange": [ 0.10887136018375729, 0.3414155100386884 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-9093", "market": "us", "socCode": "29-9093", "title": "Surgical Assistants", "slug": "surgical-assistants", "description": "Assist in operations, under the supervision of surgeons. May, in accordance with state laws, help surgeons to make incisions and close surgical sites, manipulate or remove tissues, implant surgical devices or drains, suction the surgical site, place catheters, clamp or cauterize vessels or tissue, and apply dressings to surgical site.", "taskIds": [ "us-29-9093-19288", "us-29-9093-19289", "us-29-9093-19290", "us-29-9093-19291", "us-29-9093-19292", "us-29-9093-19293", "us-29-9093-19294", "us-29-9093-19295", "us-29-9093-19296", "us-29-9093-19297", "us-29-9093-19298", "us-29-9093-19299", "us-29-9093-19300", "us-29-9093-19301", "us-29-9093-19302", "us-29-9093-19303", "us-29-9093-19304", "us-29-9093-19305", "us-29-9093-19306", "us-29-9093-19307", "us-29-9093-19308", "us-29-9093-19309", "us-29-9093-19310", "us-29-9093-19311", "us-29-9093-19312", "us-29-9093-19313", "us-29-9093-19314", "us-29-9093-19315" ], "employment": { "value": 22270, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 66800, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3219", "uk-soc-3214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:36.532Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-29-9099", "market": "us", "socCode": "29-9099", "title": "Healthcare Practitioners and Technical Workers, All Other", "slug": "healthcare-practitioners-and-technical-workers-all-other", "description": "All healthcare practitioners and technical workers not listed separately.", "taskIds": [ "us-29-9099-17465", "us-29-9099-17466", "us-29-9099-17467", "us-29-9099-17468", "us-29-9099-17469", "us-29-9099-17470", "us-29-9099-17471", "us-29-9099-17472", "us-29-9099-17473", "us-29-9099-17474", "us-29-9099-17475", "us-29-9099-17476", "us-29-9099-17477", "us-29-9099-17478", "us-29-9099-17479", "us-29-9099-17480", "us-29-9099-17481", "us-29-9099-17482", "us-29-9099-17483", "us-29-9099-17484", "us-29-9099-17485", "us-29-9099-17486", "us-29-9099-17487", "us-29-9099-17488", "us-29-9099-17489", "us-29-9099-17490", "us-29-9099-17491", "us-29-9099-17492", "us-29-9099-17493", "us-29-9099-17494", "us-29-9099-17495", "us-29-9099-17496", "us-29-9099-17498", "us-29-9099-17499", "us-29-9099-23926", "us-29-9099-23927" ], "employment": { "value": 35010, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 65790, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3219", "uk-soc-3214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 19, 29 ], "band": "low", "headlineShare": 0.12173324073304409, "headlineShareRange": [ 0.04859117102857266, 0.12173324073304409 ], "scoredTaskCount": 36 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:54.124Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-1120", "market": "us", "socCode": "31-1120", "title": "Home Health and Personal Care Aides", "slug": "home-health-and-personal-care-aides", "description": "BLS publishes one employment and wage estimate for this SOC 2018 broad group rather than for the detailed occupations inside it, so it is reported here as a single occupation covering two detailed occupations: Home Health Aides and Personal Care Aides. The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest.", "taskIds": [ "us-31-1120-4253" ], "employment": { "value": 4305810, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35800, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6135", "uk-soc-6136", "uk-soc-6134", "uk-soc-6137" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 1 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:16:42.361Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "25 of this occupation's 26 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 1 that are, so treat it as a partial reading of the job rather than a complete one.", "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-1131", "market": "us", "socCode": "31-1131", "title": "Nursing Assistants", "slug": "nursing-assistants", "description": "Provide or assist with basic care or support under the direction of onsite licensed nursing staff. Perform duties such as monitoring of health status, feeding, bathing, dressing, grooming, toileting, or ambulation of patients in a health or nursing facility. May include medication administration and other health-related tasks. Includes nursing care attendants, nursing aides, and nursing attendants.", "taskIds": [ "us-31-1131-19316", "us-31-1131-19317", "us-31-1131-19318", "us-31-1131-19319", "us-31-1131-19320", "us-31-1131-19321", "us-31-1131-19322", "us-31-1131-19323", "us-31-1131-19324", "us-31-1131-19325", "us-31-1131-19326", "us-31-1131-19327", "us-31-1131-19328", "us-31-1131-19329", "us-31-1131-19330", "us-31-1131-19331", "us-31-1131-19332", "us-31-1131-19333", "us-31-1131-19334", "us-31-1131-19335", "us-31-1131-19336", "us-31-1131-19337", "us-31-1131-19338", "us-31-1131-19339", "us-31-1131-19340", "us-31-1131-19341", "us-31-1131-19342", "us-31-1131-19343", "us-31-1131-19344", "us-31-1131-19345", "us-31-1131-19346", "us-31-1131-19347", "us-31-1131-19348" ], "employment": { "value": 1448910, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42260, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 33 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-1132", "market": "us", "socCode": "31-1132", "title": "Orderlies", "slug": "orderlies", "description": "Transport patients to areas such as operating rooms or x-ray rooms using wheelchairs, stretchers, or moveable beds. May maintain stocks of supplies or clean and transport equipment. Psychiatric orderlies are included in Psychiatric Aides.", "taskIds": [ "us-31-1132-19349", "us-31-1132-19350", "us-31-1132-19351", "us-31-1132-19352", "us-31-1132-19353", "us-31-1132-19354", "us-31-1132-19355", "us-31-1132-19356", "us-31-1132-19357", "us-31-1132-19358", "us-31-1132-19359", "us-31-1132-19360", "us-31-1132-19361", "us-31-1132-19362", "us-31-1132-19363", "us-31-1132-19365", "us-31-1132-19366", "us-31-1132-19367", "us-31-1132-19368", "us-31-1132-19369", "us-31-1132-19370", "us-31-1132-19371" ], "employment": { "value": 52440, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38290, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6131", "uk-soc-6133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-1133", "market": "us", "socCode": "31-1133", "title": "Psychiatric Aides", "slug": "psychiatric-aides", "description": "Assist mentally impaired or emotionally disturbed patients, working under direction of nursing and medical staff. May assist with daily living activities, lead patients in educational and recreational activities, or accompany patients to and from examinations and treatments. May restrain violent patients. Includes psychiatric orderlies.", "taskIds": [ "us-31-1133-1994", "us-31-1133-1996", "us-31-1133-1997", "us-31-1133-1998", "us-31-1133-1999", "us-31-1133-2000", "us-31-1133-2001", "us-31-1133-2002", "us-31-1133-2003", "us-31-1133-2004", "us-31-1133-2005", "us-31-1133-2006", "us-31-1133-2007", "us-31-1133-18696", "us-31-1133-18697", "us-31-1133-18698", "us-31-1133-20578" ], "employment": { "value": 35520, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 5, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:54.124Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-2011", "market": "us", "socCode": "31-2011", "title": "Occupational Therapy Assistants", "slug": "occupational-therapy-assistants", "description": "Assist occupational therapists in providing occupational therapy treatments and procedures. May, in accordance with state laws, assist in development of treatment plans, carry out routine functions, direct activity programs, and document the progress of treatments. Generally requires formal training.", "taskIds": [ "us-31-2011-4254", "us-31-2011-4255", "us-31-2011-4256", "us-31-2011-4257", "us-31-2011-4258", "us-31-2011-4259", "us-31-2011-4260", "us-31-2011-4261", "us-31-2011-4262", "us-31-2011-4263", "us-31-2011-4264", "us-31-2011-4265", "us-31-2011-4266", "us-31-2011-4267", "us-31-2011-4268", "us-31-2011-4269", "us-31-2011-4270", "us-31-2011-4271", "us-31-2011-4272", "us-31-2011-18699", "us-31-2011-18700", "us-31-2011-18701" ], "employment": { "value": 51290, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 72300, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3219" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 10, 20 ], "band": "minimal", "headlineShare": 0.028993431615803745, "headlineShareRange": [ 0, 0.06631765597381517 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-2012", "market": "us", "socCode": "31-2012", "title": "Occupational Therapy Aides", "slug": "occupational-therapy-aides", "description": "Under close supervision of an occupational therapist or occupational therapy assistant, perform only delegated, selected, or routine tasks in specific situations. These duties include preparing patient and treatment room.", "taskIds": [ "us-31-2012-9398", "us-31-2012-9399", "us-31-2012-9400", "us-31-2012-9401", "us-31-2012-9402", "us-31-2012-9403", "us-31-2012-9404", "us-31-2012-9405", "us-31-2012-9406", "us-31-2012-9407", "us-31-2012-9408", "us-31-2012-9409", "us-31-2012-9410", "us-31-2012-9411", "us-31-2012-9412" ], "employment": { "value": 4310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39160, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6131", "uk-soc-6133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 8, 17 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-2021", "market": "us", "socCode": "31-2021", "title": "Physical Therapist Assistants", "slug": "physical-therapist-assistants", "description": "Assist physical therapists in providing physical therapy treatments and procedures. May, in accordance with state laws, assist in the development of treatment plans, carry out routine functions, document the progress of treatment, and modify specific treatments in accordance with patient status and within the scope of treatment plans established by a physical therapist. Generally requires formal training.", "taskIds": [ "us-31-2021-2008", "us-31-2021-2009", "us-31-2021-2012", "us-31-2021-2013", "us-31-2021-2014", "us-31-2021-2015", "us-31-2021-2016", "us-31-2021-2017", "us-31-2021-2018", "us-31-2021-2019", "us-31-2021-2020", "us-31-2021-2021", "us-31-2021-2022", "us-31-2021-2023", "us-31-2021-15247", "us-31-2021-15248", "us-31-2021-15249", "us-31-2021-15250", "us-31-2021-21192", "us-31-2021-21193", "us-31-2021-21194" ], "employment": { "value": 112430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 68380, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 9, 17 ], "band": "minimal", "headlineShare": 0.061083281645718, "headlineShareRange": [ 0.061083281645718, 0.061083281645718 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-2022", "market": "us", "socCode": "31-2022", "title": "Physical Therapist Aides", "slug": "physical-therapist-aides", "description": "Under close supervision of a physical therapist or physical therapy assistant, perform only delegated, selected, or routine tasks in specific situations. These duties include preparing the patient and the treatment area.", "taskIds": [ "us-31-2022-4273", "us-31-2022-4274", "us-31-2022-4275", "us-31-2022-4276", "us-31-2022-4277", "us-31-2022-4278", "us-31-2022-4279", "us-31-2022-4280", "us-31-2022-4281", "us-31-2022-4282", "us-31-2022-4283", "us-31-2022-4284", "us-31-2022-4285", "us-31-2022-4286", "us-31-2022-4287", "us-31-2022-4288", "us-31-2022-4289", "us-31-2022-4290", "us-31-2022-15251" ], "employment": { "value": 48150, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35240, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6131", "uk-soc-6133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 11, 18 ], "band": "minimal", "headlineShare": 0.09671943543483769, "headlineShareRange": [ 0.050569281809334544, 0.09671943543483769 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-9011", "market": "us", "socCode": "31-9011", "title": "Massage Therapists", "slug": "massage-therapists", "description": "Perform therapeutic massages of soft tissues and joints. May assist in the assessment of range of motion and muscle strength, or propose client therapy plans.", "taskIds": [ "us-31-9011-7878", "us-31-9011-7879", "us-31-9011-7880", "us-31-9011-7881", "us-31-9011-7882", "us-31-9011-7883", "us-31-9011-7884", "us-31-9011-7885", "us-31-9011-7886", "us-31-9011-7887", "us-31-9011-7888", "us-31-9011-7889", "us-31-9011-20757", "us-31-9011-23928" ], "employment": { "value": 98790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58450, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 23 ], "band": "minimal", "headlineShare": 0.0779770897971386, "headlineShareRange": [ 0.0779770897971386, 0.0779770897971386 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-9091", "market": "us", "socCode": "31-9091", "title": "Dental Assistants", "slug": "dental-assistants", "description": "Perform limited clinical duties under the direction of a dentist. Clinical duties may include equipment preparation and sterilization, preparing patients for treatment, assisting the dentist during treatment, and providing patients with instructions for oral healthcare procedures. May perform administrative duties such as scheduling appointments, maintaining medical records, billing, and coding information for insurance purposes.", "taskIds": [ "us-31-9091-550", "us-31-9091-551", "us-31-9091-552", "us-31-9091-553", "us-31-9091-554", "us-31-9091-555", "us-31-9091-556", "us-31-9091-557", "us-31-9091-558", "us-31-9091-559", "us-31-9091-560", "us-31-9091-561", "us-31-9091-562", "us-31-9091-563", "us-31-9091-18552", "us-31-9091-18553" ], "employment": { "value": 387790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48070, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6133", "uk-soc-6131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 17, 23 ], "band": "minimal", "headlineShare": 0.05828860116034889, "headlineShareRange": [ 0.05828860116034889, 0.11109964425085692 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:57:03.435Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-9092", "market": "us", "socCode": "31-9092", "title": "Medical Assistants", "slug": "medical-assistants", "description": "Perform administrative and certain clinical duties under the direction of a physician. Administrative duties may include scheduling appointments, maintaining medical records, billing, and coding information for insurance purposes. Clinical duties may include taking and recording vital signs and medical histories, preparing patients for examination, drawing blood, and administering medications as directed by physician.", "taskIds": [ "us-31-9092-2024", "us-31-9092-2025", "us-31-9092-2026", "us-31-9092-2027", "us-31-9092-2028", "us-31-9092-2029", "us-31-9092-2030", "us-31-9092-2031", "us-31-9092-2032", "us-31-9092-2033", "us-31-9092-2034", "us-31-9092-2035", "us-31-9092-2036", "us-31-9092-2037", "us-31-9092-2038", "us-31-9092-2039", "us-31-9092-2040", "us-31-9092-2041", "us-31-9092-2042", "us-31-9092-2043" ], "employment": { "value": 817870, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45690, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 21, 29 ], "band": "low", "headlineShare": 0.16287011826757908, "headlineShareRange": [ 0.16287011826757908, 0.24693609407288789 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-9093", "market": "us", "socCode": "31-9093", "title": "Medical Equipment Preparers", "slug": "medical-equipment-preparers", "description": "Prepare, sterilize, install, or clean laboratory or healthcare equipment. May perform routine laboratory tasks and operate or inspect equipment.", "taskIds": [ "us-31-9093-4291", "us-31-9093-4292", "us-31-9093-4293", "us-31-9093-4294", "us-31-9093-4295", "us-31-9093-4296", "us-31-9093-4297", "us-31-9093-4298", "us-31-9093-4299", "us-31-9093-4301", "us-31-9093-4302", "us-31-9093-4303", "us-31-9093-4304", "us-31-9093-18702", "us-31-9093-18703" ], "employment": { "value": 77420, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47700, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6131", "uk-soc-6133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 16, 24 ], "band": "minimal", "headlineShare": 0.0713013865835712, "headlineShareRange": [ 0.0713013865835712, 0.0713013865835712 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-9094", "market": "us", "socCode": "31-9094", "title": "Medical Transcriptionists", "slug": "medical-transcriptionists", "description": "Transcribe medical reports recorded by physicians and other healthcare practitioners using various electronic devices, covering office visits, emergency room visits, diagnostic imaging studies, operations, chart reviews, and final summaries. Transcribe dictated reports and translate abbreviations into fully understandable form. Edit as necessary and return reports in either printed or electronic form for review and signature, or correction.", "taskIds": [ "us-31-9094-9413", "us-31-9094-9414", "us-31-9094-9415", "us-31-9094-9416", "us-31-9094-9417", "us-31-9094-9419", "us-31-9094-9420", "us-31-9094-9421", "us-31-9094-9422", "us-31-9094-9423", "us-31-9094-9424", "us-31-9094-9425", "us-31-9094-9426", "us-31-9094-9427", "us-31-9094-20254" ], "employment": { "value": 41550, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40410, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4211", "uk-soc-1231" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 71, "occScoreRange": [ 66, 77 ], "band": "high", "headlineShare": 0.788322453823245, "headlineShareRange": [ 0.5923366894989964, 0.8295024354775662 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-9095", "market": "us", "socCode": "31-9095", "title": "Pharmacy Aides", "slug": "pharmacy-aides", "description": "Record drugs delivered to the pharmacy, store incoming merchandise, and inform the supervisor of stock needs. May operate cash register and accept prescriptions for filling.", "taskIds": [ "us-31-9095-2045", "us-31-9095-2046", "us-31-9095-2048", "us-31-9095-2049", "us-31-9095-2050", "us-31-9095-2052", "us-31-9095-2053", "us-31-9095-2054", "us-31-9095-2055", "us-31-9095-2057", "us-31-9095-2058", "us-31-9095-2059", "us-31-9095-2062", "us-31-9095-18704" ], "employment": { "value": 39530, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37680, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6131", "uk-soc-6133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 20, 27 ], "band": "low", "headlineShare": 0.19006913152888927, "headlineShareRange": [ 0.09421672637998178, 0.2918422477853948 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-9096", "market": "us", "socCode": "31-9096", "title": "Veterinary Assistants and Laboratory Animal Caretakers", "slug": "veterinary-assistants-and-laboratory-animal-caretakers", "description": "Feed, water, and examine pets and other nonfarm animals for signs of illness, disease, or injury in laboratories and animal hospitals and clinics. Clean and disinfect cages and work areas, and sterilize laboratory and surgical equipment. May provide routine postoperative care, administer medication orally or topically, or prepare samples for laboratory examination under the supervision of veterinary or laboratory animal technologists or technicians, veterinarians, or scientists.", "taskIds": [ "us-31-9096-4306", "us-31-9096-4307", "us-31-9096-4308", "us-31-9096-4309", "us-31-9096-4310", "us-31-9096-4311", "us-31-9096-4312", "us-31-9096-4313", "us-31-9096-4314", "us-31-9096-4315", "us-31-9096-4316", "us-31-9096-4317", "us-31-9096-4318", "us-31-9096-4319", "us-31-9096-4320", "us-31-9096-4321", "us-31-9096-4322", "us-31-9096-4323", "us-31-9096-4324", "us-31-9096-4325", "us-31-9096-4326", "us-31-9096-4327", "us-31-9096-4328", "us-31-9096-4329", "us-31-9096-4330", "us-31-9096-4332", "us-31-9096-4333", "us-31-9096-21195" ], "employment": { "value": 126580, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38150, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3240", "uk-soc-6129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 13, 20 ], "band": "minimal", "headlineShare": 0.15839811901720743, "headlineShareRange": [ 0.15839811901720743, 0.15839811901720743 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:25:34.214Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-9097", "market": "us", "socCode": "31-9097", "title": "Phlebotomists", "slug": "phlebotomists", "description": "Draw blood for tests, transfusions, donations, or research. May explain the procedure to patients and assist in the recovery of patients with adverse reactions.", "taskIds": [ "us-31-9097-19373", "us-31-9097-19374", "us-31-9097-19375", "us-31-9097-19376", "us-31-9097-19377", "us-31-9097-19378", "us-31-9097-19379", "us-31-9097-19380", "us-31-9097-19381", "us-31-9097-19382", "us-31-9097-19383", "us-31-9097-19384", "us-31-9097-19385", "us-31-9097-19386", "us-31-9097-19387", "us-31-9097-19388", "us-31-9097-19389", "us-31-9097-19390", "us-31-9097-19392", "us-31-9097-19393", "us-31-9097-19394", "us-31-9097-19395", "us-31-9097-19396" ], "employment": { "value": 143540, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45230, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6131", "uk-soc-6133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 11, 18 ], "band": "minimal", "headlineShare": 0.09344133676257445, "headlineShareRange": [ 0.09344133676257445, 0.09344133676257445 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:19:38.820Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-31-9099", "market": "us", "socCode": "31-9099", "title": "Healthcare Support Workers, All Other", "slug": "healthcare-support-workers-all-other", "description": "All healthcare support workers not listed separately.", "taskIds": [ "us-31-9099-17519", "us-31-9099-17520", "us-31-9099-17521", "us-31-9099-17522", "us-31-9099-17523", "us-31-9099-17524", "us-31-9099-17525", "us-31-9099-17526", "us-31-9099-17527", "us-31-9099-17528", "us-31-9099-17529", "us-31-9099-17530", "us-31-9099-17531", "us-31-9099-17532", "us-31-9099-17533", "us-31-9099-17534", "us-31-9099-17535", "us-31-9099-17536", "us-31-9099-17537", "us-31-9099-17538", "us-31-9099-17539", "us-31-9099-17540", "us-31-9099-17541" ], "employment": { "value": 109740, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48430, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6131", "uk-soc-3219", "uk-soc-6133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 22, "occScoreRange": [ 19, 27 ], "band": "low", "headlineShare": 0.13442799421500318, "headlineShareRange": [ 0.13442799421500318, 0.18645651269189317 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:51:59.674Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-1011", "market": "us", "socCode": "33-1011", "title": "First-Line Supervisors of Correctional Officers", "slug": "first-line-supervisors-of-correctional-officers", "description": "Directly supervise and coordinate activities of correctional officers and jailers.", "taskIds": [ "us-33-1011-9428", "us-33-1011-9429", "us-33-1011-9430", "us-33-1011-9431", "us-33-1011-9432", "us-33-1011-9433", "us-33-1011-9434", "us-33-1011-9435", "us-33-1011-9436", "us-33-1011-9437", "us-33-1011-9438", "us-33-1011-9439", "us-33-1011-9440", "us-33-1011-9441", "us-33-1011-9442", "us-33-1011-9443", "us-33-1011-9444", "us-33-1011-9446", "us-33-1011-9447", "us-33-1011-9448", "us-33-1011-9449", "us-33-1011-20255", "us-33-1011-21196" ], "employment": { "value": 53380, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 77970, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3314", "uk-soc-1163" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 18, 27 ], "band": "low", "headlineShare": 0.16660443083666449, "headlineShareRange": [ 0.16660443083666449, 0.20615454143498438 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-1012", "market": "us", "socCode": "33-1012", "title": "First-Line Supervisors of Police and Detectives", "slug": "first-line-supervisors-of-police-and-detectives", "description": "Directly supervise and coordinate activities of members of police force.", "taskIds": [ "us-33-1012-564", "us-33-1012-565", "us-33-1012-566", "us-33-1012-567", "us-33-1012-568", "us-33-1012-569", "us-33-1012-570", "us-33-1012-571", "us-33-1012-572", "us-33-1012-573", "us-33-1012-574", "us-33-1012-575", "us-33-1012-576", "us-33-1012-577", "us-33-1012-578", "us-33-1012-579", "us-33-1012-580", "us-33-1012-581", "us-33-1012-582", "us-33-1012-583" ], "employment": { "value": 154610, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 106040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 30, 40 ], "band": "low", "headlineShare": 0.2752919897682218, "headlineShareRange": [ 0.21299557837008304, 0.32768122954445617 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:57:03.912Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-1021", "market": "us", "socCode": "33-1021", "title": "First-Line Supervisors of Firefighting and Prevention Workers", "slug": "first-line-supervisors-of-firefighting-and-prevention-workers", "description": "Directly supervise and coordinate activities of workers engaged in firefighting and fire prevention and control.", "taskIds": [ "us-33-1021-22910", "us-33-1021-22911", "us-33-1021-22912", "us-33-1021-22913", "us-33-1021-22914", "us-33-1021-22915", "us-33-1021-22916", "us-33-1021-22917", "us-33-1021-22918", "us-33-1021-22919", "us-33-1021-22920", "us-33-1021-22921", "us-33-1021-22922", "us-33-1021-22923", "us-33-1021-22924", "us-33-1021-22925", "us-33-1021-22926", "us-33-1021-22927", "us-33-1021-22928", "us-33-1021-22929", "us-33-1021-22930", "us-33-1021-22931", "us-33-1021-22932", "us-33-1021-22933", "us-33-1021-22934", "us-33-1021-22935", "us-33-1021-22936", "us-33-1021-22937", "us-33-1021-22938", "us-33-1021-22939" ], "employment": { "value": 99140, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 93530, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3313", "uk-soc-3114", "uk-soc-3115", "uk-soc-3119", "uk-soc-1163" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 22, 33 ], "band": "low", "headlineShare": 0.1276103449227819, "headlineShareRange": [ 0.09014591464516745, 0.19110470194877546 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:57:03.538Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-1091", "market": "us", "socCode": "33-1091", "title": "First-Line Supervisors of Security Workers", "slug": "first-line-supervisors-of-security-workers", "description": "Directly supervise and coordinate activities of security workers and security guards.", "taskIds": [ "us-33-1091-22940", "us-33-1091-22941", "us-33-1091-22942", "us-33-1091-22943", "us-33-1091-22944", "us-33-1091-22945", "us-33-1091-22946", "us-33-1091-22947", "us-33-1091-22948", "us-33-1091-22949", "us-33-1091-22950", "us-33-1091-22951", "us-33-1091-22952", "us-33-1091-22953", "us-33-1091-22954", "us-33-1091-22955", "us-33-1091-22956", "us-33-1091-22957", "us-33-1091-22958", "us-33-1091-22959", "us-33-1091-22960" ], "employment": { "value": 81480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 55940, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311", "uk-soc-9231" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 30, "occScoreRange": [ 26, 36 ], "band": "low", "headlineShare": 0.19634000509923916, "headlineShareRange": [ 0.17332248741879222, 0.28835502398952384 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-1099", "market": "us", "socCode": "33-1099", "title": "First-Line Supervisors of Protective Service Workers, All Other", "slug": "first-line-supervisors-of-protective-service-workers-all-other", "description": "All protective service supervisors not listed separately above.", "taskIds": [], "employment": { "value": 20690, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76400, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311", "uk-soc-9231" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-2011", "market": "us", "socCode": "33-2011", "title": "Firefighters", "slug": "firefighters", "description": "Control and extinguish fires or respond to emergency situations where life, property, or the environment is at risk. Duties may include fire prevention, emergency medical service, hazardous material response, search and rescue, and disaster assistance.", "taskIds": [ "us-33-2011-22961", "us-33-2011-22962", "us-33-2011-22963", "us-33-2011-22964", "us-33-2011-22965", "us-33-2011-22966", "us-33-2011-22967", "us-33-2011-22968", "us-33-2011-22969", "us-33-2011-22970", "us-33-2011-22971", "us-33-2011-22972", "us-33-2011-22973", "us-33-2011-22974", "us-33-2011-22975", "us-33-2011-22976", "us-33-2011-22977", "us-33-2011-22978", "us-33-2011-22979", "us-33-2011-22980", "us-33-2011-22981", "us-33-2011-22982", "us-33-2011-22983", "us-33-2011-22984", "us-33-2011-22985", "us-33-2011-22986", "us-33-2011-22987", "us-33-2011-22988", "us-33-2011-22989", "us-33-2011-22990" ], "employment": { "value": 345990, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3313" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 8 ], "band": "minimal", "headlineShare": 0.02986073564930345, "headlineShareRange": [ 0.02986073564930345, 0.02986073564930345 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:57:03.538Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-2021", "market": "us", "socCode": "33-2021", "title": "Fire Inspectors and Investigators", "slug": "fire-inspectors-and-investigators", "description": "Inspect buildings to detect fire hazards and enforce local ordinances and state laws, or investigate and gather facts to determine cause of fires and explosions.", "taskIds": [ "us-33-2021-22991", "us-33-2021-22992", "us-33-2021-22993", "us-33-2021-22994", "us-33-2021-22995", "us-33-2021-22996", "us-33-2021-22997", "us-33-2021-22998", "us-33-2021-22999", "us-33-2021-23000", "us-33-2021-23001", "us-33-2021-23002", "us-33-2021-23003", "us-33-2021-23004", "us-33-2021-23005", "us-33-2021-23006", "us-33-2021-23007", "us-33-2021-23008", "us-33-2021-23009", "us-33-2021-23010", "us-33-2021-23011", "us-33-2021-23012", "us-33-2021-23013", "us-33-2021-23014", "us-33-2021-23015", "us-33-2021-23016", "us-33-2021-23017", "us-33-2021-23018", "us-33-2021-23019", "us-33-2021-23020" ], "employment": { "value": 13800, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 75920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3114", "uk-soc-3115", "uk-soc-3119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 14, 25 ], "band": "minimal", "headlineShare": 0.08099626302432018, "headlineShareRange": [ 0.08099626302432018, 0.09925362287912924 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:49.177Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-2022", "market": "us", "socCode": "33-2022", "title": "Forest Fire Inspectors and Prevention Specialists", "slug": "forest-fire-inspectors-and-prevention-specialists", "description": "Enforce fire regulations, inspect forest for fire hazards, and recommend forest fire prevention or control measures. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-3011", "market": "us", "socCode": "33-3011", "title": "Bailiffs", "slug": "bailiffs", "description": "Maintain order in courts of law.", "taskIds": [ "us-33-3011-2091", "us-33-3011-2092", "us-33-3011-2093", "us-33-3011-2094", "us-33-3011-2095", "us-33-3011-2097", "us-33-3011-2098", "us-33-3011-20123", "us-33-3011-20124", "us-33-3011-20125", "us-33-3011-20126", "us-33-3011-20127", "us-33-3011-20128", "us-33-3011-21197", "us-33-3011-21198" ], "employment": { "value": 17310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 56600, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3520" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 9 ], "band": "minimal", "headlineShare": 0.044746196222803694, "headlineShareRange": [ 0.044746196222803694, 0.044746196222803694 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:31:50.705Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-3012", "market": "us", "socCode": "33-3012", "title": "Correctional Officers and Jailers", "slug": "correctional-officers-and-jailers", "description": "Guard inmates in penal or rehabilitative institutions in accordance with established regulations and procedures. May guard prisoners in transit between jail, courtroom, prison, or other point. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-3021", "market": "us", "socCode": "33-3021", "title": "Detectives and Criminal Investigators", "slug": "detectives-and-criminal-investigators", "description": "Conduct investigations related to suspected violations of federal, state, or local laws to prevent or solve crimes.", "taskIds": [ "us-33-3021-2120", "us-33-3021-2121", "us-33-3021-2122", "us-33-3021-2123", "us-33-3021-2125", "us-33-3021-2127", "us-33-3021-2129", "us-33-3021-17542", "us-33-3021-17543", "us-33-3021-17544", "us-33-3021-17545", "us-33-3021-17546", "us-33-3021-17547", "us-33-3021-17548", "us-33-3021-17549", "us-33-3021-17550", "us-33-3021-17551", "us-33-3021-17552", "us-33-3021-17553", "us-33-3021-17554", "us-33-3021-17555", "us-33-3021-17556", "us-33-3021-17557", "us-33-3021-17558", "us-33-3021-17559", "us-33-3021-18708", "us-33-3021-18709", "us-33-3021-18710", "us-33-3021-18711", "us-33-3021-18712", "us-33-3021-18713", "us-33-3021-21036", "us-33-3021-21037", "us-33-3021-21199", "us-33-3021-21200", "us-33-3021-23021", "us-33-3021-23022", "us-33-3021-23023", "us-33-3021-23024", "us-33-3021-23025", "us-33-3021-23026", "us-33-3021-23027", "us-33-3021-23028", "us-33-3021-23029", "us-33-3021-23030", "us-33-3021-23031", "us-33-3021-23032", "us-33-3021-23033", "us-33-3021-23034", "us-33-3021-23035", "us-33-3021-23036", "us-33-3021-23037", "us-33-3021-23038", "us-33-3021-23039", "us-33-3021-23040", "us-33-3021-23041", "us-33-3021-23042", "us-33-3021-23043", "us-33-3021-23044", "us-33-3021-23045", "us-33-3021-23046", "us-33-3021-23047", "us-33-3021-23048", "us-33-3021-23049", "us-33-3021-23050", "us-33-3021-23997", "us-33-3021-24007" ], "employment": { "value": 114430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 93790, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3312", "uk-soc-1162" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 28, 38 ], "band": "low", "headlineShare": 0.29040462502545195, "headlineShareRange": [ 0.18051525685035413, 0.3450535278480346 ], "scoredTaskCount": 67 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-3031", "market": "us", "socCode": "33-3031", "title": "Fish and Game Wardens", "slug": "fish-and-game-wardens", "description": "Patrol assigned area to prevent fish and game law violations. Investigate reports of damage to crops or property by wildlife. Compile biological data.", "taskIds": [ "us-33-3031-7915", "us-33-3031-7918", "us-33-3031-7919", "us-33-3031-7921", "us-33-3031-7922", "us-33-3031-7923", "us-33-3031-7924", "us-33-3031-7925", "us-33-3031-7926", "us-33-3031-7928", "us-33-3031-7929", "us-33-3031-7930", "us-33-3031-7931", "us-33-3031-7932", "us-33-3031-7933", "us-33-3031-7934", "us-33-3031-20582", "us-33-3031-20583", "us-33-3031-20584", "us-33-3031-20585", "us-33-3031-20586", "us-33-3031-20587", "us-33-3031-20588", "us-33-3031-20589" ], "employment": { "value": 5770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 74060, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 10, 21 ], "band": "minimal", "headlineShare": 0.026476143771312313, "headlineShareRange": [ 0.026476143771312313, 0.026476143771312313 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:51:00.242Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-3041", "market": "us", "socCode": "33-3041", "title": "Parking Enforcement Workers", "slug": "parking-enforcement-workers", "description": "Patrol assigned area, such as public parking lot or city streets to issue tickets to overtime parking violators and illegally parked vehicles.", "taskIds": [ "us-33-3041-7935", "us-33-3041-7936", "us-33-3041-7937", "us-33-3041-7938", "us-33-3041-7939", "us-33-3041-7940", "us-33-3041-7941", "us-33-3041-7942", "us-33-3041-7943", "us-33-3041-7944", "us-33-3041-7945", "us-33-3041-7946", "us-33-3041-7947", "us-33-3041-7948", "us-33-3041-7949", "us-33-3041-7950", "us-33-3041-7951", "us-33-3041-7952", "us-33-3041-7953", "us-33-3041-7954", "us-33-3041-7955", "us-33-3041-7956" ], "employment": { "value": 9050, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46730, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 14, 24 ], "band": "minimal", "headlineShare": 0.040876702503089224, "headlineShareRange": [ 0.040876702503089224, 0.08882832913000455 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-3051", "market": "us", "socCode": "33-3051", "title": "Police and Sheriff's Patrol Officers", "slug": "police-and-sheriff-s-patrol-officers", "description": "Maintain order and protect life and property by enforcing local, tribal, state, or federal laws and ordinances. Perform a combination of the following duties: patrol a specific area; direct traffic; issue traffic summonses; investigate accidents; apprehend and arrest suspects, or serve legal processes of courts. Includes police officers working at educational institutions.", "taskIds": [ "us-33-3051-9450", "us-33-3051-9451", "us-33-3051-9452", "us-33-3051-9453", "us-33-3051-9454", "us-33-3051-9455", "us-33-3051-9456", "us-33-3051-9457", "us-33-3051-9458", "us-33-3051-9459", "us-33-3051-9460", "us-33-3051-23051", "us-33-3051-23052", "us-33-3051-23053", "us-33-3051-23054", "us-33-3051-23055", "us-33-3051-23056", "us-33-3051-23057", "us-33-3051-23058", "us-33-3051-23059", "us-33-3051-23060", "us-33-3051-23061", "us-33-3051-23062", "us-33-3051-23063", "us-33-3051-23064", "us-33-3051-23065", "us-33-3051-23066", "us-33-3051-23067", "us-33-3051-23068", "us-33-3051-23069", "us-33-3051-23070", "us-33-3051-23071", "us-33-3051-23072", "us-33-3051-23073", "us-33-3051-23074", "us-33-3051-23075", "us-33-3051-23076", "us-33-3051-23077", "us-33-3051-23078", "us-33-3051-23079", "us-33-3051-23080" ], "employment": { "value": 670520, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76210, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3312", "uk-soc-6311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 13, 22 ], "band": "minimal", "headlineShare": 0.02374915789172422, "headlineShareRange": [ 0, 0.1400311252685673 ], "scoredTaskCount": 41 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:57:03.912Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-3052", "market": "us", "socCode": "33-3052", "title": "Transit and Railroad Police", "slug": "transit-and-railroad-police", "description": "Protect and police railroad and transit property, employees, or passengers.", "taskIds": [ "us-33-3052-9475", "us-33-3052-9476", "us-33-3052-9477", "us-33-3052-9478", "us-33-3052-9479", "us-33-3052-9480", "us-33-3052-9481", "us-33-3052-9482", "us-33-3052-9484", "us-33-3052-21002", "us-33-3052-21003", "us-33-3052-21004" ], "employment": { "value": 4390, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 90230, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 22 ], "band": "minimal", "headlineShare": 0.11410262846814938, "headlineShareRange": [ 0.11410262846814938, 0.11410262846814938 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-9011", "market": "us", "socCode": "33-9011", "title": "Animal Control Workers", "slug": "animal-control-workers", "description": "Handle animals for the purpose of investigations of mistreatment, or control of abandoned, dangerous, or unattended animals.", "taskIds": [ "us-33-9011-7958", "us-33-9011-7959", "us-33-9011-7960", "us-33-9011-7961", "us-33-9011-7962", "us-33-9011-7963", "us-33-9011-7964", "us-33-9011-7965", "us-33-9011-7966", "us-33-9011-7967", "us-33-9011-7968", "us-33-9011-7969", "us-33-9011-7970", "us-33-9011-7971", "us-33-9011-7972", "us-33-9011-7973" ], "employment": { "value": 12070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45660, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311", "uk-soc-6129", "uk-soc-3581" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 15, 24 ], "band": "minimal", "headlineShare": 0.0694680968305613, "headlineShareRange": [ 0.0694680968305613, 0.21229651077032596 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-9021", "market": "us", "socCode": "33-9021", "title": "Private Detectives and Investigators", "slug": "private-detectives-and-investigators", "description": "Gather, analyze, compile, and report information regarding individuals or organizations to clients, or detect occurrences of unlawful acts or infractions of rules in private establishment.", "taskIds": [ "us-33-9021-13095", "us-33-9021-13096", "us-33-9021-13097", "us-33-9021-13099", "us-33-9021-13100", "us-33-9021-13101", "us-33-9021-13102", "us-33-9021-13103", "us-33-9021-13104", "us-33-9021-13105", "us-33-9021-13106", "us-33-9021-13107", "us-33-9021-13109", "us-33-9021-20758" ], "employment": { "value": 35580, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3520" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 27, 38 ], "band": "low", "headlineShare": 0.25124544307161045, "headlineShareRange": [ 0.10710152458992551, 0.25124544307161045 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:54.124Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-9031", "market": "us", "socCode": "33-9031", "title": "Gambling Surveillance Officers and Gambling Investigators", "slug": "gambling-surveillance-officers-and-gambling-investigators", "description": "Observe gambling operation for irregular activities such as cheating or theft by either employees or patrons. Investigate potential threats to gambling assets such as money, chips, and gambling equipment. Act as oversight and security agent for management and customers.", "taskIds": [ "us-33-9031-4407", "us-33-9031-4408", "us-33-9031-4409", "us-33-9031-4410", "us-33-9031-4411", "us-33-9031-21145", "us-33-9031-21146", "us-33-9031-21147" ], "employment": { "value": 9520, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43370, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3520", "uk-soc-9231", "uk-soc-1256" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 34, 47 ], "band": "partial", "headlineShare": 0.2619437888772024, "headlineShareRange": [ 0.13329606505709438, 0.2619437888772024 ], "scoredTaskCount": 8 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-9032", "market": "us", "socCode": "33-9032", "title": "Security Guards", "slug": "security-guards", "description": "Guard, patrol, or monitor premises to prevent theft, violence, or infractions of rules. May operate x-ray and metal detector equipment.", "taskIds": [ "us-33-9032-2131", "us-33-9032-2132", "us-33-9032-2133", "us-33-9032-2134", "us-33-9032-2135", "us-33-9032-2136", "us-33-9032-2137", "us-33-9032-2138", "us-33-9032-2139", "us-33-9032-2140", "us-33-9032-2141", "us-33-9032-2143", "us-33-9032-20894", "us-33-9032-20895" ], "employment": { "value": 1283470, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38020, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9231" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 11, 19 ], "band": "minimal", "headlineShare": 0.07574701287431482, "headlineShareRange": [ 0, 0.07574701287431482 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-9091", "market": "us", "socCode": "33-9091", "title": "Crossing Guards and Flaggers", "slug": "crossing-guards-and-flaggers", "description": "Guide or control vehicular or pedestrian traffic at such places as streets, schools, railroad crossings, or construction sites.", "taskIds": [ "us-33-9091-11116", "us-33-9091-11117", "us-33-9091-11118", "us-33-9091-11119", "us-33-9091-11120", "us-33-9091-11121", "us-33-9091-11122", "us-33-9091-11123", "us-33-9091-11124", "us-33-9091-11125", "us-33-9091-11126", "us-33-9091-11127" ], "employment": { "value": 94360, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311", "uk-soc-8234" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 4, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-9092", "market": "us", "socCode": "33-9092", "title": "Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers", "slug": "lifeguards-ski-patrol-and-other-recreational-protective-service-workers", "description": "Monitor recreational areas, such as pools, beaches, or ski slopes, to provide assistance and protection to participants.", "taskIds": [ "us-33-9092-5039", "us-33-9092-5040", "us-33-9092-5041", "us-33-9092-5042", "us-33-9092-5043", "us-33-9092-5044", "us-33-9092-5045", "us-33-9092-5046", "us-33-9092-5047", "us-33-9092-5048", "us-33-9092-5049", "us-33-9092-5050", "us-33-9092-5051", "us-33-9092-5052", "us-33-9092-20129" ], "employment": { "value": 157550, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 33580, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 10, 17 ], "band": "minimal", "headlineShare": 0.07582828798587979, "headlineShareRange": [ 0, 0.07582828798587979 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-9093", "market": "us", "socCode": "33-9093", "title": "Transportation Security Screeners", "slug": "transportation-security-screeners", "description": "Conduct screening of passengers, baggage, or cargo to ensure compliance with Transportation Security Administration (TSA) regulations. May operate basic security equipment such as x-ray machines and hand wands at screening checkpoints.", "taskIds": [ "us-33-9093-15331", "us-33-9093-15332", "us-33-9093-15333", "us-33-9093-15334", "us-33-9093-15335", "us-33-9093-15336", "us-33-9093-15337", "us-33-9093-15338", "us-33-9093-15339", "us-33-9093-15340", "us-33-9093-15341", "us-33-9093-15342", "us-33-9093-15343", "us-33-9093-15344", "us-33-9093-15345", "us-33-9093-15346", "us-33-9093-15347", "us-33-9093-15348", "us-33-9093-15349", "us-33-9093-15350", "us-33-9093-15351", "us-33-9093-15352", "us-33-9093-15353", "us-33-9093-15354", "us-33-9093-15355", "us-33-9093-15356" ], "employment": { "value": 50290, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 66770, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9231" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 12, 22 ], "band": "minimal", "headlineShare": 0.03925692525868578, "headlineShareRange": [ 0, 0.03925692525868578 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-9094", "market": "us", "socCode": "33-9094", "title": "School Bus Monitors", "slug": "school-bus-monitors", "description": "Maintain order among students on a school bus. Duties include helping students safely board and exit and communicating behavioral problems. May perform pretrip and posttrip inspections and prepare for and assist in emergency evacuations.", "taskIds": [ "us-33-9094-23081", "us-33-9094-23082", "us-33-9094-23083", "us-33-9094-23084", "us-33-9094-23085", "us-33-9094-23086", "us-33-9094-23087", "us-33-9094-23088", "us-33-9094-23089", "us-33-9094-23090", "us-33-9094-23091", "us-33-9094-23092", "us-33-9094-23093", "us-33-9094-23094", "us-33-9094-23095", "us-33-9094-23096", "us-33-9094-23097", "us-33-9094-23098" ], "employment": { "value": 78420, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0.05555555555555555, "headlineShareRange": [ 0.05555555555555555, 0.05555555555555555 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-33-9099", "market": "us", "socCode": "33-9099", "title": "Protective Service Workers, All Other", "slug": "protective-service-workers-all-other", "description": "All protective service workers not listed separately.", "taskIds": [ "us-33-9099-17560", "us-33-9099-17561", "us-33-9099-17562", "us-33-9099-17563", "us-33-9099-17564", "us-33-9099-17565", "us-33-9099-17566", "us-33-9099-17567", "us-33-9099-17568", "us-33-9099-17569", "us-33-9099-17570", "us-33-9099-17571", "us-33-9099-17572", "us-33-9099-17573", "us-33-9099-17574", "us-33-9099-17575", "us-33-9099-17576", "us-33-9099-17577", "us-33-9099-17578", "us-33-9099-17579", "us-33-9099-17580" ], "employment": { "value": 81500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42540, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 26, 37 ], "band": "low", "headlineShare": 0.19041295902087224, "headlineShareRange": [ 0.10201568543600342, 0.32419168296319606 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-1011", "market": "us", "socCode": "35-1011", "title": "Chefs and Head Cooks", "slug": "chefs-and-head-cooks", "description": "Direct and may participate in the preparation, seasoning, and cooking of salads, soups, fish, meats, vegetables, desserts, or other foods. May plan and price menu items, order supplies, and keep records and accounts.", "taskIds": [ "us-35-1011-11128", "us-35-1011-11129", "us-35-1011-11130", "us-35-1011-11131", "us-35-1011-11132", "us-35-1011-11133", "us-35-1011-11134", "us-35-1011-11135", "us-35-1011-11136", "us-35-1011-11137", "us-35-1011-11138", "us-35-1011-11139", "us-35-1011-11140", "us-35-1011-11141", "us-35-1011-11142", "us-35-1011-11143", "us-35-1011-11144", "us-35-1011-11145", "us-35-1011-11146", "us-35-1011-11147", "us-35-1011-11148" ], "employment": { "value": 200040, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62470, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5434" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 30, 41 ], "band": "low", "headlineShare": 0.36528168172444303, "headlineShareRange": [ 0.23733892041437307, 0.36528168172444303 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-1012", "market": "us", "socCode": "35-1012", "title": "First-Line Supervisors of Food Preparation and Serving Workers", "slug": "first-line-supervisors-of-food-preparation-and-serving-workers", "description": "Directly supervise and coordinate activities of workers engaged in preparing and serving food.", "taskIds": [ "us-35-1012-2144", "us-35-1012-2145", "us-35-1012-2146", "us-35-1012-2147", "us-35-1012-2148", "us-35-1012-2150", "us-35-1012-2151", "us-35-1012-2153", "us-35-1012-2154", "us-35-1012-2155", "us-35-1012-2156", "us-35-1012-2157", "us-35-1012-2158", "us-35-1012-2161", "us-35-1012-2164", "us-35-1012-2165", "us-35-1012-2166", "us-35-1012-2167", "us-35-1012-18714", "us-35-1012-18715", "us-35-1012-18716", "us-35-1012-18717", "us-35-1012-18718", "us-35-1012-18719", "us-35-1012-18720", "us-35-1012-18721" ], "employment": { "value": 1223240, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5434", "uk-soc-5435" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 29, 41 ], "band": "low", "headlineShare": 0.21159785869564676, "headlineShareRange": [ 0.14603602691026998, 0.2555003261394521 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-2011", "market": "us", "socCode": "35-2011", "title": "Cooks, Fast Food", "slug": "cooks-fast-food", "description": "Prepare and cook food in a fast food restaurant with a limited menu. Duties of these cooks are limited to preparation of a few basic items and normally involve operating large-volume single-purpose cooking equipment.", "taskIds": [ "us-35-2011-5053", "us-35-2011-5054", "us-35-2011-5055", "us-35-2011-5056", "us-35-2011-5057", "us-35-2011-5058", "us-35-2011-5059", "us-35-2011-5060", "us-35-2011-5061", "us-35-2011-5062", "us-35-2011-5063", "us-35-2011-5064", "us-35-2011-5065", "us-35-2011-5066", "us-35-2011-5067", "us-35-2011-5068", "us-35-2011-5069", "us-35-2011-5070", "us-35-2011-5071" ], "employment": { "value": 641070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 30890, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5435", "uk-soc-9263" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:31:13.495Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-2012", "market": "us", "socCode": "35-2012", "title": "Cooks, Institution and Cafeteria", "slug": "cooks-institution-and-cafeteria", "description": "Prepare and cook large quantities of food for institutions, such as schools, hospitals, or cafeterias.", "taskIds": [ "us-35-2012-9486", "us-35-2012-9487", "us-35-2012-9488", "us-35-2012-9489", "us-35-2012-9490", "us-35-2012-9491", "us-35-2012-9492", "us-35-2012-9493", "us-35-2012-9494", "us-35-2012-9495", "us-35-2012-9496", "us-35-2012-9497", "us-35-2012-9498", "us-35-2012-9499", "us-35-2012-9500", "us-35-2012-21148", "us-35-2012-21149" ], "employment": { "value": 441050, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37450, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5435" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 18, 26 ], "band": "low", "headlineShare": 0.20779353684420887, "headlineShareRange": [ 0.16395898260078434, 0.2537284321001502 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:19:37.666Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-2013", "market": "us", "socCode": "35-2013", "title": "Cooks, Private Household", "slug": "cooks-private-household", "description": "Prepare meals in private homes. Includes personal chefs.", "taskIds": [ "us-35-2013-9501", "us-35-2013-9502", "us-35-2013-9503", "us-35-2013-9504", "us-35-2013-9505", "us-35-2013-9506", "us-35-2013-9507", "us-35-2013-9508", "us-35-2013-9509", "us-35-2013-9510", "us-35-2013-9511", "us-35-2013-20896", "us-35-2013-20897" ], "employment": { "value": 1100, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47940, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5435" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 14, 24 ], "band": "minimal", "headlineShare": 0.08698528505428973, "headlineShareRange": [ 0.08698528505428973, 0.17845635835128948 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-2014", "market": "us", "socCode": "35-2014", "title": "Cooks, Restaurant", "slug": "cooks-restaurant", "description": "Prepare, season, and cook dishes such as soups, meats, vegetables, or desserts in restaurants. May order supplies, keep records and accounts, price items on menu, or plan menu.", "taskIds": [ "us-35-2014-2169", "us-35-2014-2170", "us-35-2014-2171", "us-35-2014-2172", "us-35-2014-2173", "us-35-2014-2175", "us-35-2014-2176", "us-35-2014-2177", "us-35-2014-2178", "us-35-2014-2179", "us-35-2014-2180", "us-35-2014-2181", "us-35-2014-2182", "us-35-2014-2183", "us-35-2014-2184", "us-35-2014-2185", "us-35-2014-2186", "us-35-2014-18722", "us-35-2014-18723", "us-35-2014-18724" ], "employment": { "value": 1409890, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5435" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0.043661273624539844, "headlineShareRange": [ 0.043661273624539844, 0.11109028741724773 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:30:43.879Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-2015", "market": "us", "socCode": "35-2015", "title": "Cooks, Short Order", "slug": "cooks-short-order", "description": "Prepare and cook to order a variety of foods that require only a short preparation time. May take orders from customers and serve patrons at counters or tables.", "taskIds": [ "us-35-2015-2187", "us-35-2015-2188", "us-35-2015-2189", "us-35-2015-2190", "us-35-2015-2191", "us-35-2015-2192", "us-35-2015-2194", "us-35-2015-2195", "us-35-2015-18725", "us-35-2015-18726", "us-35-2015-18727" ], "employment": { "value": 138650, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35880, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5435" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 1, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:22:05.609Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-2019", "market": "us", "socCode": "35-2019", "title": "Cooks, All Other", "slug": "cooks-all-other", "description": "All cooks not listed separately.", "taskIds": [], "employment": { "value": 19350, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37690, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5435" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-2021", "market": "us", "socCode": "35-2021", "title": "Food Preparation Workers", "slug": "food-preparation-workers", "description": "Perform a variety of food preparation duties other than cooking, such as preparing cold foods and shellfish, slicing meat, and brewing coffee or tea.", "taskIds": [ "us-35-2021-2197", "us-35-2021-2199", "us-35-2021-2200", "us-35-2021-2201", "us-35-2021-2203", "us-35-2021-2204", "us-35-2021-2206", "us-35-2021-2207", "us-35-2021-2208", "us-35-2021-2209", "us-35-2021-2210", "us-35-2021-2211", "us-35-2021-2212", "us-35-2021-2213", "us-35-2021-2214", "us-35-2021-2215", "us-35-2021-2216", "us-35-2021-2217", "us-35-2021-2218", "us-35-2021-2219", "us-35-2021-2220", "us-35-2021-2221", "us-35-2021-2222", "us-35-2021-18728", "us-35-2021-18729", "us-35-2021-18730", "us-35-2021-18731", "us-35-2021-18732", "us-35-2021-18733", "us-35-2021-18734", "us-35-2021-21005" ], "employment": { "value": 893600, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35320, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9263", "uk-soc-9261" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.024797688654835344 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:19:37.666Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-3011", "market": "us", "socCode": "35-3011", "title": "Bartenders", "slug": "bartenders", "description": "Mix and serve drinks to patrons, directly or through waitstaff.", "taskIds": [ "us-35-3011-2223", "us-35-3011-2224", "us-35-3011-2225", "us-35-3011-2226", "us-35-3011-2227", "us-35-3011-2228", "us-35-3011-2229", "us-35-3011-2230", "us-35-3011-2231", "us-35-3011-2232", "us-35-3011-2233", "us-35-3011-2234", "us-35-3011-2235", "us-35-3011-2236", "us-35-3011-2237", "us-35-3011-2238", "us-35-3011-2239", "us-35-3011-2240", "us-35-3011-2241", "us-35-3011-18735" ], "employment": { "value": 756390, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 34340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9265", "uk-soc-9266" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 9, 17 ], "band": "minimal", "headlineShare": 0.09655807609489629, "headlineShareRange": [ 0.06217320037038326, 0.09655807609489629 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:13:19.389Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-3023", "market": "us", "socCode": "35-3023", "title": "Fast Food and Counter Workers", "slug": "fast-food-and-counter-workers", "description": "Perform duties such as taking orders and serving food and beverages. Serve customers at counter or from a steam table. May take payment. May prepare food and beverages.", "taskIds": [ "us-35-3023-17581", "us-35-3023-17582", "us-35-3023-17583", "us-35-3023-17584", "us-35-3023-17585", "us-35-3023-17586", "us-35-3023-17587", "us-35-3023-17588", "us-35-3023-17589", "us-35-3023-17590", "us-35-3023-17591", "us-35-3023-17592", "us-35-3023-17593", "us-35-3023-17594", "us-35-3023-17595", "us-35-3023-17596", "us-35-3023-17597", "us-35-3023-17598", "us-35-3023-17599", "us-35-3023-23099", "us-35-3023-23100", "us-35-3023-23101", "us-35-3023-23102", "us-35-3023-23103", "us-35-3023-23104", "us-35-3023-23105", "us-35-3023-23106", "us-35-3023-23107", "us-35-3023-23108", "us-35-3023-23109", "us-35-3023-23110", "us-35-3023-23111", "us-35-3023-23112", "us-35-3023-23113", "us-35-3023-23114", "us-35-3023-23115", "us-35-3023-23116", "us-35-3023-23117", "us-35-3023-23118", "us-35-3023-23119", "us-35-3023-23120", "us-35-3023-23121", "us-35-3023-23122", "us-35-3023-23123", "us-35-3023-23124", "us-35-3023-23125" ], "employment": { "value": 3854050, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 31200, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9263" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0.01823809968140847, "headlineShareRange": [ 0.01823809968140847, 0.01823809968140847 ], "scoredTaskCount": 46 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:08:06.879Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-3031", "market": "us", "socCode": "35-3031", "title": "Waiters and Waitresses", "slug": "waiters-and-waitresses", "description": "Take orders and serve food and beverages to patrons at tables in dining establishment.", "taskIds": [ "us-35-3031-2275", "us-35-3031-2276", "us-35-3031-2277", "us-35-3031-2278", "us-35-3031-2279", "us-35-3031-2280", "us-35-3031-2281", "us-35-3031-2283", "us-35-3031-2284", "us-35-3031-2285", "us-35-3031-2286", "us-35-3031-2287", "us-35-3031-2288", "us-35-3031-2289", "us-35-3031-2290", "us-35-3031-2291", "us-35-3031-2292", "us-35-3031-2293", "us-35-3031-2294", "us-35-3031-2295", "us-35-3031-18744", "us-35-3031-18745", "us-35-3031-18746", "us-35-3031-18747", "us-35-3031-18748" ], "employment": { "value": 2270910, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35230, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9264" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 5, 14 ], "band": "minimal", "headlineShare": 0.04677033697865814, "headlineShareRange": [ 0.04677033697865814, 0.04677033697865814 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-3041", "market": "us", "socCode": "35-3041", "title": "Food Servers, Nonrestaurant", "slug": "food-servers-nonrestaurant", "description": "Serve food to individuals outside of a restaurant environment, such as in hotel rooms, hospital rooms, residential care facilities, or cars.", "taskIds": [ "us-35-3041-11149", "us-35-3041-11150", "us-35-3041-11151", "us-35-3041-11152", "us-35-3041-11153", "us-35-3041-11154", "us-35-3041-11155", "us-35-3041-11156", "us-35-3041-11157", "us-35-3041-11158", "us-35-3041-11159", "us-35-3041-11160", "us-35-3041-11161", "us-35-3041-11162" ], "employment": { "value": 293900, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35360, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9264", "uk-soc-9263" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:19:37.666Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-9011", "market": "us", "socCode": "35-9011", "title": "Dining Room and Cafeteria Attendants and Bartender Helpers", "slug": "dining-room-and-cafeteria-attendants-and-bartender-helpers", "description": "Facilitate food service. Clean tables; remove dirty dishes; replace soiled table linens; set tables; replenish supply of clean linens, silverware, glassware, and dishes; supply service bar with food; and serve items such as water, condiments, and coffee to patrons.", "taskIds": [ "us-35-9011-11163", "us-35-9011-11164", "us-35-9011-11165", "us-35-9011-11166", "us-35-9011-11167", "us-35-9011-11168", "us-35-9011-11169", "us-35-9011-11170", "us-35-9011-11171", "us-35-9011-11172", "us-35-9011-11173", "us-35-9011-11174", "us-35-9011-11175", "us-35-9011-11176", "us-35-9011-11177", "us-35-9011-11178", "us-35-9011-11179", "us-35-9011-11180", "us-35-9011-11181", "us-35-9011-11182", "us-35-9011-11183", "us-35-9011-11184", "us-35-9011-23929" ], "employment": { "value": 542750, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 33980, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9263", "uk-soc-9261", "uk-soc-9265" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:08:06.879Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-9021", "market": "us", "socCode": "35-9021", "title": "Dishwashers", "slug": "dishwashers", "description": "Clean dishes, kitchen, food preparation equipment, or utensils.", "taskIds": [ "us-35-9021-11186", "us-35-9021-11187", "us-35-9021-11188", "us-35-9021-11189", "us-35-9021-11190", "us-35-9021-11191", "us-35-9021-11192", "us-35-9021-11193", "us-35-9021-11194", "us-35-9021-11195", "us-35-9021-11196", "us-35-9021-11197", "us-35-9021-11198" ], "employment": { "value": 477450, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 34810, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9263", "uk-soc-9261" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:19:37.666Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-9031", "market": "us", "socCode": "35-9031", "title": "Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop", "slug": "hosts-and-hostesses-restaurant-lounge-and-coffee-shop", "description": "Welcome patrons, seat them at tables or in lounge, and help ensure quality of facilities and service.", "taskIds": [ "us-35-9031-2296", "us-35-9031-2297", "us-35-9031-2301", "us-35-9031-2302", "us-35-9031-2303", "us-35-9031-2304", "us-35-9031-2305", "us-35-9031-2306", "us-35-9031-2307", "us-35-9031-2309", "us-35-9031-2310", "us-35-9031-2312", "us-35-9031-2313", "us-35-9031-18749", "us-35-9031-18750", "us-35-9031-18751", "us-35-9031-18752", "us-35-9031-18753", "us-35-9031-18754", "us-35-9031-21070" ], "employment": { "value": 432690, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 31200, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 13, 22 ], "band": "minimal", "headlineShare": 0.08143162841362181, "headlineShareRange": [ 0.08143162841362181, 0.1493874353295647 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:41:21.168Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-35-9099", "market": "us", "socCode": "35-9099", "title": "Food Preparation and Serving Related Workers, All Other", "slug": "food-preparation-and-serving-related-workers-all-other", "description": "All food preparation and serving related workers not listed separately.", "taskIds": [], "employment": { "value": 84630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35840, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9263", "uk-soc-9261" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-1011", "market": "us", "socCode": "37-1011", "title": "First-Line Supervisors of Housekeeping and Janitorial Workers", "slug": "first-line-supervisors-of-housekeeping-and-janitorial-workers", "description": "Directly supervise and coordinate work activities of cleaning personnel in hotels, hospitals, offices, and other establishments.", "taskIds": [ "us-37-1011-9512", "us-37-1011-9513", "us-37-1011-9514", "us-37-1011-9515", "us-37-1011-9516", "us-37-1011-9517", "us-37-1011-9519", "us-37-1011-9520", "us-37-1011-9521", "us-37-1011-9522", "us-37-1011-9523", "us-37-1011-9524", "us-37-1011-9525", "us-37-1011-9526", "us-37-1011-9527", "us-37-1011-9528", "us-37-1011-9529", "us-37-1011-9530", "us-37-1011-9531", "us-37-1011-9532", "us-37-1011-9533", "us-37-1011-9534", "us-37-1011-9535", "us-37-1011-9536", "us-37-1011-20130", "us-37-1011-20131" ], "employment": { "value": 178760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6240" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 30, 41 ], "band": "low", "headlineShare": 0.17151653974493855, "headlineShareRange": [ 0.17151653974493855, 0.28938435915340155 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-1012", "market": "us", "socCode": "37-1012", "title": "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers", "slug": "first-line-supervisors-of-landscaping-lawn-service-and-groundskeeping-workers", "description": "Directly supervise and coordinate activities of workers engaged in landscaping or groundskeeping activities. Work may involve reviewing contracts to ascertain service, machine, and workforce requirements; answering inquiries from potential customers regarding methods, material, and price ranges; and preparing estimates according to labor, material, and machine costs.", "taskIds": [ "us-37-1012-11199", "us-37-1012-11200", "us-37-1012-11201", "us-37-1012-11202", "us-37-1012-11203", "us-37-1012-11204", "us-37-1012-11205", "us-37-1012-11206", "us-37-1012-11207", "us-37-1012-11208", "us-37-1012-11209", "us-37-1012-11210", "us-37-1012-11211", "us-37-1012-11212", "us-37-1012-11213", "us-37-1012-11214", "us-37-1012-11215", "us-37-1012-11216", "us-37-1012-11217", "us-37-1012-11218", "us-37-1012-11219", "us-37-1012-11220", "us-37-1012-11221", "us-37-1012-11222", "us-37-1012-11223", "us-37-1012-11224", "us-37-1012-11225", "us-37-1012-11226" ], "employment": { "value": 130760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58430, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5114", "uk-soc-6121", "uk-soc-5113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 30, 41 ], "band": "low", "headlineShare": 0.2455313220825966, "headlineShareRange": [ 0.2455313220825966, 0.2455313220825966 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:31:26.787Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-2011", "market": "us", "socCode": "37-2011", "title": "Janitors and Cleaners, Except Maids and Housekeeping Cleaners", "slug": "janitors-and-cleaners-except-maids-and-housekeeping-cleaners", "description": "Keep buildings in clean and orderly condition. Perform heavy cleaning duties, such as cleaning floors, shampooing rugs, washing walls and glass, and removing rubbish. Duties may include tending furnace and boiler, performing routine maintenance activities, notifying management of need for repairs, and cleaning snow or debris from sidewalk.", "taskIds": [ "us-37-2011-9538", "us-37-2011-9539", "us-37-2011-9540", "us-37-2011-9541", "us-37-2011-9542", "us-37-2011-9543", "us-37-2011-9544", "us-37-2011-9545", "us-37-2011-9546", "us-37-2011-9547", "us-37-2011-9548", "us-37-2011-9549", "us-37-2011-9550", "us-37-2011-9551", "us-37-2011-9552", "us-37-2011-9554", "us-37-2011-9555", "us-37-2011-9559", "us-37-2011-20590", "us-37-2011-20591", "us-37-2011-20592" ], "employment": { "value": 2209760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36840, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6232", "uk-soc-9221", "uk-soc-9262", "uk-soc-9223", "uk-soc-9229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:17:35.136Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-2012", "market": "us", "socCode": "37-2012", "title": "Maids and Housekeeping Cleaners", "slug": "maids-and-housekeeping-cleaners", "description": "Perform any combination of light cleaning duties to maintain private households or commercial establishments, such as hotels and hospitals, in a clean and orderly manner. Duties may include making beds, replenishing linens, cleaning rooms and halls, and vacuuming.", "taskIds": [ "us-37-2012-9560", "us-37-2012-9561", "us-37-2012-9562", "us-37-2012-9563", "us-37-2012-9564", "us-37-2012-9565", "us-37-2012-9566", "us-37-2012-9567", "us-37-2012-9568", "us-37-2012-9569", "us-37-2012-9570", "us-37-2012-9571", "us-37-2012-9575", "us-37-2012-9577", "us-37-2012-9578", "us-37-2012-9579", "us-37-2012-9581", "us-37-2012-9582", "us-37-2012-9586", "us-37-2012-9587" ], "employment": { "value": 860670, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35510, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9262", "uk-soc-9223", "uk-soc-9229", "uk-soc-6231" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:17:35.136Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-2019", "market": "us", "socCode": "37-2019", "title": "Building Cleaning Workers, All Other", "slug": "building-cleaning-workers-all-other", "description": "All building cleaning workers not listed separately.", "taskIds": [], "employment": { "value": 17210, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-2021", "market": "us", "socCode": "37-2021", "title": "Pest Control Workers", "slug": "pest-control-workers", "description": "Apply or release chemical solutions or toxic gases and set traps to kill or remove pests and vermin that infest buildings and surrounding areas.", "taskIds": [ "us-37-2021-7974", "us-37-2021-7975", "us-37-2021-7976", "us-37-2021-7977", "us-37-2021-7978", "us-37-2021-7979", "us-37-2021-7981", "us-37-2021-7982", "us-37-2021-7983", "us-37-2021-7985", "us-37-2021-7986", "us-37-2021-20759", "us-37-2021-20760" ], "employment": { "value": 102620, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45250, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6121" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 14, 24 ], "band": "minimal", "headlineShare": 0.12137393720632665, "headlineShareRange": [ 0, 0.19151441177579398 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-3011", "market": "us", "socCode": "37-3011", "title": "Landscaping and Groundskeeping Workers", "slug": "landscaping-and-groundskeeping-workers", "description": "Landscape or maintain grounds of property using hand or power tools or equipment. Workers typically perform a variety of tasks, which may include any combination of the following: sod laying, mowing, trimming, planting, watering, fertilizing, digging, raking, sprinkler installation, and installation of mortarless segmental concrete masonry wall units.", "taskIds": [ "us-37-3011-9589", "us-37-3011-9590", "us-37-3011-9591", "us-37-3011-9592", "us-37-3011-9593", "us-37-3011-9594", "us-37-3011-9595", "us-37-3011-9596", "us-37-3011-9597", "us-37-3011-9598", "us-37-3011-9599", "us-37-3011-9600", "us-37-3011-9601", "us-37-3011-9602", "us-37-3011-9603", "us-37-3011-9604", "us-37-3011-9605", "us-37-3011-9606", "us-37-3011-9607", "us-37-3011-9608", "us-37-3011-9609", "us-37-3011-9610", "us-37-3011-9611", "us-37-3011-9612", "us-37-3011-9614", "us-37-3011-20761" ], "employment": { "value": 952640, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39150, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9119", "uk-soc-5113", "uk-soc-5112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-3012", "market": "us", "socCode": "37-3012", "title": "Pesticide Handlers, Sprayers, and Applicators, Vegetation", "slug": "pesticide-handlers-sprayers-and-applicators-vegetation", "description": "Mix or apply pesticides, herbicides, fungicides, or insecticides through sprays, dusts, vapors, soil incorporation, or chemical application on trees, shrubs, lawns, or crops. Usually requires specific training and state or federal certification.", "taskIds": [ "us-37-3012-11227", "us-37-3012-11228", "us-37-3012-11229", "us-37-3012-11230", "us-37-3012-11231", "us-37-3012-11232", "us-37-3012-11233", "us-37-3012-11234", "us-37-3012-11235", "us-37-3012-20762" ], "employment": { "value": 27050, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 10 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-3013", "market": "us", "socCode": "37-3013", "title": "Tree Trimmers and Pruners", "slug": "tree-trimmers-and-pruners", "description": "Using sophisticated climbing and rigging techniques, cut away dead or excess branches from trees or shrubs to maintain right-of-way for roads, sidewalks, or utilities, or to improve appearance, health, and value of tree. Prune or treat trees or shrubs using handsaws, hand pruners, clippers, and power pruners. Works off the ground in the tree canopy and may use truck-mounted lifts.", "taskIds": [ "us-37-3013-13112", "us-37-3013-13113", "us-37-3013-13114", "us-37-3013-13115", "us-37-3013-13116", "us-37-3013-13117", "us-37-3013-13118", "us-37-3013-13119", "us-37-3013-13120", "us-37-3013-13121", "us-37-3013-13122", "us-37-3013-13123", "us-37-3013-13124", "us-37-3013-13125", "us-37-3013-13126", "us-37-3013-13127", "us-37-3013-13128", "us-37-3013-13129", "us-37-3013-13130", "us-37-3013-13131", "us-37-3013-13132", "us-37-3013-13133", "us-37-3013-13135", "us-37-3013-13136" ], "employment": { "value": 55160, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50960, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5114", "uk-soc-5113", "uk-soc-5119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.035252850255432046 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-37-3019", "market": "us", "socCode": "37-3019", "title": "Grounds Maintenance Workers, All Other", "slug": "grounds-maintenance-workers-all-other", "description": "All grounds maintenance workers not listed separately.", "taskIds": [], "employment": { "value": 13630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46860, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-1013", "market": "us", "socCode": "39-1013", "title": "First-Line Supervisors of Gambling Services Workers", "slug": "first-line-supervisors-of-gambling-services-workers", "description": "Directly supervise and coordinate activities of workers in assigned gambling areas. May circulate among tables, observe operations, and ensure that stations and games are covered for each shift. May verify and pay off jackpots. May reset slot machines after payoffs and make repairs or adjustments to slot machines or recommend removal of slot machines for repair. May plan and organize activities and services for guests in hotels/casinos.", "taskIds": [ "us-39-1013-23127", "us-39-1013-23128", "us-39-1013-23129", "us-39-1013-23130", "us-39-1013-23131", "us-39-1013-23132", "us-39-1013-23133", "us-39-1013-23134", "us-39-1013-23135", "us-39-1013-23136", "us-39-1013-23137", "us-39-1013-23138", "us-39-1013-23139", "us-39-1013-23140", "us-39-1013-23141", "us-39-1013-23142", "us-39-1013-23143", "us-39-1013-23144", "us-39-1013-23145", "us-39-1013-23146", "us-39-1013-23147", "us-39-1013-23148", "us-39-1013-23149", "us-39-1013-23150", "us-39-1013-23151", "us-39-1013-23152", "us-39-1013-23153", "us-39-1013-23154", "us-39-1013-23155", "us-39-1013-23156" ], "employment": { "value": 26010, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 63820, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6211", "uk-soc-1256", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 20, 31 ], "band": "low", "headlineShare": 0.1190733634703524, "headlineShareRange": [ 0.1190733634703524, 0.1190733634703524 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-1014", "market": "us", "socCode": "39-1014", "title": "First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services", "slug": "first-line-supervisors-of-entertainment-and-recreation-workers-except-gambling-s", "description": "Directly supervise and coordinate activities of entertainment and recreation related workers.", "taskIds": [ "us-39-1014-23157", "us-39-1014-23158", "us-39-1014-23159", "us-39-1014-23160", "us-39-1014-23161", "us-39-1014-23162", "us-39-1014-23163", "us-39-1014-23164", "us-39-1014-23165", "us-39-1014-23166", "us-39-1014-23167", "us-39-1014-23168", "us-39-1014-23169", "us-39-1014-23170", "us-39-1014-23171", "us-39-1014-23172", "us-39-1014-23173", "us-39-1014-23174", "us-39-1014-23175" ], "employment": { "value": 103190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48560, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6136", "uk-soc-6114", "uk-soc-6116", "uk-soc-6221", "uk-soc-6117", "uk-soc-6134", "uk-soc-3433", "uk-soc-6222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 25, 39 ], "band": "low", "headlineShare": 0.15789473684210525, "headlineShareRange": [ 0.05263157894736842, 0.2631578947368421 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-1022", "market": "us", "socCode": "39-1022", "title": "First-Line Supervisors of Personal Service Workers", "slug": "first-line-supervisors-of-personal-service-workers", "description": "Supervise and coordinate activities of personal service workers.", "taskIds": [ "us-39-1022-13138", "us-39-1022-13139", "us-39-1022-13140", "us-39-1022-13141", "us-39-1022-13142", "us-39-1022-13143", "us-39-1022-13145", "us-39-1022-13146", "us-39-1022-13150", "us-39-1022-13151", "us-39-1022-13152", "us-39-1022-13154", "us-39-1022-20763", "us-39-1022-23176", "us-39-1022-23177", "us-39-1022-23178", "us-39-1022-23179" ], "employment": { "value": 114110, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48590, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6136", "uk-soc-6221", "uk-soc-6117", "uk-soc-6114", "uk-soc-6116", "uk-soc-6134", "uk-soc-3433", "uk-soc-6222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 36, "occScoreRange": [ 29, 43 ], "band": "low", "headlineShare": 0.15583456452500538, "headlineShareRange": [ 0.05183197444874069, 0.2693186290976943 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-2011", "market": "us", "socCode": "39-2011", "title": "Animal Trainers", "slug": "animal-trainers", "description": "Train animals for riding, harness, security, performance, or obedience, or for assisting persons with disabilities. Accustom animals to human voice and contact, and condition animals to respond to commands. Train animals according to prescribed standards for show or competition. May train animals to carry pack loads or work as part of pack team.", "taskIds": [ "us-39-2011-7988", "us-39-2011-7989", "us-39-2011-7990", "us-39-2011-7991", "us-39-2011-7992", "us-39-2011-7993", "us-39-2011-7995", "us-39-2011-7996", "us-39-2011-7998", "us-39-2011-7999", "us-39-2011-8001", "us-39-2011-8002", "us-39-2011-8004", "us-39-2011-20593", "us-39-2011-20594" ], "employment": { "value": 18770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6129" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0.07627564718663167, "headlineShareRange": [ 0.07627564718663167, 0.07627564718663167 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:31:50.705Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-2021", "market": "us", "socCode": "39-2021", "title": "Animal Caretakers", "slug": "animal-caretakers", "description": "Feed, water, groom, bathe, exercise, or otherwise provide care to promote and maintain the well-being of pets and other animals that are not raised for consumption, such as dogs, cats, race horses, ornamental fish or birds, zoo animals, and mice. Work in settings such as kennels, animal shelters, zoos, circuses, and aquariums. May keep records of feedings, treatments, and animals received or discharged. May clean, disinfect, and repair cages, pens, or fish tanks.", "taskIds": [ "us-39-2021-5072", "us-39-2021-5074", "us-39-2021-5075", "us-39-2021-5076", "us-39-2021-5077", "us-39-2021-5078", "us-39-2021-5079", "us-39-2021-5080", "us-39-2021-5081", "us-39-2021-5082", "us-39-2021-5083", "us-39-2021-5084", "us-39-2021-5085", "us-39-2021-5086", "us-39-2021-5087", "us-39-2021-5088", "us-39-2021-5089", "us-39-2021-5090", "us-39-2021-5091", "us-39-2021-5093", "us-39-2021-20132", "us-39-2021-21150" ], "employment": { "value": 266910, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35360, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6129" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 13, 21 ], "band": "minimal", "headlineShare": 0.0490568732928555, "headlineShareRange": [ 0.0490568732928555, 0.0490568732928555 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:25:34.214Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-3011", "market": "us", "socCode": "39-3011", "title": "Gambling Dealers", "slug": "gambling-dealers", "description": "Operate table games. Stand or sit behind table and operate games of chance by dispensing the appropriate number of cards or blocks to players, or operating other gambling equipment. Distribute winnings or collect players' money or chips. May compare the house's hand against players' hands.", "taskIds": [ "us-39-3011-4445", "us-39-3011-4446", "us-39-3011-4447", "us-39-3011-4448", "us-39-3011-4449", "us-39-3011-4450", "us-39-3011-4451", "us-39-3011-4452", "us-39-3011-4453", "us-39-3011-4454", "us-39-3011-4455", "us-39-3011-4456", "us-39-3011-4457", "us-39-3011-4458", "us-39-3011-4459", "us-39-3011-4460", "us-39-3011-4461", "us-39-3011-4462", "us-39-3011-4464", "us-39-3011-20133", "us-39-3011-21151" ], "employment": { "value": 83910, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 34320, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6211", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0.018907173270324616, "headlineShareRange": [ 0.018907173270324616, 0.018907173270324616 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-3012", "market": "us", "socCode": "39-3012", "title": "Gambling and Sports Book Writers and Runners", "slug": "gambling-and-sports-book-writers-and-runners", "description": "Post information enabling patrons to wager on various races and sporting events. Assist in the operation of games such as keno and bingo. May operate random number-generating equipment and announce the numbers for patrons. Receive, verify, and record patrons' wagers. Scan and process winning tickets presented by patrons and pay out winnings for those wagers.", "taskIds": [ "us-39-3012-8007", "us-39-3012-8008", "us-39-3012-8009", "us-39-3012-8010", "us-39-3012-8011", "us-39-3012-8012", "us-39-3012-8013", "us-39-3012-8014", "us-39-3012-8015", "us-39-3012-8016", "us-39-3012-8017", "us-39-3012-8018", "us-39-3012-8019", "us-39-3012-8020", "us-39-3012-8021", "us-39-3012-8023", "us-39-3012-8026", "us-39-3012-20596" ], "employment": { "value": 8950, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 34980, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6211", "uk-soc-9269", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 11, 18 ], "band": "minimal", "headlineShare": 0.09648957887638393, "headlineShareRange": [ 0.09648957887638393, 0.09648957887638393 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-3019", "market": "us", "socCode": "39-3019", "title": "Gambling Service Workers, All Other", "slug": "gambling-service-workers-all-other", "description": "All gambling service workers not listed separately.", "taskIds": [], "employment": { "value": 14140, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36310, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6211", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-3021", "market": "us", "socCode": "39-3021", "title": "Motion Picture Projectionists", "slug": "motion-picture-projectionists", "description": "Set up and operate motion picture projection and related sound reproduction equipment.", "taskIds": [ "us-39-3021-8029", "us-39-3021-8030", "us-39-3021-8031", "us-39-3021-8032", "us-39-3021-8033", "us-39-3021-8034", "us-39-3021-8035", "us-39-3021-8039", "us-39-3021-8040", "us-39-3021-8041", "us-39-3021-8042", "us-39-3021-8044", "us-39-3021-8046", "us-39-3021-8047", "us-39-3021-8048", "us-39-3021-21201", "us-39-3021-21202" ], "employment": { "value": 1480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38270, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9267", "uk-soc-6312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 9, 18 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.04676812838898855 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-3031", "market": "us", "socCode": "39-3031", "title": "Ushers, Lobby Attendants, and Ticket Takers", "slug": "ushers-lobby-attendants-and-ticket-takers", "description": "Assist patrons at entertainment events by performing duties, such as collecting admission tickets and passes from patrons, assisting in finding seats, searching for lost articles, and helping patrons locate such facilities as restrooms and telephones.", "taskIds": [ "us-39-3031-5096", "us-39-3031-5097", "us-39-3031-5098", "us-39-3031-5099", "us-39-3031-5100", "us-39-3031-5102", "us-39-3031-5103", "us-39-3031-5104", "us-39-3031-5105", "us-39-3031-5106", "us-39-3031-5107", "us-39-3031-5108", "us-39-3031-5109", "us-39-3031-5111", "us-39-3031-5112", "us-39-3031-5113", "us-39-3031-5114", "us-39-3031-5115", "us-39-3031-20764", "us-39-3031-20765", "us-39-3031-20766", "us-39-3031-20767", "us-39-3031-20768" ], "employment": { "value": 121770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 32910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9267", "uk-soc-6312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:57:03.538Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-3091", "market": "us", "socCode": "39-3091", "title": "Amusement and Recreation Attendants", "slug": "amusement-and-recreation-attendants", "description": "Perform a variety of attending duties at amusement or recreation facility. May schedule use of recreation facilities, maintain and provide equipment to participants of sporting events or recreational pursuits, or operate amusement concessions and rides.", "taskIds": [ "us-39-3091-5116", "us-39-3091-5117", "us-39-3091-5118", "us-39-3091-5119", "us-39-3091-5120", "us-39-3091-5121", "us-39-3091-5123", "us-39-3091-5124", "us-39-3091-5125", "us-39-3091-5126", "us-39-3091-5127", "us-39-3091-5128", "us-39-3091-5130", "us-39-3091-5131", "us-39-3091-5132", "us-39-3091-5133", "us-39-3091-5134" ], "employment": { "value": 397830, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 32150, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9267", "uk-soc-8221", "uk-soc-6312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 22, "occScoreRange": [ 19, 26 ], "band": "low", "headlineShare": 0.03237635317655506, "headlineShareRange": [ 0.03237635317655506, 0.22909824468312434 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:46:54.548Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-3092", "market": "us", "socCode": "39-3092", "title": "Costume Attendants", "slug": "costume-attendants", "description": "Select, fit, and take care of costumes for cast members, and aid entertainers. May assist with multiple costume changes during performances.", "taskIds": [ "us-39-3092-9615", "us-39-3092-9616", "us-39-3092-9617", "us-39-3092-9618", "us-39-3092-9619", "us-39-3092-9621", "us-39-3092-9622", "us-39-3092-9623", "us-39-3092-9624", "us-39-3092-9625", "us-39-3092-9626", "us-39-3092-9627", "us-39-3092-9628", "us-39-3092-9629", "us-39-3092-9630", "us-39-3092-9631", "us-39-3092-9632", "us-39-3092-9633", "us-39-3092-9634", "us-39-3092-9635", "us-39-3092-20898" ], "employment": { "value": 6510, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50400, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5413", "uk-soc-7125", "uk-soc-3416", "uk-soc-3411", "uk-soc-3417" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 19, 28 ], "band": "low", "headlineShare": 0.18529438063390527, "headlineShareRange": [ 0.14971223466123879, 0.18529438063390527 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-3093", "market": "us", "socCode": "39-3093", "title": "Locker Room, Coatroom, and Dressing Room Attendants", "slug": "locker-room-coatroom-and-dressing-room-attendants", "description": "Provide personal items to patrons or customers in locker rooms, dressing rooms, or coatrooms.", "taskIds": [ "us-39-3093-4465", "us-39-3093-4466", "us-39-3093-4467", "us-39-3093-4468", "us-39-3093-4469", "us-39-3093-4470", "us-39-3093-4471", "us-39-3093-4472", "us-39-3093-4473", "us-39-3093-4474", "us-39-3093-4475", "us-39-3093-4476", "us-39-3093-4477", "us-39-3093-4478", "us-39-3093-4479", "us-39-3093-4480", "us-39-3093-4481", "us-39-3093-4482", "us-39-3093-4483", "us-39-3093-4484", "us-39-3093-4485", "us-39-3093-4486", "us-39-3093-20134" ], "employment": { "value": 15560, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36300, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9267", "uk-soc-6312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 10, 19 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.03956398863768848 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:35:34.990Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-3099", "market": "us", "socCode": "39-3099", "title": "Entertainment Attendants and Related Workers, All Other", "slug": "entertainment-attendants-and-related-workers-all-other", "description": "All entertainment attendants and related workers not listed separately.", "taskIds": [], "employment": { "value": 7060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 32640, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3416", "uk-soc-3411", "uk-soc-3417" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-4011", "market": "us", "socCode": "39-4011", "title": "Embalmers", "slug": "embalmers", "description": "Prepare bodies for interment in conformity with legal requirements.", "taskIds": [ "us-39-4011-4487", "us-39-4011-4488", "us-39-4011-4489", "us-39-4011-4490", "us-39-4011-4491", "us-39-4011-4492", "us-39-4011-4493", "us-39-4011-4494", "us-39-4011-4495", "us-39-4011-4496", "us-39-4011-4497", "us-39-4011-4498", "us-39-4011-4499", "us-39-4011-4500", "us-39-4011-4501", "us-39-4011-4502", "us-39-4011-4503", "us-39-4011-4504", "us-39-4011-4505", "us-39-4011-4506", "us-39-4011-4507", "us-39-4011-4508", "us-39-4011-4509", "us-39-4011-4510", "us-39-4011-20257", "us-39-4011-23930" ], "employment": { "value": 3890, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58780, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6138" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0.04151318716492415, "headlineShareRange": [ 0, 0.04151318716492415 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-4012", "market": "us", "socCode": "39-4012", "title": "Crematory Operators", "slug": "crematory-operators", "description": "Operate crematory equipment to reduce human or animal remains to bone fragments in accordance with state and local regulations. Duties may include preparing the body for cremation and performing general maintenance on crematory equipment. May use traditional flame-based cremation, calcination, or alkaline hydrolysis.", "taskIds": [ "us-39-4012-23180", "us-39-4012-23181", "us-39-4012-23182", "us-39-4012-23183", "us-39-4012-23184", "us-39-4012-23185", "us-39-4012-23186", "us-39-4012-23187", "us-39-4012-23188", "us-39-4012-23189", "us-39-4012-23190", "us-39-4012-23191" ], "employment": { "value": 2970, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43650, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6138", "uk-soc-6231", "uk-soc-6211", "uk-soc-6250" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-4021", "market": "us", "socCode": "39-4021", "title": "Funeral Attendants", "slug": "funeral-attendants", "description": "Perform a variety of tasks during funeral, such as placing casket in parlor or chapel prior to service, arranging floral offerings or lights around casket, directing or escorting mourners, closing casket, and issuing and storing funeral equipment.", "taskIds": [ "us-39-4021-4511", "us-39-4021-4512", "us-39-4021-4513", "us-39-4021-4514", "us-39-4021-4516", "us-39-4021-4517", "us-39-4021-4518", "us-39-4021-4519", "us-39-4021-4520", "us-39-4021-4521", "us-39-4021-4522", "us-39-4021-4523", "us-39-4021-4525", "us-39-4021-4526", "us-39-4021-4527", "us-39-4021-20597", "us-39-4021-20598", "us-39-4021-20599", "us-39-4021-20600", "us-39-4021-20601", "us-39-4021-20602", "us-39-4021-20603", "us-39-4021-20605", "us-39-4021-20607" ], "employment": { "value": 31090, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35680, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6138" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0.021177295922953074, "headlineShareRange": [ 0.021177295922953074, 0.021177295922953074 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-4031", "market": "us", "socCode": "39-4031", "title": "Morticians, Undertakers, and Funeral Arrangers", "slug": "morticians-undertakers-and-funeral-arrangers", "description": "Perform various tasks to arrange and direct individual funeral services, such as coordinating transportation of body to mortuary, interviewing family or other authorized person to arrange details, selecting pallbearers, aiding with the selection of officials for religious rites, and providing transportation for mourners.", "taskIds": [ "us-39-4031-3332", "us-39-4031-3334", "us-39-4031-3335", "us-39-4031-3336", "us-39-4031-3337", "us-39-4031-3339", "us-39-4031-3340", "us-39-4031-3341", "us-39-4031-3342", "us-39-4031-3343", "us-39-4031-3344", "us-39-4031-3345", "us-39-4031-3346", "us-39-4031-3347", "us-39-4031-3348", "us-39-4031-3349", "us-39-4031-3350", "us-39-4031-15200", "us-39-4031-15201", "us-39-4031-15202", "us-39-4031-15203", "us-39-4031-21009" ], "employment": { "value": 25100, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 55010, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6138" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 19, 29 ], "band": "low", "headlineShare": 0.13858088759512954, "headlineShareRange": [ 0.041534412686113374, 0.13858088759512954 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-5011", "market": "us", "socCode": "39-5011", "title": "Barbers", "slug": "barbers", "description": "Provide barbering services, such as cutting, trimming, shampooing, and styling hair; trimming beards; or giving shaves.", "taskIds": [ "us-39-5011-8049", "us-39-5011-8050", "us-39-5011-8051", "us-39-5011-8052", "us-39-5011-8053", "us-39-5011-8054", "us-39-5011-8055", "us-39-5011-8056", "us-39-5011-8057", "us-39-5011-8058", "us-39-5011-8059", "us-39-5011-8060", "us-39-5011-8061", "us-39-5011-8062", "us-39-5011-8063", "us-39-5011-8065", "us-39-5011-8066", "us-39-5011-8067" ], "employment": { "value": 15000, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38210, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6221" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 15, 23 ], "band": "minimal", "headlineShare": 0.08439756464616852, "headlineShareRange": [ 0.08439756464616852, 0.08439756464616852 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:35:34.990Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-5012", "market": "us", "socCode": "39-5012", "title": "Hairdressers, Hairstylists, and Cosmetologists", "slug": "hairdressers-hairstylists-and-cosmetologists", "description": "Provide beauty services, such as cutting, coloring, and styling hair, and massaging and treating scalp. May shampoo hair, apply makeup, dress wigs, remove hair, and provide nail and skincare services.", "taskIds": [ "us-39-5012-635", "us-39-5012-636", "us-39-5012-637", "us-39-5012-638", "us-39-5012-639", "us-39-5012-640", "us-39-5012-641", "us-39-5012-642", "us-39-5012-643", "us-39-5012-644", "us-39-5012-645", "us-39-5012-646", "us-39-5012-647", "us-39-5012-648", "us-39-5012-649", "us-39-5012-650", "us-39-5012-651", "us-39-5012-652", "us-39-5012-653", "us-39-5012-654", "us-39-5012-656", "us-39-5012-20899" ], "employment": { "value": 305710, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35790, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6221", "uk-soc-6222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 12, 21 ], "band": "minimal", "headlineShare": 0.12243830456392636, "headlineShareRange": [ 0.12243830456392636, 0.12243830456392636 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-5091", "market": "us", "socCode": "39-5091", "title": "Makeup Artists, Theatrical and Performance", "slug": "makeup-artists-theatrical-and-performance", "description": "Apply makeup to performers to reflect period, setting, and situation of their role.", "taskIds": [ "us-39-5091-14797", "us-39-5091-14798", "us-39-5091-14799", "us-39-5091-14800", "us-39-5091-14801", "us-39-5091-14802", "us-39-5091-14803", "us-39-5091-14804", "us-39-5091-14805", "us-39-5091-14806", "us-39-5091-14807", "us-39-5091-14808", "us-39-5091-14809", "us-39-5091-14810", "us-39-5091-14811", "us-39-5091-14812", "us-39-5091-14813", "us-39-5091-14814", "us-39-5091-14815", "us-39-5091-14816", "us-39-5091-14817", "us-39-5091-24008" ], "employment": { "value": 2340, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 97150, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 22, 31 ], "band": "low", "headlineShare": 0.1970792006188593, "headlineShareRange": [ 0.1970792006188593, 0.2341668620940549 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-5092", "market": "us", "socCode": "39-5092", "title": "Manicurists and Pedicurists", "slug": "manicurists-and-pedicurists", "description": "Clean and shape customers' fingernails and toenails. May polish or decorate nails.", "taskIds": [ "us-39-5092-8748", "us-39-5092-8749", "us-39-5092-8750", "us-39-5092-8752", "us-39-5092-8753", "us-39-5092-8754", "us-39-5092-8758", "us-39-5092-8760", "us-39-5092-8761", "us-39-5092-8763", "us-39-5092-8764", "us-39-5092-8765", "us-39-5092-20769", "us-39-5092-20770", "us-39-5092-20771", "us-39-5092-20772", "us-39-5092-20773", "us-39-5092-20774" ], "employment": { "value": 152770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35760, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 9, 14 ], "band": "minimal", "headlineShare": 0.05919964640772627, "headlineShareRange": [ 0.05919964640772627, 0.11165020701202896 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:57:44.620Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-5093", "market": "us", "socCode": "39-5093", "title": "Shampooers", "slug": "shampooers", "description": "Shampoo and rinse customers' hair.", "taskIds": [ "us-39-5093-14818", "us-39-5093-14819", "us-39-5093-14820", "us-39-5093-14821" ], "employment": { "value": 8070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 32600, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 18, 26 ], "band": "low", "headlineShare": 0.20397679590618598, "headlineShareRange": [ 0.20397679590618598, 0.20397679590618598 ], "scoredTaskCount": 4 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-5094", "market": "us", "socCode": "39-5094", "title": "Skincare Specialists", "slug": "skincare-specialists", "description": "Provide skincare treatments to face and body to enhance an individual's appearance. Includes electrologists and laser hair removal specialists.", "taskIds": [ "us-39-5094-8069", "us-39-5094-8070", "us-39-5094-8071", "us-39-5094-8072", "us-39-5094-8073", "us-39-5094-8074", "us-39-5094-8075", "us-39-5094-8076", "us-39-5094-8077", "us-39-5094-8078", "us-39-5094-8079", "us-39-5094-8080", "us-39-5094-8081", "us-39-5094-8082", "us-39-5094-8083", "us-39-5094-8084", "us-39-5094-8086", "us-39-5094-20258" ], "employment": { "value": 72890, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 16, 24 ], "band": "minimal", "headlineShare": 0.12964827026316011, "headlineShareRange": [ 0.12964827026316011, 0.12964827026316011 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-6011", "market": "us", "socCode": "39-6011", "title": "Baggage Porters and Bellhops", "slug": "baggage-porters-and-bellhops", "description": "Handle baggage for travelers at transportation terminals or for guests at hotels or similar establishments.", "taskIds": [ "us-39-6011-2314", "us-39-6011-2315", "us-39-6011-2316", "us-39-6011-2317", "us-39-6011-2318", "us-39-6011-2319", "us-39-6011-2320", "us-39-6011-2321", "us-39-6011-2322", "us-39-6011-2323", "us-39-6011-2324", "us-39-6011-2325", "us-39-6011-2326", "us-39-6011-2327", "us-39-6011-2328", "us-39-6011-2329", "us-39-6011-2330" ], "employment": { "value": 28510, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9211", "uk-soc-8214", "uk-soc-9269", "uk-soc-6214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 10, 17 ], "band": "minimal", "headlineShare": 0.058921912031826264, "headlineShareRange": [ 0.058921912031826264, 0.058921912031826264 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-6012", "market": "us", "socCode": "39-6012", "title": "Concierges", "slug": "concierges", "description": "Assist patrons at hotel, apartment, or office building with personal services. May take messages; arrange or give advice on transportation, business services, or entertainment; or monitor guest requests for housekeeping and maintenance.", "taskIds": [ "us-39-6012-4529", "us-39-6012-4530", "us-39-6012-4531", "us-39-6012-4532", "us-39-6012-4533", "us-39-6012-4534", "us-39-6012-4535", "us-39-6012-4536", "us-39-6012-20259", "us-39-6012-20260", "us-39-6012-20261", "us-39-6012-20262", "us-39-6012-20263", "us-39-6012-20264", "us-39-6012-20265", "us-39-6012-21203", "us-39-6012-24009", "us-39-6012-24010" ], "employment": { "value": 49240, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38950, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4216" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 36, "occScoreRange": [ 31, 42 ], "band": "low", "headlineShare": 0.2326863909706565, "headlineShareRange": [ 0.2326863909706565, 0.2326863909706565 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-7010", "market": "us", "socCode": "39-7010", "title": "Tour and Travel Guides", "slug": "tour-and-travel-guides", "description": "BLS publishes one employment and wage estimate for this SOC 2018 broad group rather than for the detailed occupations inside it, so it is reported here as a single occupation covering two detailed occupations: Tour Guides and Escorts and Travel Guides. The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest.", "taskIds": [ "us-39-7010-4550", "us-39-7010-13163", "us-39-7010-13157", "us-39-7010-13161" ], "employment": { "value": 53500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38120, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6219", "uk-soc-2472", "uk-soc-6211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 30, "occScoreRange": [ 26, 36 ], "band": "low", "headlineShare": 0.23175504355481663, "headlineShareRange": [ 0.23175504355481663, 0.23175504355481663 ], "scoredTaskCount": 4 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:22:49.974Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "32 of this occupation's 36 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 4 that are, so treat it as a partial reading of the job rather than a complete one.", "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-9011", "market": "us", "socCode": "39-9011", "title": "Childcare Workers", "slug": "childcare-workers", "description": "Attend to children at schools, businesses, private households, and childcare institutions. Perform a variety of tasks, such as dressing, feeding, bathing, and overseeing play.", "taskIds": [ "us-39-9011-2331", "us-39-9011-2332", "us-39-9011-2333", "us-39-9011-2334", "us-39-9011-2335", "us-39-9011-2336", "us-39-9011-2337", "us-39-9011-2338", "us-39-9011-2339", "us-39-9011-2342", "us-39-9011-2344", "us-39-9011-2346", "us-39-9011-2347", "us-39-9011-2348", "us-39-9011-2349", "us-39-9011-2351", "us-39-9011-2352", "us-39-9011-2353", "us-39-9011-2354", "us-39-9011-2355", "us-39-9011-2356", "us-39-9011-2357", "us-39-9011-2358", "us-39-9011-2359", "us-39-9011-2360", "us-39-9011-2361", "us-39-9011-2362", "us-39-9011-2363", "us-39-9011-2364", "us-39-9011-2365", "us-39-9011-2366", "us-39-9011-2367", "us-39-9011-2368", "us-39-9011-18756", "us-39-9011-18757", "us-39-9011-18758", "us-39-9011-18759", "us-39-9011-18760", "us-39-9011-18761", "us-39-9011-18762", "us-39-9011-18763", "us-39-9011-18764", "us-39-9011-21071" ], "employment": { "value": 518910, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 34980, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6117", "uk-soc-6114", "uk-soc-6116", "uk-soc-6111", "uk-soc-3232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 7, 15 ], "band": "minimal", "headlineShare": 0.020954670954025447, "headlineShareRange": [ 0.020954670954025447, 0.0446427463276361 ], "scoredTaskCount": 43 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-9031", "market": "us", "socCode": "39-9031", "title": "Exercise Trainers and Group Fitness Instructors", "slug": "exercise-trainers-and-group-fitness-instructors", "description": "Instruct or coach groups or individuals in exercise activities for the primary purpose of personal fitness. Demonstrate techniques and form, observe participants, and explain to them corrective measures necessary to improve their skills. Develop and implement individualized approaches to exercise.", "taskIds": [ "us-39-9031-4556", "us-39-9031-4557", "us-39-9031-4558", "us-39-9031-4559", "us-39-9031-4560", "us-39-9031-4561", "us-39-9031-4562", "us-39-9031-4563", "us-39-9031-4564", "us-39-9031-4565", "us-39-9031-4566", "us-39-9031-4567", "us-39-9031-4568", "us-39-9031-4569", "us-39-9031-4570", "us-39-9031-4572", "us-39-9031-4573", "us-39-9031-4575", "us-39-9031-4576", "us-39-9031-4577" ], "employment": { "value": 322930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47160, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3433" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 18, 30 ], "band": "low", "headlineShare": 0.11158974203193586, "headlineShareRange": [ 0.03856160341563038, 0.11158974203193586 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:43:36.766Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-9032", "market": "us", "socCode": "39-9032", "title": "Recreation Workers", "slug": "recreation-workers", "description": "Conduct recreation activities with groups in public, private, or volunteer agencies or recreation facilities. Organize and promote activities, such as arts and crafts, sports, games, music, dramatics, social recreation, camping, and hobbies, taking into account the needs and interests of individual members.", "taskIds": [ "us-39-9032-2380", "us-39-9032-2381", "us-39-9032-2382", "us-39-9032-2383", "us-39-9032-2385", "us-39-9032-2386", "us-39-9032-2387", "us-39-9032-2388", "us-39-9032-2389", "us-39-9032-2390", "us-39-9032-2391", "us-39-9032-2392", "us-39-9032-2393", "us-39-9032-2394", "us-39-9032-2395", "us-39-9032-2396", "us-39-9032-2397", "us-39-9032-2398", "us-39-9032-2399", "us-39-9032-18557", "us-39-9032-18558", "us-39-9032-21010", "us-39-9032-21011", "us-39-9032-21012" ], "employment": { "value": 331490, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36560, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 24, 35 ], "band": "low", "headlineShare": 0.16833142209551716, "headlineShareRange": [ 0.08040436377845588, 0.26025449645683446 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:47:26.767Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-9041", "market": "us", "socCode": "39-9041", "title": "Residential Advisors", "slug": "residential-advisors", "description": "Coordinate activities in resident facilities in secondary school and college dormitories, group homes, or similar establishments. Order supplies and determine need for maintenance, repairs, and furnishings. May maintain household records and assign rooms. May assist residents with problem solving or refer them to counseling resources.", "taskIds": [ "us-39-9041-6970", "us-39-9041-6971", "us-39-9041-6972", "us-39-9041-6973", "us-39-9041-6974", "us-39-9041-6975", "us-39-9041-6976", "us-39-9041-6977", "us-39-9041-6978", "us-39-9041-6979", "us-39-9041-6980", "us-39-9041-6981", "us-39-9041-6982", "us-39-9041-6983", "us-39-9041-6984", "us-39-9041-6985", "us-39-9041-6986", "us-39-9041-6988", "us-39-9041-6989", "us-39-9041-6990", "us-39-9041-6991", "us-39-9041-6992", "us-39-9041-6993", "us-39-9041-6994", "us-39-9041-6995", "us-39-9041-6996", "us-39-9041-6997", "us-39-9041-20137", "us-39-9041-20138", "us-39-9041-20139" ], "employment": { "value": 84760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42240, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 19, 29 ], "band": "low", "headlineShare": 0.11894843351976722, "headlineShareRange": [ 0.11894843351976722, 0.1734106369386104 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:07:52.978Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-39-9099", "market": "us", "socCode": "39-9099", "title": "Personal Care and Service Workers, All Other", "slug": "personal-care-and-service-workers-all-other", "description": "All personal care and service workers not listed separately.", "taskIds": [], "employment": { "value": 60420, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41600, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6231", "uk-soc-6211", "uk-soc-6250" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-1011", "market": "us", "socCode": "41-1011", "title": "First-Line Supervisors of Retail Sales Workers", "slug": "first-line-supervisors-of-retail-sales-workers", "description": "Directly supervise and coordinate activities of retail sales workers in an establishment or department. Duties may include management functions, such as purchasing, budgeting, accounting, and personnel work, in addition to supervisory duties.", "taskIds": [ "us-41-1011-657", "us-41-1011-658", "us-41-1011-659", "us-41-1011-660", "us-41-1011-661", "us-41-1011-662", "us-41-1011-663", "us-41-1011-664", "us-41-1011-665", "us-41-1011-666", "us-41-1011-667", "us-41-1011-668", "us-41-1011-669", "us-41-1011-670", "us-41-1011-671", "us-41-1011-672", "us-41-1011-673", "us-41-1011-674", "us-41-1011-675", "us-41-1011-676", "us-41-1011-677" ], "employment": { "value": 1121800, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48520, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 33, 45 ], "band": "low", "headlineShare": 0.24601264781253185, "headlineShareRange": [ 0.21610353951005284, 0.2817731331701929 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-1012", "market": "us", "socCode": "41-1012", "title": "First-Line Supervisors of Non-Retail Sales Workers", "slug": "first-line-supervisors-of-non-retail-sales-workers", "description": "Directly supervise and coordinate activities of sales workers other than retail sales workers. May perform duties such as budgeting, accounting, and personnel work, in addition to supervisory duties.", "taskIds": [ "us-41-1012-9660", "us-41-1012-9661", "us-41-1012-9662", "us-41-1012-9663", "us-41-1012-9665", "us-41-1012-9666", "us-41-1012-9667", "us-41-1012-9668", "us-41-1012-9669", "us-41-1012-9670", "us-41-1012-9671", "us-41-1012-9672", "us-41-1012-9673", "us-41-1012-9674", "us-41-1012-9675", "us-41-1012-9676", "us-41-1012-9677", "us-41-1012-20266" ], "employment": { "value": 214390, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 87520, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6212", "uk-soc-3555", "uk-soc-3552", "uk-soc-3531", "uk-soc-3532" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 41, 52 ], "band": "partial", "headlineShare": 0.3755824758939288, "headlineShareRange": [ 0.3755824758939288, 0.4442325815088412 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:08:06.879Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-2011", "market": "us", "socCode": "41-2011", "title": "Cashiers", "slug": "cashiers", "description": "Receive and disburse money in establishments other than financial institutions. May use electronic scanners, cash registers, or related equipment. May process credit or debit card transactions and validate checks.", "taskIds": [ "us-41-2011-2400", "us-41-2011-2401", "us-41-2011-2402", "us-41-2011-2403", "us-41-2011-2405", "us-41-2011-2406", "us-41-2011-2408", "us-41-2011-2409", "us-41-2011-2410", "us-41-2011-2411", "us-41-2011-2412", "us-41-2011-2413", "us-41-2011-2414", "us-41-2011-2415", "us-41-2011-2416", "us-41-2011-2417", "us-41-2011-2419", "us-41-2011-2421", "us-41-2011-2422", "us-41-2011-2423", "us-41-2011-2424", "us-41-2011-18765", "us-41-2011-18766", "us-41-2011-18767", "us-41-2011-18768", "us-41-2011-21072", "us-41-2011-21073", "us-41-2011-21074" ], "employment": { "value": 3089410, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 32880, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 17, 26 ], "band": "low", "headlineShare": 0.18707148895900683, "headlineShareRange": [ 0.18707148895900683, 0.18707148895900683 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:12:36.798Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-2012", "market": "us", "socCode": "41-2012", "title": "Gambling Change Persons and Booth Cashiers", "slug": "gambling-change-persons-and-booth-cashiers", "description": "Exchange coins, tokens, and chips for patrons' money. May issue payoffs and obtain customer's signature on receipt. May operate a booth in the slot machine area and furnish change persons with money bank at the start of the shift, or count and audit money in drawers.", "taskIds": [ "us-41-2012-6998", "us-41-2012-6999", "us-41-2012-7002", "us-41-2012-7003", "us-41-2012-7004", "us-41-2012-7005", "us-41-2012-7006", "us-41-2012-7007", "us-41-2012-7008", "us-41-2012-7009", "us-41-2012-21152", "us-41-2012-21153", "us-41-2012-21154" ], "employment": { "value": 21530, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 19, 25 ], "band": "low", "headlineShare": 0.17983817463313478, "headlineShareRange": [ 0.17983817463313478, 0.17983817463313478 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:27:23.895Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-2021", "market": "us", "socCode": "41-2021", "title": "Counter and Rental Clerks", "slug": "counter-and-rental-clerks", "description": "Receive orders, generally in person, for repairs, rentals, and services. May describe available options, compute cost, and accept payment.", "taskIds": [ "us-41-2021-678", "us-41-2021-679", "us-41-2021-680", "us-41-2021-681", "us-41-2021-682", "us-41-2021-683", "us-41-2021-684", "us-41-2021-685", "us-41-2021-686", "us-41-2021-687", "us-41-2021-688", "us-41-2021-689", "us-41-2021-690", "us-41-2021-691", "us-41-2021-692", "us-41-2021-693" ], "employment": { "value": 400810, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41300, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 35, 44 ], "band": "low", "headlineShare": 0.1413356711269398, "headlineShareRange": [ 0.1413356711269398, 0.32349531025672446 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-2022", "market": "us", "socCode": "41-2022", "title": "Parts Salespersons", "slug": "parts-salespersons", "description": "Sell spare and replacement parts and equipment in repair shop or parts store.", "taskIds": [ "us-41-2022-2425", "us-41-2022-2426", "us-41-2022-2427", "us-41-2022-2429", "us-41-2022-2430", "us-41-2022-2432", "us-41-2022-2433", "us-41-2022-2434", "us-41-2022-2435", "us-41-2022-2436", "us-41-2022-2437", "us-41-2022-2438", "us-41-2022-2439", "us-41-2022-20775", "us-41-2022-20776", "us-41-2022-20777", "us-41-2022-20778", "us-41-2022-20779", "us-41-2022-20780" ], "employment": { "value": 270070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38630, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7115", "uk-soc-7111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 25, 34 ], "band": "low", "headlineShare": 0.16656801264466253, "headlineShareRange": [ 0.16656801264466253, 0.16656801264466253 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:49:18.849Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-2031", "market": "us", "socCode": "41-2031", "title": "Retail Salespersons", "slug": "retail-salespersons", "description": "Sell merchandise, such as furniture, motor vehicles, appliances, or apparel to consumers.", "taskIds": [ "us-41-2031-694", "us-41-2031-695", "us-41-2031-696", "us-41-2031-697", "us-41-2031-698", "us-41-2031-699", "us-41-2031-700", "us-41-2031-701", "us-41-2031-702", "us-41-2031-703", "us-41-2031-704", "us-41-2031-705", "us-41-2031-706", "us-41-2031-707", "us-41-2031-708", "us-41-2031-709", "us-41-2031-710", "us-41-2031-711", "us-41-2031-712", "us-41-2031-713", "us-41-2031-714", "us-41-2031-715", "us-41-2031-716", "us-41-2031-717" ], "employment": { "value": 3897860, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35410, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7115", "uk-soc-7111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 26, 36 ], "band": "low", "headlineShare": 0.17754662582013597, "headlineShareRange": [ 0.17754662582013597, 0.19451605321519358 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:49:18.849Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-3011", "market": "us", "socCode": "41-3011", "title": "Advertising Sales Agents", "slug": "advertising-sales-agents", "description": "Sell or solicit advertising space, time, or media in publications, signage, TV, radio, or Internet establishments or public spaces.", "taskIds": [ "us-41-3011-4579", "us-41-3011-4580", "us-41-3011-4581", "us-41-3011-4582", "us-41-3011-4583", "us-41-3011-4584", "us-41-3011-4585", "us-41-3011-4586", "us-41-3011-4587", "us-41-3011-4588", "us-41-3011-4589", "us-41-3011-4590", "us-41-3011-4591", "us-41-3011-4592", "us-41-3011-4593", "us-41-3011-4594", "us-41-3011-4595", "us-41-3011-4596", "us-41-3011-4597", "us-41-3011-4598" ], "employment": { "value": 91700, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64820, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-1255", "uk-soc-7129", "uk-soc-3555" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 51, "occScoreRange": [ 46, 58 ], "band": "partial", "headlineShare": 0.4455117323061894, "headlineShareRange": [ 0.3450891253862293, 0.6516879240613183 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-3021", "market": "us", "socCode": "41-3021", "title": "Insurance Sales Agents", "slug": "insurance-sales-agents", "description": "Sell life, property, casualty, health, automotive, or other types of insurance. May refer clients to independent brokers, work as an independent broker, or be employed by an insurance company.", "taskIds": [ "us-41-3021-718", "us-41-3021-719", "us-41-3021-720", "us-41-3021-721", "us-41-3021-722", "us-41-3021-723", "us-41-3021-724", "us-41-3021-725", "us-41-3021-726", "us-41-3021-727", "us-41-3021-728", "us-41-3021-729", "us-41-3021-730", "us-41-3021-731", "us-41-3021-732", "us-41-3021-733", "us-41-3021-734", "us-41-3021-735", "us-41-3021-736" ], "employment": { "value": 479100, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3532" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 38, 51 ], "band": "partial", "headlineShare": 0.2831708066004739, "headlineShareRange": [ 0.2359873793599182, 0.3407670416093025 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-3031", "market": "us", "socCode": "41-3031", "title": "Securities, Commodities, and Financial Services Sales Agents", "slug": "securities-commodities-and-financial-services-sales-agents", "description": "Buy and sell securities or commodities in investment and trading firms, or provide financial services to businesses and individuals. May advise customers about stocks, bonds, mutual funds, commodities, and market conditions.", "taskIds": [ "us-41-3031-23192", "us-41-3031-23193", "us-41-3031-23194", "us-41-3031-23195", "us-41-3031-23196", "us-41-3031-23197", "us-41-3031-23198", "us-41-3031-23199", "us-41-3031-23200", "us-41-3031-23201", "us-41-3031-23202", "us-41-3031-23203", "us-41-3031-23204", "us-41-3031-23205", "us-41-3031-23206", "us-41-3031-23207", "us-41-3031-23208", "us-41-3031-23209", "us-41-3031-23210", "us-41-3031-23211", "us-41-3031-23212", "us-41-3031-23213", "us-41-3031-23214", "us-41-3031-23215", "us-41-3031-23216", "us-41-3031-23217", "us-41-3031-23218", "us-41-3031-23219", "us-41-3031-23220", "us-41-3031-23221" ], "employment": { "value": 489570, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78660, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3531" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 62, "occScoreRange": [ 56, 68 ], "band": "high", "headlineShare": 0.562483711607661, "headlineShareRange": [ 0.45658808066155254, 0.5842007682763315 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:40:33.629Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-3041", "market": "us", "socCode": "41-3041", "title": "Travel Agents", "slug": "travel-agents", "description": "Plan and sell transportation and accommodations for customers. Determine destination, modes of transportation, travel dates, costs, and accommodations required. May also describe, plan, and arrange itineraries and sell tour packages. May assist in resolving clients' travel problems.", "taskIds": [ "us-41-3041-737", "us-41-3041-738", "us-41-3041-739", "us-41-3041-740", "us-41-3041-741", "us-41-3041-742", "us-41-3041-743", "us-41-3041-20900" ], "employment": { "value": 55110, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50160, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 76, "occScoreRange": [ 71, 81 ], "band": "high", "headlineShare": 0.7467483146006659, "headlineShareRange": [ 0.6374738352722435, 1 ], "scoredTaskCount": 8 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-3091", "market": "us", "socCode": "41-3091", "title": "Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel", "slug": "sales-representatives-of-services-except-advertising-insurance-financial-service", "description": "Sell services to individuals or businesses. May describe options or resolve client problems.", "taskIds": [ "us-41-3091-23222", "us-41-3091-23223", "us-41-3091-23224", "us-41-3091-23225", "us-41-3091-23226", "us-41-3091-23227", "us-41-3091-23228", "us-41-3091-23229", "us-41-3091-23230", "us-41-3091-23231", "us-41-3091-23232", "us-41-3091-23233", "us-41-3091-23234", "us-41-3091-23235", "us-41-3091-23236" ], "employment": { "value": 1256010, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 69990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3552" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 51, 62 ], "band": "partial", "headlineShare": 0.6, "headlineShareRange": [ 0.4666666666666667, 0.6 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:19:37.666Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-4011", "market": "us", "socCode": "41-4011", "title": "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products", "slug": "sales-representatives-wholesale-and-manufacturing-technical-and-scientific-produ", "description": "Sell goods for wholesalers or manufacturers where technical or scientific knowledge is required in such areas as biology, engineering, chemistry, and electronics, normally obtained from at least 2 years of postsecondary education.", "taskIds": [ "us-41-4011-11237", "us-41-4011-11238", "us-41-4011-11239", "us-41-4011-11240", "us-41-4011-11241", "us-41-4011-11245", "us-41-4011-11246", "us-41-4011-11248", "us-41-4011-11249", "us-41-4011-11251", "us-41-4011-11252", "us-41-4011-11256", "us-41-4011-11257", "us-41-4011-11261", "us-41-4011-11262", "us-41-4011-11265", "us-41-4011-11267", "us-41-4011-17654", "us-41-4011-17655", "us-41-4011-17656", "us-41-4011-17657", "us-41-4011-17658", "us-41-4011-17659", "us-41-4011-17660", "us-41-4011-17661", "us-41-4011-17662", "us-41-4011-17663", "us-41-4011-17664", "us-41-4011-17665", "us-41-4011-17666", "us-41-4011-19825", "us-41-4011-19826", "us-41-4011-19828", "us-41-4011-20608", "us-41-4011-20609", "us-41-4011-20610", "us-41-4011-20611", "us-41-4011-20612", "us-41-4011-20613", "us-41-4011-20614", "us-41-4011-20615", "us-41-4011-20616", "us-41-4011-20617", "us-41-4011-20618", "us-41-4011-20619", "us-41-4011-20620" ], "employment": { "value": 284800, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 104920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3552" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 51, 62 ], "band": "partial", "headlineShare": 0.45770725485530533, "headlineShareRange": [ 0.4206202454973233, 0.6286491379843234 ], "scoredTaskCount": 46 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-4012", "market": "us", "socCode": "41-4012", "title": "Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products", "slug": "sales-representatives-wholesale-and-manufacturing-except-technical-and-scientifi", "description": "Sell goods for wholesalers or manufacturers to businesses or groups of individuals. Work requires substantial knowledge of items sold.", "taskIds": [ "us-41-4012-8113", "us-41-4012-8114", "us-41-4012-8115", "us-41-4012-8116", "us-41-4012-8117", "us-41-4012-8118", "us-41-4012-8119", "us-41-4012-8120", "us-41-4012-8121", "us-41-4012-8122", "us-41-4012-8124", "us-41-4012-8125", "us-41-4012-8126", "us-41-4012-8127", "us-41-4012-8128", "us-41-4012-8129", "us-41-4012-20267", "us-41-4012-20268" ], "employment": { "value": 1238190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 72080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3552" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 49, "occScoreRange": [ 43, 55 ], "band": "partial", "headlineShare": 0.39516331115535425, "headlineShareRange": [ 0.31519771575806416, 0.4736650054927397 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-9011", "market": "us", "socCode": "41-9011", "title": "Demonstrators and Product Promoters", "slug": "demonstrators-and-product-promoters", "description": "Demonstrate merchandise and answer questions for the purpose of creating public interest in buying the product. May sell demonstrated merchandise.", "taskIds": [ "us-41-9011-13190", "us-41-9011-13191", "us-41-9011-13192", "us-41-9011-13193", "us-41-9011-13194", "us-41-9011-13195", "us-41-9011-13196", "us-41-9011-13197", "us-41-9011-13198", "us-41-9011-13199", "us-41-9011-13200", "us-41-9011-13201", "us-41-9011-13202", "us-41-9011-13203", "us-41-9011-13204", "us-41-9011-13205", "us-41-9011-13206", "us-41-9011-13207", "us-41-9011-13208", "us-41-9011-13210", "us-41-9011-13211" ], "employment": { "value": 64520, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39320, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3553" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 16, 25 ], "band": "minimal", "headlineShare": 0.18635662730671743, "headlineShareRange": [ 0.14215152306897486, 0.21374257659212517 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-9012", "market": "us", "socCode": "41-9012", "title": "Models", "slug": "models", "description": "Model garments or other apparel and accessories for prospective buyers at fashion shows, private showings, or retail establishments. May pose for photos to be used in magazines or advertisements. May pose as subject for paintings, sculptures, and other types of artistic expression.", "taskIds": [ "us-41-9012-13215", "us-41-9012-13216", "us-41-9012-13217", "us-41-9012-13218", "us-41-9012-13219", "us-41-9012-13220", "us-41-9012-13221", "us-41-9012-13225", "us-41-9012-13226", "us-41-9012-23931" ], "employment": { "value": 3780, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48470, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3413" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 22, 31 ], "band": "low", "headlineShare": 0.34934917206670824, "headlineShareRange": [ 0.2548144866592141, 0.34934917206670824 ], "scoredTaskCount": 10 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-9021", "market": "us", "socCode": "41-9021", "title": "Real Estate Brokers", "slug": "real-estate-brokers", "description": "Operate real estate office, or work for commercial real estate firm, overseeing real estate transactions. Other duties usually include selling real estate or renting properties and arranging loans.", "taskIds": [ "us-41-9021-4599", "us-41-9021-4600", "us-41-9021-4601", "us-41-9021-4602", "us-41-9021-4603", "us-41-9021-4604", "us-41-9021-4605", "us-41-9021-4606", "us-41-9021-4607", "us-41-9021-4608", "us-41-9021-4609", "us-41-9021-4610", "us-41-9021-4611", "us-41-9021-4612", "us-41-9021-4613", "us-41-9021-4614", "us-41-9021-4615" ], "employment": { "value": 46100, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 73220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3555", "uk-soc-1251" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 47, "occScoreRange": [ 41, 52 ], "band": "partial", "headlineShare": 0.4415647775727019, "headlineShareRange": [ 0.3697394517213421, 0.5555115229850018 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-9022", "market": "us", "socCode": "41-9022", "title": "Real Estate Sales Agents", "slug": "real-estate-sales-agents", "description": "Rent, buy, or sell property for clients. Perform duties such as study property listings, interview prospective clients, accompany clients to property site, discuss conditions of sale, and draw up real estate contracts. Includes agents who represent buyer.", "taskIds": [ "us-41-9022-2440", "us-41-9022-2441", "us-41-9022-2442", "us-41-9022-2443", "us-41-9022-2444", "us-41-9022-2445", "us-41-9022-2446", "us-41-9022-2447", "us-41-9022-2448", "us-41-9022-2449", "us-41-9022-2450", "us-41-9022-2451", "us-41-9022-2452", "us-41-9022-2453", "us-41-9022-2454", "us-41-9022-2455", "us-41-9022-2456", "us-41-9022-2457", "us-41-9022-2458", "us-41-9022-2459", "us-41-9022-2460", "us-41-9022-2461", "us-41-9022-2462", "us-41-9022-2463", "us-41-9022-2464", "us-41-9022-2465", "us-41-9022-2466", "us-41-9022-2467", "us-41-9022-2468", "us-41-9022-2469", "us-41-9022-2470", "us-41-9022-2471", "us-41-9022-21155" ], "employment": { "value": 193370, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 52830, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3555", "uk-soc-1251" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 34, 45 ], "band": "partial", "headlineShare": 0.2638588941180519, "headlineShareRange": [ 0.1664975956180742, 0.3616280335600622 ], "scoredTaskCount": 33 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-9031", "market": "us", "socCode": "41-9031", "title": "Sales Engineers", "slug": "sales-engineers", "description": "Sell business goods or services, the selling of which requires a technical background equivalent to a baccalaureate degree in engineering.", "taskIds": [ "us-41-9031-9678", "us-41-9031-9679", "us-41-9031-9680", "us-41-9031-9681", "us-41-9031-9682", "us-41-9031-9683", "us-41-9031-9684", "us-41-9031-9685", "us-41-9031-9686", "us-41-9031-9687", "us-41-9031-9688", "us-41-9031-9689", "us-41-9031-9690", "us-41-9031-9691", "us-41-9031-9692", "us-41-9031-9693", "us-41-9031-9694", "us-41-9031-9695", "us-41-9031-9696", "us-41-9031-9697", "us-41-9031-9698", "us-41-9031-9699", "us-41-9031-9700", "us-41-9031-9701", "us-41-9031-9702" ], "employment": { "value": 51790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 124900, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3552" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 55, "occScoreRange": [ 50, 61 ], "band": "partial", "headlineShare": 0.40398138507397463, "headlineShareRange": [ 0.40398138507397463, 0.5650925181331509 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-9041", "market": "us", "socCode": "41-9041", "title": "Telemarketers", "slug": "telemarketers", "description": "Solicit donations or orders for goods or services over the telephone.", "taskIds": [ "us-41-9041-4618", "us-41-9041-4619", "us-41-9041-4620", "us-41-9041-4621", "us-41-9041-4622", "us-41-9041-4623", "us-41-9041-4624", "us-41-9041-4625", "us-41-9041-4626", "us-41-9041-4627", "us-41-9041-4628", "us-41-9041-4629" ], "employment": { "value": 58430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35450, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 70, "occScoreRange": [ 64, 75 ], "band": "high", "headlineShare": 0.6956198528392524, "headlineShareRange": [ 0.6956198528392524, 1 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-9091", "market": "us", "socCode": "41-9091", "title": "Door-to-Door Sales Workers, News and Street Vendors, and Related Workers", "slug": "door-to-door-sales-workers-news-and-street-vendors-and-related-workers", "description": "Sell goods or services door-to-door or on the street.", "taskIds": [ "us-41-9091-13231", "us-41-9091-13232", "us-41-9091-13233", "us-41-9091-13235", "us-41-9091-13236", "us-41-9091-13237", "us-41-9091-13238", "us-41-9091-13239", "us-41-9091-13240", "us-41-9091-13241", "us-41-9091-13242", "us-41-9091-21075" ], "employment": { "value": 2760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41380, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7123", "uk-soc-7124" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 21, 31 ], "band": "low", "headlineShare": 0.2703843020204918, "headlineShareRange": [ 0.2703843020204918, 0.2703843020204918 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-41-9099", "market": "us", "socCode": "41-9099", "title": "Sales and Related Workers, All Other", "slug": "sales-and-related-workers-all-other", "description": "All sales and related workers not listed separately.", "taskIds": [], "employment": { "value": 93180, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7121", "uk-soc-7129", "uk-soc-1255", "uk-soc-3555" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-1011", "market": "us", "socCode": "43-1011", "title": "First-Line Supervisors of Office and Administrative Support Workers", "slug": "first-line-supervisors-of-office-and-administrative-support-workers", "description": "Directly supervise and coordinate the activities of clerical and administrative support workers.", "taskIds": [ "us-43-1011-9703", "us-43-1011-9704", "us-43-1011-9705", "us-43-1011-9706", "us-43-1011-9707", "us-43-1011-9708", "us-43-1011-9709", "us-43-1011-9710", "us-43-1011-9711", "us-43-1011-9712", "us-43-1011-9713", "us-43-1011-9714", "us-43-1011-9715", "us-43-1011-9716", "us-43-1011-9717", "us-43-1011-9718", "us-43-1011-9719", "us-43-1011-9720", "us-43-1011-9721", "us-43-1011-9722", "us-43-1011-9723", "us-43-1011-9724", "us-43-1011-9725", "us-43-1011-9727", "us-43-1011-9728", "us-43-1011-9729", "us-43-1011-9730", "us-43-1011-9731" ], "employment": { "value": 1436680, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 69500, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4143", "uk-soc-7220", "uk-soc-4142" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 52, "occScoreRange": [ 46, 59 ], "band": "partial", "headlineShare": 0.4034577728192922, "headlineShareRange": [ 0.3058802785454803, 0.4979804869649925 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:30:43.879Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-2011", "market": "us", "socCode": "43-2011", "title": "Switchboard Operators, Including Answering Service", "slug": "switchboard-operators-including-answering-service", "description": "Operate telephone business systems equipment or switchboards to relay incoming, outgoing, and interoffice calls. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-2021", "market": "us", "socCode": "43-2021", "title": "Telephone Operators", "slug": "telephone-operators", "description": "Provide information by accessing alphabetical, geographical, or other directories. Assist customers with special billing requests, such as charges to a third party and credits or refunds for incorrectly dialed numbers or bad connections. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-2099", "market": "us", "socCode": "43-2099", "title": "Communications Equipment Operators, All Other", "slug": "communications-equipment-operators-all-other", "description": "All communications equipment operators not listed separately.", "taskIds": [], "employment": { "value": 1200, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 54680, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3417" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-3011", "market": "us", "socCode": "43-3011", "title": "Bill and Account Collectors", "slug": "bill-and-account-collectors", "description": "Locate and notify customers of delinquent accounts by mail, telephone, or personal visit to solicit payment. Duties include receiving payment and posting amount to customer's account, preparing statements to credit department if customer fails to respond, initiating repossession proceedings or service disconnection, and keeping records of collection and status of accounts.", "taskIds": [ "us-43-3011-2472", "us-43-3011-2473", "us-43-3011-2474", "us-43-3011-2475", "us-43-3011-2476", "us-43-3011-2477", "us-43-3011-2478", "us-43-3011-2479", "us-43-3011-2480", "us-43-3011-2481", "us-43-3011-2482", "us-43-3011-2483", "us-43-3011-2484", "us-43-3011-18559", "us-43-3011-18560" ], "employment": { "value": 158830, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47030, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7122" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 60, "occScoreRange": [ 55, 65 ], "band": "high", "headlineShare": 0.4718494512629059, "headlineShareRange": [ 0.4718494512629059, 0.5162553975128557 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-3021", "market": "us", "socCode": "43-3021", "title": "Billing and Posting Clerks", "slug": "billing-and-posting-clerks", "description": "Compile, compute, and record billing, accounting, statistical, and other numerical data for billing purposes. Prepare billing invoices for services rendered or for delivery or shipment of goods.", "taskIds": [ "us-43-3021-23237", "us-43-3021-23238", "us-43-3021-23239", "us-43-3021-23240", "us-43-3021-23241", "us-43-3021-23242", "us-43-3021-23243", "us-43-3021-23244", "us-43-3021-23245", "us-43-3021-23246", "us-43-3021-23247", "us-43-3021-23248", "us-43-3021-23249", "us-43-3021-23250", "us-43-3021-23251", "us-43-3021-23253", "us-43-3021-23254", "us-43-3021-23255", "us-43-3021-23256", "us-43-3021-23257", "us-43-3021-23258", "us-43-3021-23259", "us-43-3021-23260", "us-43-3021-23262", "us-43-3021-23263", "us-43-3021-23264", "us-43-3021-23265", "us-43-3021-23266" ], "employment": { "value": 404060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48500, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4122" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 64, "occScoreRange": [ 59, 69 ], "band": "high", "headlineShare": 0.7023758071437176, "headlineShareRange": [ 0.637371493670083, 0.7796177563257006 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:19:37.666Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-3031", "market": "us", "socCode": "43-3031", "title": "Bookkeeping, Accounting, and Auditing Clerks", "slug": "bookkeeping-accounting-and-auditing-clerks", "description": "Compute, classify, and record numerical data to keep financial records complete. Perform any combination of routine calculating, posting, and verifying duties to obtain primary financial data for use in maintaining accounting records. May also check the accuracy of figures, calculations, and postings pertaining to business transactions recorded by other workers.", "taskIds": [ "us-43-3031-2486", "us-43-3031-2487", "us-43-3031-2488", "us-43-3031-2489", "us-43-3031-2490", "us-43-3031-2491", "us-43-3031-2492", "us-43-3031-2493", "us-43-3031-2494", "us-43-3031-2495", "us-43-3031-2496", "us-43-3031-2497", "us-43-3031-2498", "us-43-3031-2499", "us-43-3031-2500", "us-43-3031-2501", "us-43-3031-2502", "us-43-3031-2503", "us-43-3031-2504", "us-43-3031-2505", "us-43-3031-2506", "us-43-3031-2507", "us-43-3031-2508", "us-43-3031-2509", "us-43-3031-2510", "us-43-3031-2511", "us-43-3031-2514", "us-43-3031-18561" ], "employment": { "value": 1373680, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3533", "uk-soc-4122", "uk-soc-3534" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 75, "occScoreRange": [ 70, 81 ], "band": "high", "headlineShare": 0.7149618315897351, "headlineShareRange": [ 0.6844644576418978, 0.8167223280642855 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-3041", "market": "us", "socCode": "43-3041", "title": "Gambling Cage Workers", "slug": "gambling-cage-workers", "description": "In a gambling establishment, conduct financial transactions for patrons. Accept patron's credit application and verify credit references to provide check-cashing authorization or to establish house credit accounts. May reconcile daily summaries of transactions to balance books. May sell gambling chips, tokens, or tickets to patrons, or to other workers for resale to patrons. May convert gambling chips, tokens, or tickets to currency upon patron's request. May use a cash register or computer to record transaction.", "taskIds": [ "us-43-3041-4661", "us-43-3041-4662", "us-43-3041-4663", "us-43-3041-4664", "us-43-3041-4665", "us-43-3041-4666", "us-43-3041-4667", "us-43-3041-4668", "us-43-3041-4669", "us-43-3041-4670", "us-43-3041-4671", "us-43-3041-4672", "us-43-3041-4673", "us-43-3041-4674", "us-43-3041-4675", "us-43-3041-4676", "us-43-3041-4677" ], "employment": { "value": 14430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37580, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6211", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 23, 34 ], "band": "low", "headlineShare": 0.21206906378302817, "headlineShareRange": [ 0.11231961134519891, 0.21206906378302817 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-3051", "market": "us", "socCode": "43-3051", "title": "Payroll and Timekeeping Clerks", "slug": "payroll-and-timekeeping-clerks", "description": "Compile and record employee time and payroll data. May compute employees' time worked, production, and commission. May compute and post wages and deductions, or prepare paychecks.", "taskIds": [ "us-43-3051-2515", "us-43-3051-2516", "us-43-3051-2517", "us-43-3051-2518", "us-43-3051-2519", "us-43-3051-2520", "us-43-3051-2521", "us-43-3051-2522", "us-43-3051-2523", "us-43-3051-2524", "us-43-3051-2526", "us-43-3051-2527", "us-43-3051-2528", "us-43-3051-2529", "us-43-3051-2530", "us-43-3051-18562", "us-43-3051-18563", "us-43-3051-18564", "us-43-3051-20901", "us-43-3051-20902", "us-43-3051-23954" ], "employment": { "value": 153140, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58260, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4122" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 72, "occScoreRange": [ 66, 78 ], "band": "high", "headlineShare": 0.9288595583245111, "headlineShareRange": [ 0.5710678754050502, 0.9449273604302981 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:19:37.666Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-3061", "market": "us", "socCode": "43-3061", "title": "Procurement Clerks", "slug": "procurement-clerks", "description": "Compile information and records to draw up purchase orders for procurement of materials and services.", "taskIds": [ "us-43-3061-2531", "us-43-3061-2532", "us-43-3061-2533", "us-43-3061-2534", "us-43-3061-2535", "us-43-3061-2536", "us-43-3061-2537", "us-43-3061-2538", "us-43-3061-2539", "us-43-3061-2540", "us-43-3061-2541", "us-43-3061-2542", "us-43-3061-2544", "us-43-3061-2545", "us-43-3061-2546", "us-43-3061-2547", "us-43-3061-2548", "us-43-3061-20785", "us-43-3061-20786" ], "employment": { "value": 55810, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50580, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4213", "uk-soc-4113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 70, "occScoreRange": [ 66, 76 ], "band": "high", "headlineShare": 0.7037052481866349, "headlineShareRange": [ 0.6455797551508148, 0.8774928709598246 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-3071", "market": "us", "socCode": "43-3071", "title": "Tellers", "slug": "tellers", "description": "Receive and pay out money. Keep records of money and negotiable instruments involved in a financial institution's various transactions.", "taskIds": [ "us-43-3071-2549", "us-43-3071-2550", "us-43-3071-2551", "us-43-3071-2552", "us-43-3071-2553", "us-43-3071-2554", "us-43-3071-2555", "us-43-3071-2556", "us-43-3071-2557", "us-43-3071-2558", "us-43-3071-2559", "us-43-3071-2560", "us-43-3071-2561", "us-43-3071-2562", "us-43-3071-2563", "us-43-3071-2564", "us-43-3071-2565", "us-43-3071-2566", "us-43-3071-2567", "us-43-3071-2568", "us-43-3071-2569", "us-43-3071-2570", "us-43-3071-2571", "us-43-3071-2572", "us-43-3071-2573", "us-43-3071-2574", "us-43-3071-2575", "us-43-3071-21076" ], "employment": { "value": 329480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43030, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4123" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 36, 46 ], "band": "partial", "headlineShare": 0.27500471141935745, "headlineShareRange": [ 0.20975234716913224, 0.3895151861571669 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:12:36.798Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-3099", "market": "us", "socCode": "43-3099", "title": "Financial Clerks, All Other", "slug": "financial-clerks-all-other", "description": "All financial clerks not listed separately.", "taskIds": [], "employment": { "value": 36260, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 53830, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4132", "uk-soc-4124", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4011", "market": "us", "socCode": "43-4011", "title": "Brokerage Clerks", "slug": "brokerage-clerks", "description": "Perform duties related to the purchase, sale, or holding of securities. Duties include writing orders for stock purchases or sales, computing transfer taxes, verifying stock transactions, accepting and delivering securities, tracking stock price fluctuations, computing equity, distributing dividends, and keeping records of daily transactions and holdings.", "taskIds": [ "us-43-4011-8145", "us-43-4011-8147", "us-43-4011-8148", "us-43-4011-8149", "us-43-4011-8150", "us-43-4011-8151", "us-43-4011-8152", "us-43-4011-8153", "us-43-4011-20622", "us-43-4011-20623" ], "employment": { "value": 35940, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 65750, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4132", "uk-soc-4124", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 54, 65 ], "band": "partial", "headlineShare": 0.46689088175801813, "headlineShareRange": [ 0.40145083063975817, 0.6437782170109498 ], "scoredTaskCount": 10 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:54.124Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4021", "market": "us", "socCode": "43-4021", "title": "Correspondence Clerks", "slug": "correspondence-clerks", "description": "Compose letters or electronic correspondence in reply to requests for merchandise, damage claims, credit and other information, delinquent accounts, incorrect billings, or unsatisfactory services. Duties may include gathering data to formulate reply and preparing correspondence.", "taskIds": [ "us-43-4021-11270", "us-43-4021-11271", "us-43-4021-11272", "us-43-4021-11273", "us-43-4021-11274", "us-43-4021-11275", "us-43-4021-11276", "us-43-4021-11277", "us-43-4021-11278", "us-43-4021-11279", "us-43-4021-11280", "us-43-4021-11281", "us-43-4021-11283", "us-43-4021-11285", "us-43-4021-11287", "us-43-4021-11289", "us-43-4021-11290" ], "employment": { "value": 4290, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46800, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4151", "uk-soc-7219" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 76, "occScoreRange": [ 71, 81 ], "band": "high", "headlineShare": 0.7945067997728187, "headlineShareRange": [ 0.7945067997728187, 0.8515964133858309 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4031", "market": "us", "socCode": "43-4031", "title": "Court, Municipal, and License Clerks", "slug": "court-municipal-and-license-clerks", "description": "Perform clerical duties for courts of law, municipalities, or governmental licensing agencies and bureaus. May prepare docket of cases to be called; secure information for judges and court; prepare draft agendas or bylaws for town or city council; answer official correspondence; keep fiscal records and accounts; issue licenses or permits; and record data, administer tests, or collect fees.", "taskIds": [ "us-43-4031-23267", "us-43-4031-23268", "us-43-4031-23269", "us-43-4031-23270", "us-43-4031-23271", "us-43-4031-23272", "us-43-4031-23273", "us-43-4031-23274", "us-43-4031-23275", "us-43-4031-23276", "us-43-4031-23277", "us-43-4031-23278", "us-43-4031-23279", "us-43-4031-23280", "us-43-4031-23281", "us-43-4031-23282", "us-43-4031-23283", "us-43-4031-23284", "us-43-4031-23285", "us-43-4031-23286", "us-43-4031-23287", "us-43-4031-23288", "us-43-4031-23289", "us-43-4031-23290", "us-43-4031-23291", "us-43-4031-23292", "us-43-4031-23293", "us-43-4031-23294", "us-43-4031-23295", "us-43-4031-23296" ], "employment": { "value": 179750, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48700, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3581" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 63, "occScoreRange": [ 57, 68 ], "band": "high", "headlineShare": 0.5829910113836505, "headlineShareRange": [ 0.5829910113836505, 0.747077408668287 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4041", "market": "us", "socCode": "43-4041", "title": "Credit Authorizers, Checkers, and Clerks", "slug": "credit-authorizers-checkers-and-clerks", "description": "Authorize credit charges against customers' accounts. Investigate history and credit standing of individuals or business establishments applying for credit. May interview applicants to obtain personal and financial data, determine credit worthiness, process applications, and notify customers of acceptance or rejection of credit.", "taskIds": [ "us-43-4041-23297", "us-43-4041-23298", "us-43-4041-23299", "us-43-4041-23300", "us-43-4041-23301", "us-43-4041-23302", "us-43-4041-23303", "us-43-4041-23304", "us-43-4041-23305", "us-43-4041-23306", "us-43-4041-23307", "us-43-4041-23308", "us-43-4041-23309", "us-43-4041-23310", "us-43-4041-23311", "us-43-4041-23312" ], "employment": { "value": 12030, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4132", "uk-soc-4124", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 73, "occScoreRange": [ 68, 79 ], "band": "high", "headlineShare": 0.7626280643276088, "headlineShareRange": [ 0.7374683293207922, 0.7877877993344253 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4051", "market": "us", "socCode": "43-4051", "title": "Customer Service Representatives", "slug": "customer-service-representatives", "description": "Interact with customers to provide basic or scripted information in response to routine inquiries about products and services. May handle and resolve general complaints. Excludes individuals whose duties are primarily installation, sales, repair, and technical support.", "taskIds": [ "us-43-4051-2578", "us-43-4051-2579", "us-43-4051-2580", "us-43-4051-2581", "us-43-4051-2582", "us-43-4051-2583", "us-43-4051-2584", "us-43-4051-2585", "us-43-4051-2586", "us-43-4051-2587", "us-43-4051-2589", "us-43-4051-2591", "us-43-4051-18565" ], "employment": { "value": 2595750, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44770, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 70, "occScoreRange": [ 65, 76 ], "band": "high", "headlineShare": 0.6560696477156781, "headlineShareRange": [ 0.6109500016600402, 0.8042562050605602 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:05:04.766Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4061", "market": "us", "socCode": "43-4061", "title": "Eligibility Interviewers, Government Programs", "slug": "eligibility-interviewers-government-programs", "description": "Determine eligibility of persons applying to receive assistance from government programs and agency resources, such as welfare, unemployment benefits, social security, and public housing.", "taskIds": [ "us-43-4061-9732", "us-43-4061-9733", "us-43-4061-9734", "us-43-4061-9735", "us-43-4061-9736", "us-43-4061-9737", "us-43-4061-9738", "us-43-4061-9739", "us-43-4061-9740", "us-43-4061-9741", "us-43-4061-9742", "us-43-4061-9743", "us-43-4061-9744", "us-43-4061-9745", "us-43-4061-9746", "us-43-4061-9747", "us-43-4061-9748" ], "employment": { "value": 154800, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 54210, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 62, "occScoreRange": [ 58, 68 ], "band": "high", "headlineShare": 0.7067204253803804, "headlineShareRange": [ 0.6219225929619493, 0.749410476292285 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4071", "market": "us", "socCode": "43-4071", "title": "File Clerks", "slug": "file-clerks", "description": "File correspondence, cards, invoices, receipts, and other records in alphabetical or numerical order or according to the filing system used. Locate and remove material from file when requested.", "taskIds": [ "us-43-4071-2593", "us-43-4071-2595", "us-43-4071-2596", "us-43-4071-2597", "us-43-4071-2599", "us-43-4071-2600", "us-43-4071-2601", "us-43-4071-2602", "us-43-4071-2603", "us-43-4071-2604", "us-43-4071-2605", "us-43-4071-2607", "us-43-4071-2608", "us-43-4071-2609", "us-43-4071-20627", "us-43-4071-20628", "us-43-4071-20629", "us-43-4071-20630", "us-43-4071-20631" ], "employment": { "value": 73440, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43600, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9219" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 43, "occScoreRange": [ 38, 49 ], "band": "partial", "headlineShare": 0.3663166724463916, "headlineShareRange": [ 0.3663166724463916, 0.4297864003444445 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4081", "market": "us", "socCode": "43-4081", "title": "Hotel, Motel, and Resort Desk Clerks", "slug": "hotel-motel-and-resort-desk-clerks", "description": "Accommodate hotel, motel, and resort patrons by registering and assigning rooms to guests, issuing room keys or cards, transmitting and receiving messages, keeping records of occupied rooms and guests' accounts, making and confirming reservations, and presenting statements to and collecting payments from departing guests.", "taskIds": [ "us-43-4081-2610", "us-43-4081-2611", "us-43-4081-2612", "us-43-4081-2613", "us-43-4081-2615", "us-43-4081-2616", "us-43-4081-2617", "us-43-4081-2618", "us-43-4081-2619", "us-43-4081-2620", "us-43-4081-2622", "us-43-4081-2623", "us-43-4081-2624", "us-43-4081-2625", "us-43-4081-2626", "us-43-4081-18566", "us-43-4081-18567", "us-43-4081-18568", "us-43-4081-18569", "us-43-4081-18570" ], "employment": { "value": 261420, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35070, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4216" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 49, 58 ], "band": "partial", "headlineShare": 0.4728686636834511, "headlineShareRange": [ 0.4728686636834511, 0.5292602820708933 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:49:18.849Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4111", "market": "us", "socCode": "43-4111", "title": "Interviewers, Except Eligibility and Loan", "slug": "interviewers-except-eligibility-and-loan", "description": "Interview persons by telephone, mail, in person, or by other means for the purpose of completing forms, applications, or questionnaires. Ask specific questions, record answers, and assist persons with completing form. May sort, classify, and file forms.", "taskIds": [ "us-43-4111-2627", "us-43-4111-2628", "us-43-4111-2629", "us-43-4111-2630", "us-43-4111-2631", "us-43-4111-2632", "us-43-4111-2633", "us-43-4111-2634", "us-43-4111-2635", "us-43-4111-2636", "us-43-4111-2637", "us-43-4111-2638", "us-43-4111-2640", "us-43-4111-2641", "us-43-4111-20434", "us-43-4111-20435" ], "employment": { "value": 148060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 50, "occScoreRange": [ 44, 57 ], "band": "partial", "headlineShare": 0.33322840373602464, "headlineShareRange": [ 0.2648450389771116, 0.45160487878177724 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:19:38.820Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4121", "market": "us", "socCode": "43-4121", "title": "Library Assistants, Clerical", "slug": "library-assistants-clerical", "description": "Compile records, and sort, shelve, issue, and receive library materials such as books, electronic media, pictures, cards, slides and microfilm. Locate library materials for loan and replace material in shelving area, stacks, or files according to identification number and title. Register patrons to permit them to borrow books, periodicals, and other library materials.", "taskIds": [ "us-43-4121-2643", "us-43-4121-2644", "us-43-4121-2645", "us-43-4121-2646", "us-43-4121-2647", "us-43-4121-2648", "us-43-4121-2649", "us-43-4121-2650", "us-43-4121-2652", "us-43-4121-2653", "us-43-4121-2654", "us-43-4121-2655", "us-43-4121-2656", "us-43-4121-2657", "us-43-4121-2658", "us-43-4121-2660", "us-43-4121-2661", "us-43-4121-2662", "us-43-4121-2664", "us-43-4121-2667", "us-43-4121-18769", "us-43-4121-18770", "us-43-4121-18771", "us-43-4121-18772", "us-43-4121-18773", "us-43-4121-18774", "us-43-4121-18775", "us-43-4121-18776", "us-43-4121-18777", "us-43-4121-18778", "us-43-4121-18779", "us-43-4121-21077" ], "employment": { "value": 85520, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4135" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 26, 36 ], "band": "low", "headlineShare": 0.23256174062621893, "headlineShareRange": [ 0.20841776338883092, 0.256686670751065 ], "scoredTaskCount": 32 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4131", "market": "us", "socCode": "43-4131", "title": "Loan Interviewers and Clerks", "slug": "loan-interviewers-and-clerks", "description": "Interview loan applicants to elicit information; investigate applicants' backgrounds and verify references; prepare loan request papers; and forward findings, reports, and documents to appraisal department. Review loan papers to ensure completeness, and complete transactions between loan establishment, borrowers, and sellers upon approval of loan.", "taskIds": [ "us-43-4131-11291", "us-43-4131-11292", "us-43-4131-11293", "us-43-4131-11294", "us-43-4131-11295", "us-43-4131-11296", "us-43-4131-11297", "us-43-4131-11298", "us-43-4131-11299", "us-43-4131-11300", "us-43-4131-11301", "us-43-4131-11302", "us-43-4131-11303", "us-43-4131-11304", "us-43-4131-11305", "us-43-4131-11306", "us-43-4131-11307", "us-43-4131-11308" ], "employment": { "value": 164790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50020, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4132", "uk-soc-4124", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 53, 65 ], "band": "partial", "headlineShare": 0.47522655000599334, "headlineShareRange": [ 0.47522655000599334, 0.6263169286527133 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4141", "market": "us", "socCode": "43-4141", "title": "New Accounts Clerks", "slug": "new-accounts-clerks", "description": "Interview persons desiring to open accounts in financial institutions. Explain account services available to prospective customers and assist them in preparing applications.", "taskIds": [ "us-43-4141-4722", "us-43-4141-4723", "us-43-4141-4724", "us-43-4141-4725", "us-43-4141-4726", "us-43-4141-4727", "us-43-4141-4728", "us-43-4141-4729", "us-43-4141-4730", "us-43-4141-4731", "us-43-4141-4732", "us-43-4141-4733", "us-43-4141-4734", "us-43-4141-4735", "us-43-4141-20141" ], "employment": { "value": 36860, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4132", "uk-soc-4124", "uk-soc-4129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 35, 44 ], "band": "low", "headlineShare": 0.19351887153530745, "headlineShareRange": [ 0.17297398166843606, 0.3475945770463471 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4151", "market": "us", "socCode": "43-4151", "title": "Order Clerks", "slug": "order-clerks", "description": "Receive and process incoming orders for materials, merchandise, classified ads, or services such as repairs, installations, or rental of facilities. Generally receives orders via mail, phone, fax, or other electronic means. Duties include informing customers of receipt, prices, shipping dates, and delays; preparing contracts; and handling complaints.", "taskIds": [ "us-43-4151-2668", "us-43-4151-2669", "us-43-4151-2670", "us-43-4151-2671", "us-43-4151-2672", "us-43-4151-2673", "us-43-4151-2674", "us-43-4151-2675", "us-43-4151-2676", "us-43-4151-2677", "us-43-4151-2678", "us-43-4151-2679", "us-43-4151-2680", "us-43-4151-2681", "us-43-4151-2682", "us-43-4151-2683", "us-43-4151-2684", "us-43-4151-2685", "us-43-4151-2686" ], "employment": { "value": 75200, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46170, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 72, "occScoreRange": [ 67, 77 ], "band": "high", "headlineShare": 0.6802124653845275, "headlineShareRange": [ 0.6802124653845275, 0.8658390687844416 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:07:16.251Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4161", "market": "us", "socCode": "43-4161", "title": "Human Resources Assistants, Except Payroll and Timekeeping", "slug": "human-resources-assistants-except-payroll-and-timekeeping", "description": "Compile and keep personnel records. Record data for each employee, such as address, weekly earnings, absences, amount of sales or production, supervisory reports, and date of and reason for termination. May prepare reports for employment records, file employment records, or search employee files and furnish information to authorized persons.", "taskIds": [ "us-43-4161-2687", "us-43-4161-2689", "us-43-4161-2690", "us-43-4161-2691", "us-43-4161-2692", "us-43-4161-2693", "us-43-4161-2694", "us-43-4161-2695", "us-43-4161-2696", "us-43-4161-2697", "us-43-4161-2698", "us-43-4161-2699", "us-43-4161-2700", "us-43-4161-2701", "us-43-4161-2702", "us-43-4161-2703", "us-43-4161-2704", "us-43-4161-18572", "us-43-4161-21013" ], "employment": { "value": 90220, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50610, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4136" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 53, 64 ], "band": "partial", "headlineShare": 0.6706125256505956, "headlineShareRange": [ 0.4247598765059545, 0.7161943027833697 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4171", "market": "us", "socCode": "43-4171", "title": "Receptionists and Information Clerks", "slug": "receptionists-and-information-clerks", "description": "Answer inquiries and provide information to the general public, customers, visitors, and other interested parties regarding activities conducted at establishment and location of departments, offices, and employees within the organization.", "taskIds": [ "us-43-4171-744", "us-43-4171-745", "us-43-4171-746", "us-43-4171-747", "us-43-4171-748", "us-43-4171-749", "us-43-4171-750", "us-43-4171-751", "us-43-4171-752", "us-43-4171-753", "us-43-4171-754", "us-43-4171-755", "us-43-4171-756", "us-43-4171-757", "us-43-4171-758", "us-43-4171-759", "us-43-4171-760", "us-43-4171-762" ], "employment": { "value": 910180, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38010, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4216", "uk-soc-7219", "uk-soc-7211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 51, 61 ], "band": "partial", "headlineShare": 0.6274555793410167, "headlineShareRange": [ 0.6274555793410167, 0.6570630267515303 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4181", "market": "us", "socCode": "43-4181", "title": "Reservation and Transportation Ticket Agents and Travel Clerks", "slug": "reservation-and-transportation-ticket-agents-and-travel-clerks", "description": "Make and confirm reservations for transportation or lodging, or sell transportation tickets. May check baggage and direct passengers to designated concourse, pier, or track; deliver tickets and contact individuals and groups to inform them of package tours; or provide tourists with travel or transportation information.", "taskIds": [ "us-43-4181-9749", "us-43-4181-9750", "us-43-4181-9751", "us-43-4181-9752", "us-43-4181-9753", "us-43-4181-9754", "us-43-4181-9755", "us-43-4181-9756", "us-43-4181-9757", "us-43-4181-9758", "us-43-4181-9759", "us-43-4181-9760", "us-43-4181-9761", "us-43-4181-9762", "us-43-4181-9763", "us-43-4181-9764", "us-43-4181-9766", "us-43-4181-9767", "us-43-4181-9768", "us-43-4181-20436", "us-43-4181-20437" ], "employment": { "value": 118710, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 48, 58 ], "band": "partial", "headlineShare": 0.5306582827299449, "headlineShareRange": [ 0.42472730233515205, 0.5458006965600797 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-4199", "market": "us", "socCode": "43-4199", "title": "Information and Record Clerks, All Other", "slug": "information-and-record-clerks-all-other", "description": "All information and record clerks not listed separately.", "taskIds": [], "employment": { "value": 134920, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49500, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5011", "market": "us", "socCode": "43-5011", "title": "Cargo and Freight Agents", "slug": "cargo-and-freight-agents", "description": "Expedite and route movement of incoming and outgoing cargo and freight shipments in airline, train, and trucking terminals and shipping docks. Take orders from customers and arrange pickup of freight and cargo for delivery to loading platform. Prepare and examine bills of lading to determine shipping charges and tariffs.", "taskIds": [ "us-43-5011-8188", "us-43-5011-8190", "us-43-5011-8192", "us-43-5011-8194", "us-43-5011-8195", "us-43-5011-8196", "us-43-5011-8197", "us-43-5011-8198", "us-43-5011-8199", "us-43-5011-8200", "us-43-5011-8201", "us-43-5011-8202", "us-43-5011-8203", "us-43-5011-8204", "us-43-5011-8205", "us-43-5011-8206", "us-43-5011-8208", "us-43-5011-8209", "us-43-5011-8210", "us-43-5011-17680", "us-43-5011-17681", "us-43-5011-17682", "us-43-5011-17683", "us-43-5011-17684", "us-43-5011-17685", "us-43-5011-17686", "us-43-5011-17687", "us-43-5011-17688", "us-43-5011-17689", "us-43-5011-17690", "us-43-5011-17691", "us-43-5011-17692", "us-43-5011-17693", "us-43-5011-17694", "us-43-5011-17695", "us-43-5011-17696", "us-43-5011-17697", "us-43-5011-17698", "us-43-5011-17699", "us-43-5011-17700", "us-43-5011-17701", "us-43-5011-17702", "us-43-5011-17703", "us-43-5011-17704", "us-43-5011-17705", "us-43-5011-19829", "us-43-5011-19830", "us-43-5011-19831", "us-43-5011-19832", "us-43-5011-19833", "us-43-5011-20271", "us-43-5011-20272", "us-43-5011-20273", "us-43-5011-20274", "us-43-5011-20275" ], "employment": { "value": 97670, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 52260, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3542" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 66, "occScoreRange": [ 61, 72 ], "band": "high", "headlineShare": 0.731941733909373, "headlineShareRange": [ 0.5729206417168969, 0.8146374923887452 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:40:33.629Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5021", "market": "us", "socCode": "43-5021", "title": "Couriers and Messengers", "slug": "couriers-and-messengers", "description": "Pick up and deliver messages, documents, packages, and other items between offices or departments within an establishment or directly to other business concerns, traveling by foot, bicycle, motorcycle, automobile, or public conveyance.", "taskIds": [ "us-43-5021-7010", "us-43-5021-7011", "us-43-5021-7012", "us-43-5021-7013", "us-43-5021-7014", "us-43-5021-7015", "us-43-5021-7016", "us-43-5021-7017", "us-43-5021-7018", "us-43-5021-7019", "us-43-5021-7020", "us-43-5021-7021", "us-43-5021-7023", "us-43-5021-7024", "us-43-5021-20903" ], "employment": { "value": 68640, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39200, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 22, "occScoreRange": [ 20, 27 ], "band": "low", "headlineShare": 0.18660002854029756, "headlineShareRange": [ 0.18660002854029756, 0.18660002854029756 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5031", "market": "us", "socCode": "43-5031", "title": "Public Safety Telecommunicators", "slug": "public-safety-telecommunicators", "description": "Operate telephone, radio, or other communication systems to receive and communicate requests for emergency assistance at 9-1-1 public safety answering points and emergency operations centers. Take information from the public and other sources regarding crimes, threats, disturbances, acts of terrorism, fires, medical emergencies, and other public safety matters. May coordinate and provide information to law enforcement and emergency response personnel. May access sensitive databases and other information sources as needed. May provide additional instructions to callers based on knowledge of and certification in law enforcement, fire, or emergency medical procedures.", "taskIds": [ "us-43-5031-2705", "us-43-5031-2706", "us-43-5031-2707", "us-43-5031-2708", "us-43-5031-2709", "us-43-5031-2710", "us-43-5031-2711", "us-43-5031-2712", "us-43-5031-2713", "us-43-5031-2714", "us-43-5031-2715", "us-43-5031-2716", "us-43-5031-2717", "us-43-5031-2718", "us-43-5031-2719", "us-43-5031-2720", "us-43-5031-2721", "us-43-5031-2722" ], "employment": { "value": 102500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 53040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6311", "uk-soc-7213" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 55, "occScoreRange": [ 49, 62 ], "band": "partial", "headlineShare": 0.4456188962426704, "headlineShareRange": [ 0.3859902374351582, 0.5665105847564821 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5032", "market": "us", "socCode": "43-5032", "title": "Dispatchers, Except Police, Fire, and Ambulance", "slug": "dispatchers-except-police-fire-and-ambulance", "description": "Schedule and dispatch workers, work crews, equipment, or service vehicles for conveyance of materials, freight, or passengers, or for normal installation, service, or emergency repairs rendered outside the place of business. Duties may include using radio, telephone, or computer to transmit assignments and compiling statistics and reports on work progress.", "taskIds": [ "us-43-5032-2723", "us-43-5032-2724", "us-43-5032-2725", "us-43-5032-2726", "us-43-5032-2727", "us-43-5032-2728", "us-43-5032-2729", "us-43-5032-2730", "us-43-5032-2731", "us-43-5032-2732", "us-43-5032-2733", "us-43-5032-2735" ], "employment": { "value": 202810, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4134" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 76, "occScoreRange": [ 72, 81 ], "band": "high", "headlineShare": 0.9647641144090066, "headlineShareRange": [ 0.9133357306851816, 0.9647641144090066 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5041", "market": "us", "socCode": "43-5041", "title": "Meter Readers, Utilities", "slug": "meter-readers-utilities", "description": "Read meter and record consumption of electricity, gas, water, or steam.", "taskIds": [ "us-43-5041-11309", "us-43-5041-11310", "us-43-5041-11311", "us-43-5041-11312", "us-43-5041-11313", "us-43-5041-11314", "us-43-5041-11315", "us-43-5041-11316", "us-43-5041-11317", "us-43-5041-11318", "us-43-5041-11320", "us-43-5041-20904" ], "employment": { "value": 19430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48150, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7122" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 24, 32 ], "band": "low", "headlineShare": 0.04764293676129313, "headlineShareRange": [ 0.04764293676129313, 0.21654148026850628 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5051", "market": "us", "socCode": "43-5051", "title": "Postal Service Clerks", "slug": "postal-service-clerks", "description": "Perform any combination of tasks in a United States Postal Service (USPS) post office, such as receive letters and parcels; sell postage and revenue stamps, postal cards, and stamped envelopes; fill out and sell money orders; place mail in pigeon holes of mail rack or in bags; and examine mail for correct postage. Includes postal service clerks employed by USPS contractors.", "taskIds": [ "us-43-5051-11321", "us-43-5051-11322", "us-43-5051-11323", "us-43-5051-11324", "us-43-5051-11325", "us-43-5051-11326", "us-43-5051-11327", "us-43-5051-11328", "us-43-5051-11329", "us-43-5051-11330", "us-43-5051-11331", "us-43-5051-11332", "us-43-5051-11333", "us-43-5051-11334", "us-43-5051-11335", "us-43-5051-11336", "us-43-5051-11337", "us-43-5051-11338", "us-43-5051-20905" ], "employment": { "value": 73720, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62130, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4123", "uk-soc-9211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 17, 26 ], "band": "low", "headlineShare": 0.02942907045580386, "headlineShareRange": [ 0.02942907045580386, 0.08056100831972451 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:07:16.251Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5052", "market": "us", "socCode": "43-5052", "title": "Postal Service Mail Carriers", "slug": "postal-service-mail-carriers", "description": "Sort and deliver mail for the United States Postal Service (USPS). Deliver mail on established route by vehicle or on foot. Includes postal service mail carriers employed by USPS contractors.", "taskIds": [ "us-43-5052-11341", "us-43-5052-11342", "us-43-5052-11343", "us-43-5052-11344", "us-43-5052-11345", "us-43-5052-11346", "us-43-5052-11347", "us-43-5052-11348", "us-43-5052-11349", "us-43-5052-11350", "us-43-5052-11351", "us-43-5052-11352", "us-43-5052-11353", "us-43-5052-11354", "us-43-5052-11355", "us-43-5052-11356", "us-43-5052-11357", "us-43-5052-11358", "us-43-5052-11360", "us-43-5052-11361", "us-43-5052-20906" ], "employment": { "value": 328820, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9211" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 7, 17 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.024026582719498667 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5053", "market": "us", "socCode": "43-5053", "title": "Postal Service Mail Sorters, Processors, and Processing Machine Operators", "slug": "postal-service-mail-sorters-processors-and-processing-machine-operators", "description": "Prepare incoming and outgoing mail for distribution for the United States Postal Service (USPS). Examine, sort, and route mail. Load, operate, and occasionally adjust and repair mail processing, sorting, and canceling machinery. Keep records of shipments, pouches, and sacks, and perform other duties related to mail handling within the postal service. Includes postal service mail sorters and processors employed by USPS contractors.", "taskIds": [ "us-43-5053-8213", "us-43-5053-8214", "us-43-5053-8217", "us-43-5053-8218", "us-43-5053-8219", "us-43-5053-8220", "us-43-5053-8221", "us-43-5053-8222", "us-43-5053-8223", "us-43-5053-8224", "us-43-5053-8226", "us-43-5053-8227", "us-43-5053-8229", "us-43-5053-8230" ], "employment": { "value": 105200, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58470, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 12 ], "band": "minimal", "headlineShare": 0.040194918518145245, "headlineShareRange": [ 0.040194918518145245, 0.040194918518145245 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5061", "market": "us", "socCode": "43-5061", "title": "Production, Planning, and Expediting Clerks", "slug": "production-planning-and-expediting-clerks", "description": "Coordinate and expedite the flow of work and materials within or between departments of an establishment according to production schedule. Duties include reviewing and distributing production, work, and shipment schedules; conferring with department supervisors to determine progress of work and completion dates; and compiling reports on progress of work, inventory levels, costs, and production problems.", "taskIds": [ "us-43-5061-11362", "us-43-5061-11363", "us-43-5061-11364", "us-43-5061-11365", "us-43-5061-11366", "us-43-5061-11367", "us-43-5061-11368", "us-43-5061-11369", "us-43-5061-11370", "us-43-5061-11371", "us-43-5061-11372", "us-43-5061-11373", "us-43-5061-11374", "us-43-5061-11375", "us-43-5061-11376", "us-43-5061-11377", "us-43-5061-11378" ], "employment": { "value": 390160, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59650, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4131", "uk-soc-4133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 64, "occScoreRange": [ 59, 69 ], "band": "high", "headlineShare": 0.6098351391653342, "headlineShareRange": [ 0.6098351391653342, 0.7810361081020999 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:46:54.548Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5071", "market": "us", "socCode": "43-5071", "title": "Shipping, Receiving, and Inventory Clerks", "slug": "shipping-receiving-and-inventory-clerks", "description": "Verify and maintain records on incoming and outgoing shipments involving inventory. Duties include verifying and recording incoming merchandise or material and arranging for the transportation of products. May prepare items for shipment.", "taskIds": [ "us-43-5071-4737", "us-43-5071-4739", "us-43-5071-4740", "us-43-5071-4741", "us-43-5071-4742", "us-43-5071-4744", "us-43-5071-19834", "us-43-5071-20276", "us-43-5071-20277", "us-43-5071-20278", "us-43-5071-20279" ], "employment": { "value": 816870, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45260, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4133", "uk-soc-3542" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 49, 58 ], "band": "partial", "headlineShare": 0.4904100604169085, "headlineShareRange": [ 0.4904100604169085, 0.6010946292743533 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-5111", "market": "us", "socCode": "43-5111", "title": "Weighers, Measurers, Checkers, and Samplers, Recordkeeping", "slug": "weighers-measurers-checkers-and-samplers-recordkeeping", "description": "Weigh, measure, and check materials, supplies, and equipment for the purpose of keeping relevant records. Duties are primarily clerical by nature. Includes workers who collect and keep record of samples of products or materials.", "taskIds": [ "us-43-5111-11379", "us-43-5111-11380", "us-43-5111-11381", "us-43-5111-11382", "us-43-5111-11383", "us-43-5111-11384", "us-43-5111-11386", "us-43-5111-11387", "us-43-5111-11388", "us-43-5111-11389", "us-43-5111-11390", "us-43-5111-11391", "us-43-5111-11393", "us-43-5111-11394", "us-43-5111-11395", "us-43-5111-11397", "us-43-5111-11398", "us-43-5111-11400" ], "employment": { "value": 53300, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46380, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 15, 25 ], "band": "minimal", "headlineShare": 0.03913778196274452, "headlineShareRange": [ 0.03913778196274452, 0.1798277147954952 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-6011", "market": "us", "socCode": "43-6011", "title": "Executive Secretaries and Executive Administrative Assistants", "slug": "executive-secretaries-and-executive-administrative-assistants", "description": "Provide high-level administrative support by conducting research, preparing statistical reports, and handling information requests, as well as performing routine administrative functions such as preparing correspondence, receiving visitors, arranging conference calls, and scheduling meetings. May also train and supervise lower-level clerical staff.", "taskIds": [ "us-43-6011-2770", "us-43-6011-2771", "us-43-6011-2772", "us-43-6011-2773", "us-43-6011-2774", "us-43-6011-2775", "us-43-6011-2776", "us-43-6011-2779", "us-43-6011-2780", "us-43-6011-2781", "us-43-6011-2782", "us-43-6011-2784", "us-43-6011-2785", "us-43-6011-2787", "us-43-6011-2788", "us-43-6011-18573", "us-43-6011-18574", "us-43-6011-18575", "us-43-6011-18576", "us-43-6011-18577", "us-43-6011-18578", "us-43-6011-18579" ], "employment": { "value": 459910, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76590, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4214", "uk-soc-4215" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 65, "occScoreRange": [ 59, 70 ], "band": "high", "headlineShare": 0.6810378155620173, "headlineShareRange": [ 0.5770729059309029, 0.6810378155620173 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:17:35.136Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-6012", "market": "us", "socCode": "43-6012", "title": "Legal Secretaries and Administrative Assistants", "slug": "legal-secretaries-and-administrative-assistants", "description": "Perform secretarial duties using legal terminology, procedures, and documents. Prepare legal papers and correspondence, such as summonses, complaints, motions, and subpoenas. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-6013", "market": "us", "socCode": "43-6013", "title": "Medical Secretaries and Administrative Assistants", "slug": "medical-secretaries-and-administrative-assistants", "description": "Perform secretarial duties using specific knowledge of medical terminology and hospital, clinic, or laboratory procedures. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-6014", "market": "us", "socCode": "43-6014", "title": "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive", "slug": "secretaries-and-administrative-assistants-except-legal-medical-and-executive", "description": "Perform routine administrative functions such as drafting correspondence, scheduling appointments, organizing and maintaining paper and electronic files, or providing information to callers.", "taskIds": [ "us-43-6014-2790", "us-43-6014-2791", "us-43-6014-2793", "us-43-6014-2794", "us-43-6014-2795", "us-43-6014-2796", "us-43-6014-2797", "us-43-6014-2799", "us-43-6014-2800", "us-43-6014-2801", "us-43-6014-2802", "us-43-6014-2803", "us-43-6014-2804", "us-43-6014-2805", "us-43-6014-2806", "us-43-6014-2808", "us-43-6014-2809", "us-43-6014-2812", "us-43-6014-2813", "us-43-6014-2814", "us-43-6014-20280", "us-43-6014-20281", "us-43-6014-20282", "us-43-6014-20283", "us-43-6014-20284", "us-43-6014-20285", "us-43-6014-20286", "us-43-6014-20287", "us-43-6014-20288", "us-43-6014-20289", "us-43-6014-20290" ], "employment": { "value": 1706790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47540, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4215" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 61, "occScoreRange": [ 56, 67 ], "band": "high", "headlineShare": 0.5787822926296879, "headlineShareRange": [ 0.5787822926296879, 0.5787822926296879 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9021", "market": "us", "socCode": "43-9021", "title": "Data Entry Keyers", "slug": "data-entry-keyers", "description": "Operate data entry device, such as keyboard or photo composing perforator. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9022", "market": "us", "socCode": "43-9022", "title": "Word Processors and Typists", "slug": "word-processors-and-typists", "description": "Use word processor, computer, or typewriter to type letters, reports, forms, or other material from rough draft, corrected copy, or voice recording. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9031", "market": "us", "socCode": "43-9031", "title": "Desktop Publishers", "slug": "desktop-publishers", "description": "Format typescript and graphic elements using computer software to produce publication-ready material.", "taskIds": [ "us-43-9031-2815", "us-43-9031-2816", "us-43-9031-2817", "us-43-9031-2818", "us-43-9031-2819", "us-43-9031-2820", "us-43-9031-2821", "us-43-9031-2822", "us-43-9031-2823", "us-43-9031-2824", "us-43-9031-2825", "us-43-9031-2826", "us-43-9031-2827", "us-43-9031-2828", "us-43-9031-2829", "us-43-9031-2830", "us-43-9031-2831", "us-43-9031-2832" ], "employment": { "value": 3350, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 55290, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5421" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 76, "occScoreRange": [ 72, 81 ], "band": "high", "headlineShare": 0.8110817616708681, "headlineShareRange": [ 0.7422319487620498, 0.860887584136549 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9041", "market": "us", "socCode": "43-9041", "title": "Insurance Claims and Policy Processing Clerks", "slug": "insurance-claims-and-policy-processing-clerks", "description": "Process new insurance policies, modifications to existing policies, and claims forms. Obtain information from policyholders to verify the accuracy and completeness of information on claims forms, applications and related documents, and company records. Update existing policies and company records to reflect changes requested by policyholders and insurance company representatives.", "taskIds": [ "us-43-9041-23313", "us-43-9041-23314", "us-43-9041-23315", "us-43-9041-23316", "us-43-9041-23317", "us-43-9041-23318", "us-43-9041-23319", "us-43-9041-23320", "us-43-9041-23321", "us-43-9041-23322", "us-43-9041-23323", "us-43-9041-23324", "us-43-9041-23325", "us-43-9041-23326", "us-43-9041-23327", "us-43-9041-23328", "us-43-9041-23329", "us-43-9041-23330", "us-43-9041-23332", "us-43-9041-23333", "us-43-9041-23334", "us-43-9041-23336", "us-43-9041-23337", "us-43-9041-23338", "us-43-9041-23339" ], "employment": { "value": 214260, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49230, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4132", "uk-soc-4124", "uk-soc-4129", "uk-soc-3534" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 79, "occScoreRange": [ 75, 83 ], "band": "high", "headlineShare": 0.9361226732415119, "headlineShareRange": [ 0.9109141730740236, 1 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9051", "market": "us", "socCode": "43-9051", "title": "Mail Clerks and Mail Machine Operators, Except Postal Service", "slug": "mail-clerks-and-mail-machine-operators-except-postal-service", "description": "Prepare incoming and outgoing mail for distribution. Time-stamp, open, read, sort, and route incoming mail; and address, seal, stamp, fold, stuff, and affix postage to outgoing mail or packages. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9061", "market": "us", "socCode": "43-9061", "title": "Office Clerks, General", "slug": "office-clerks-general", "description": "Perform duties too varied and diverse to be classified in any specific office clerical occupation, requiring knowledge of office systems and procedures. Clerical duties may be assigned in accordance with the office procedures of individual establishments and may include a combination of answering telephones, bookkeeping, typing or word processing, office machine operation, and filing.", "taskIds": [ "us-43-9061-825", "us-43-9061-826", "us-43-9061-827", "us-43-9061-828", "us-43-9061-829", "us-43-9061-830", "us-43-9061-831", "us-43-9061-832", "us-43-9061-833", "us-43-9061-834", "us-43-9061-835", "us-43-9061-836", "us-43-9061-837", "us-43-9061-838", "us-43-9061-839", "us-43-9061-840", "us-43-9061-841", "us-43-9061-842", "us-43-9061-843", "us-43-9061-844" ], "employment": { "value": 2464940, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45010, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4213", "uk-soc-4113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 48, 58 ], "band": "partial", "headlineShare": 0.471484777373039, "headlineShareRange": [ 0.471484777373039, 0.471484777373039 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:16:42.361Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9071", "market": "us", "socCode": "43-9071", "title": "Office Machine Operators, Except Computer", "slug": "office-machine-operators-except-computer", "description": "Operate one or more of a variety of office machines, such as photocopying, photographic, and duplicating machines, or other office machines.", "taskIds": [ "us-43-9071-13288", "us-43-9071-13289", "us-43-9071-13290", "us-43-9071-13291", "us-43-9071-13292", "us-43-9071-13293", "us-43-9071-13294", "us-43-9071-13295", "us-43-9071-13296", "us-43-9071-13297", "us-43-9071-13298", "us-43-9071-13299", "us-43-9071-13300", "us-43-9071-13301", "us-43-9071-13302", "us-43-9071-13303", "us-43-9071-13304", "us-43-9071-13305" ], "employment": { "value": 25130, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40960, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9219" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 19 ], "band": "minimal", "headlineShare": 0.052546103249859304, "headlineShareRange": [ 0.052546103249859304, 0.12392691159313822 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9081", "market": "us", "socCode": "43-9081", "title": "Proofreaders and Copy Markers", "slug": "proofreaders-and-copy-markers", "description": "Read transcript or proof type setup to detect and mark for correction any grammatical, typographical, or compositional errors. Excludes workers whose primary duty is editing copy. Includes proofreaders of braille.", "taskIds": [ "us-43-9081-5158", "us-43-9081-5159", "us-43-9081-5160", "us-43-9081-5161", "us-43-9081-5162", "us-43-9081-5163", "us-43-9081-5165", "us-43-9081-20907", "us-43-9081-20908", "us-43-9081-20909", "us-43-9081-20910" ], "employment": { "value": 4580, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51120, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4159", "uk-soc-3412", "uk-soc-4131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 80, "occScoreRange": [ 76, 85 ], "band": "very high", "headlineShare": 0.8069959489820863, "headlineShareRange": [ 0.8069959489820863, 0.9581491006622034 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9111", "market": "us", "socCode": "43-9111", "title": "Statistical Assistants", "slug": "statistical-assistants", "description": "Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks.", "taskIds": [ "us-43-9111-9788", "us-43-9111-9789", "us-43-9111-9790", "us-43-9111-9791", "us-43-9111-9792", "us-43-9111-9793", "us-43-9111-9794", "us-43-9111-9795", "us-43-9111-9796", "us-43-9111-9797", "us-43-9111-9798", "us-43-9111-9799", "us-43-9111-9800", "us-43-9111-9801" ], "employment": { "value": 4710, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3544", "uk-soc-3543" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 72, "occScoreRange": [ 67, 78 ], "band": "high", "headlineShare": 0.7965178667000846, "headlineShareRange": [ 0.7268241041830023, 0.7965178667000846 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-43-9199", "market": "us", "socCode": "43-9199", "title": "Office and Administrative Support Workers, All Other", "slug": "office-and-administrative-support-workers-all-other", "description": "All office and administrative support workers not listed separately.", "taskIds": [], "employment": { "value": 192260, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-4151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-1011", "market": "us", "socCode": "45-1011", "title": "First-Line Supervisors of Farming, Fishing, and Forestry Workers", "slug": "first-line-supervisors-of-farming-fishing-and-forestry-workers", "description": "Directly supervise and coordinate the activities of agricultural, forestry, aquacultural, and related workers.", "taskIds": [ "us-45-1011-23340", "us-45-1011-23341", "us-45-1011-23342", "us-45-1011-23343", "us-45-1011-23344", "us-45-1011-23345", "us-45-1011-23346", "us-45-1011-23347", "us-45-1011-23348", "us-45-1011-23349", "us-45-1011-23350", "us-45-1011-23351", "us-45-1011-23352", "us-45-1011-23353", "us-45-1011-23354", "us-45-1011-23355", "us-45-1011-23356", "us-45-1011-23357", "us-45-1011-23358", "us-45-1011-23359", "us-45-1011-23360", "us-45-1011-23361", "us-45-1011-23362", "us-45-1011-23363", "us-45-1011-23364", "us-45-1011-23365", "us-45-1011-23366", "us-45-1011-23367", "us-45-1011-23368", "us-45-1011-23369" ], "employment": { "value": 27960, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59320, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5111", "uk-soc-5112", "uk-soc-9112", "uk-soc-9111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 21, 31 ], "band": "low", "headlineShare": 0.16566744078001222, "headlineShareRange": [ 0.16566744078001222, 0.16566744078001222 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-2011", "market": "us", "socCode": "45-2011", "title": "Agricultural Inspectors", "slug": "agricultural-inspectors", "description": "Inspect agricultural commodities, processing equipment, and facilities, and fish and logging operations, to ensure compliance with regulations and laws governing health, quality, and safety.", "taskIds": [ "us-45-2011-14846", "us-45-2011-14847", "us-45-2011-14848", "us-45-2011-14849", "us-45-2011-14850", "us-45-2011-14851", "us-45-2011-14852", "us-45-2011-14853", "us-45-2011-14854", "us-45-2011-14855", "us-45-2011-14856", "us-45-2011-14857", "us-45-2011-14863", "us-45-2011-14864", "us-45-2011-14866", "us-45-2011-14868" ], "employment": { "value": 14410, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49940, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3581", "uk-soc-2483" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 7, 19 ], "band": "minimal", "headlineShare": 0.029106614118633824, "headlineShareRange": [ 0.029106614118633824, 0.029106614118633824 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-2021", "market": "us", "socCode": "45-2021", "title": "Animal Breeders", "slug": "animal-breeders", "description": "Select and breed animals according to their genealogy, characteristics, and offspring. May require knowledge of artificial insemination techniques and equipment use. May involve keeping records on heats, birth intervals, or pedigree.", "taskIds": [ "us-45-2021-8232", "us-45-2021-8233", "us-45-2021-8234", "us-45-2021-8235", "us-45-2021-8236", "us-45-2021-8237", "us-45-2021-8238", "us-45-2021-8239", "us-45-2021-8240", "us-45-2021-8241", "us-45-2021-8243", "us-45-2021-8245", "us-45-2021-8246", "us-45-2021-8247", "us-45-2021-8248", "us-45-2021-8249", "us-45-2021-8250", "us-45-2021-8251", "us-45-2021-21080", "us-45-2021-21081", "us-45-2021-21082" ], "employment": { "value": 1330, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51130, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5111", "uk-soc-9111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 13, 20 ], "band": "minimal", "headlineShare": 0.041192890999674894, "headlineShareRange": [ 0.041192890999674894, 0.11211566271549013 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-2041", "market": "us", "socCode": "45-2041", "title": "Graders and Sorters, Agricultural Products", "slug": "graders-and-sorters-agricultural-products", "description": "Grade, sort, or classify unprocessed food and other agricultural products by size, weight, color, or condition.", "taskIds": [ "us-45-2041-13349", "us-45-2041-13350", "us-45-2041-13351", "us-45-2041-13352", "us-45-2041-13353" ], "employment": { "value": 25180, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35730, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8144", "uk-soc-8113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 5 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-2091", "market": "us", "socCode": "45-2091", "title": "Agricultural Equipment Operators", "slug": "agricultural-equipment-operators", "description": "Drive and control equipment to support agricultural activities such as tilling soil; planting, cultivating, and harvesting crops; feeding and herding livestock; or removing animal waste. May perform tasks such as crop baling or hay bucking. May operate stationary equipment to perform post-harvest tasks such as husking, shelling, threshing, and ginning.", "taskIds": [ "us-45-2091-13355", "us-45-2091-13356", "us-45-2091-13357", "us-45-2091-13358", "us-45-2091-13359", "us-45-2091-13360", "us-45-2091-13361", "us-45-2091-13362", "us-45-2091-13363", "us-45-2091-13364", "us-45-2091-13365", "us-45-2091-13366", "us-45-2091-13367", "us-45-2091-13368", "us-45-2091-13369", "us-45-2091-13370", "us-45-2091-13371" ], "employment": { "value": 28500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41730, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5114", "uk-soc-5113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-2092", "market": "us", "socCode": "45-2092", "title": "Farmworkers and Laborers, Crop, Nursery, and Greenhouse", "slug": "farmworkers-and-laborers-crop-nursery-and-greenhouse", "description": "Manually plant, cultivate, and harvest vegetables, fruits, nuts, horticultural specialties, and field crops. Use hand tools, such as shovels, trowels, hoes, tampers, pruning hooks, shears, and knives. Duties may include tilling soil and applying fertilizers; transplanting, weeding, thinning, or pruning crops; applying pesticides; or cleaning, grading, sorting, packing, and loading harvested products. May construct trellises, repair fences and farm buildings, or participate in irrigation activities.", "taskIds": [ "us-45-2092-23370", "us-45-2092-23371", "us-45-2092-23372", "us-45-2092-23373", "us-45-2092-23374", "us-45-2092-23375", "us-45-2092-23376", "us-45-2092-23378", "us-45-2092-23379", "us-45-2092-23380", "us-45-2092-23381", "us-45-2092-23383", "us-45-2092-23384", "us-45-2092-23385", "us-45-2092-23386", "us-45-2092-23387", "us-45-2092-23388", "us-45-2092-23389", "us-45-2092-23390", "us-45-2092-23391", "us-45-2092-23392", "us-45-2092-23393", "us-45-2092-23395", "us-45-2092-23396", "us-45-2092-23397", "us-45-2092-23398", "us-45-2092-23399" ], "employment": { "value": 265500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35660, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:49:18.849Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-2093", "market": "us", "socCode": "45-2093", "title": "Farmworkers, Farm, Ranch, and Aquacultural Animals", "slug": "farmworkers-farm-ranch-and-aquacultural-animals", "description": "Attend to live farm, ranch, open range or aquacultural animals that may include cattle, sheep, swine, goats, horses and other equines, poultry, rabbits, finfish, shellfish, and bees. Attend to animals produced for animal products, such as meat, fur, skins, feathers, eggs, milk, and honey. Duties may include feeding, watering, herding, grazing, milking, castrating, branding, de-beaking, weighing, catching, and loading animals. May maintain records on animals; examine animals to detect diseases and injuries; assist in birth deliveries; and administer medications, vaccinations, or insecticides as appropriate. May clean and maintain animal housing areas. Includes workers who shear wool from sheep and collect eggs in hatcheries.", "taskIds": [ "us-45-2093-13410", "us-45-2093-13411", "us-45-2093-13412", "us-45-2093-13413", "us-45-2093-13414", "us-45-2093-13415", "us-45-2093-13416", "us-45-2093-13417", "us-45-2093-13418", "us-45-2093-13419", "us-45-2093-13420", "us-45-2093-13421", "us-45-2093-13422", "us-45-2093-13424", "us-45-2093-13425", "us-45-2093-13426", "us-45-2093-13427", "us-45-2093-13428", "us-45-2093-13430" ], "employment": { "value": 32810, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9111", "uk-soc-5111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 9 ], "band": "minimal", "headlineShare": 0.039446804894519835, "headlineShareRange": [ 0.039446804894519835, 0.07262614329790364 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-2099", "market": "us", "socCode": "45-2099", "title": "Agricultural Workers, All Other", "slug": "agricultural-workers-all-other", "description": "All agricultural workers not listed separately.", "taskIds": [], "employment": { "value": 3620, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39850, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-4011", "market": "us", "socCode": "45-4011", "title": "Forest and Conservation Workers", "slug": "forest-and-conservation-workers", "description": "Under supervision, perform manual labor necessary to develop, maintain, or protect areas such as forests, forested areas, woodlands, wetlands, and rangelands through such activities as raising and transporting seedlings; combating insects, pests, and diseases harmful to plant life; and building structures to control water, erosion, and leaching of soil. Includes forester aides, seedling pullers, tree planters, and gatherers of nontimber forestry products such as pine straw.", "taskIds": [ "us-45-4011-7026", "us-45-4011-7027", "us-45-4011-7028", "us-45-4011-7029", "us-45-4011-7030", "us-45-4011-7031", "us-45-4011-7032", "us-45-4011-7034", "us-45-4011-7035", "us-45-4011-7037", "us-45-4011-7038", "us-45-4011-7039", "us-45-4011-7040", "us-45-4011-7041", "us-45-4011-7042", "us-45-4011-7045", "us-45-4011-20632" ], "employment": { "value": 6050, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43680, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-4021", "market": "us", "socCode": "45-4021", "title": "Fallers", "slug": "fallers", "description": "Use axes or chainsaws to fell trees using knowledge of tree characteristics and cutting techniques to control direction of fall and minimize tree damage.", "taskIds": [ "us-45-4021-13484", "us-45-4021-13485", "us-45-4021-13486", "us-45-4021-13487", "us-45-4021-13488", "us-45-4021-13489", "us-45-4021-13490", "us-45-4021-13491", "us-45-4021-13492", "us-45-4021-13493", "us-45-4021-13494", "us-45-4021-13495", "us-45-4021-13496", "us-45-4021-13497", "us-45-4021-13498", "us-45-4021-13499", "us-45-4021-13500", "us-45-4021-13501" ], "employment": { "value": 3130, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 52100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 1, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-4022", "market": "us", "socCode": "45-4022", "title": "Logging Equipment Operators", "slug": "logging-equipment-operators", "description": "Drive logging tractor or wheeled vehicle equipped with one or more accessories, such as bulldozer blade, frontal shear, grapple, logging arch, cable winches, hoisting rack, or crane boom, to fell tree; to skid, load, unload, or stack logs; or to pull stumps or clear brush. Includes operating stand-alone logging machines, such as log chippers.", "taskIds": [ "us-45-4022-9802", "us-45-4022-9803", "us-45-4022-9804", "us-45-4022-9805", "us-45-4022-9806", "us-45-4022-9807", "us-45-4022-9808", "us-45-4022-9809", "us-45-4022-9810" ], "employment": { "value": 21060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49740, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9112" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 14 ], "band": "minimal", "headlineShare": 0.04248583370700928, "headlineShareRange": [ 0.04248583370700928, 0.14051589981278723 ], "scoredTaskCount": 9 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:30:10.708Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-4023", "market": "us", "socCode": "45-4023", "title": "Log Graders and Scalers", "slug": "log-graders-and-scalers", "description": "Grade logs or estimate the marketable content or value of logs or pulpwood in sorting yards, millpond, log deck, or similar locations. Inspect logs for defects or measure logs to determine volume.", "taskIds": [ "us-45-4023-9811", "us-45-4023-9812", "us-45-4023-9813", "us-45-4023-9814", "us-45-4023-9815", "us-45-4023-9816", "us-45-4023-9817", "us-45-4023-9818", "us-45-4023-9819", "us-45-4023-9820", "us-45-4023-9821", "us-45-4023-21015" ], "employment": { "value": 3070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 12, 23 ], "band": "minimal", "headlineShare": 0.05755767433429469, "headlineShareRange": [ 0, 0.05755767433429469 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-45-4029", "market": "us", "socCode": "45-4029", "title": "Logging Workers, All Other", "slug": "logging-workers-all-other", "description": "All logging workers not listed separately.", "taskIds": [], "employment": { "value": 1700, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50840, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-1011", "market": "us", "socCode": "47-1011", "title": "First-Line Supervisors of Construction Trades and Extraction Workers", "slug": "first-line-supervisors-of-construction-trades-and-extraction-workers", "description": "Directly supervise and coordinate activities of construction or extraction workers.", "taskIds": [ "us-47-1011-11424", "us-47-1011-11425", "us-47-1011-11426", "us-47-1011-11427", "us-47-1011-11428", "us-47-1011-11429", "us-47-1011-11430", "us-47-1011-11431", "us-47-1011-11432", "us-47-1011-11433", "us-47-1011-11434", "us-47-1011-11435", "us-47-1011-11436", "us-47-1011-11437", "us-47-1011-17725", "us-47-1011-17726", "us-47-1011-17727", "us-47-1011-17728", "us-47-1011-17729", "us-47-1011-17730", "us-47-1011-17731", "us-47-1011-17732", "us-47-1011-17733", "us-47-1011-17734", "us-47-1011-17735", "us-47-1011-17736", "us-47-1011-17737", "us-47-1011-17738", "us-47-1011-17739", "us-47-1011-20291" ], "employment": { "value": 812210, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 79920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5330" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 32, 44 ], "band": "low", "headlineShare": 0.2800731327783209, "headlineShareRange": [ 0.20375686631936243, 0.3523911271804218 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2011", "market": "us", "socCode": "47-2011", "title": "Boilermakers", "slug": "boilermakers", "description": "Construct, assemble, maintain, and repair stationary steam boilers and boiler house auxiliaries. Align structures or plate sections to assemble boiler frame tanks or vats, following blueprints. Work involves use of hand and power tools, plumb bobs, levels, wedges, dogs, or turnbuckles. Assist in testing assembled vessels. Direct cleaning of boilers and boiler furnaces. Inspect and repair boiler fittings, such as safety valves, regulators, automatic-control mechanisms, water columns, and auxiliary machines.", "taskIds": [ "us-47-2011-11438", "us-47-2011-11439", "us-47-2011-11440", "us-47-2011-11441", "us-47-2011-11442", "us-47-2011-11443", "us-47-2011-11444", "us-47-2011-11445", "us-47-2011-11446", "us-47-2011-11447", "us-47-2011-11448", "us-47-2011-11449", "us-47-2011-11450", "us-47-2011-11451", "us-47-2011-11452", "us-47-2011-11453", "us-47-2011-11454", "us-47-2011-24011" ], "employment": { "value": 10190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76410, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5211", "uk-soc-5232", "uk-soc-8133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:05.789Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2021", "market": "us", "socCode": "47-2021", "title": "Brickmasons and Blockmasons", "slug": "brickmasons-and-blockmasons", "description": "Lay and bind building materials, such as brick, structural tile, concrete block, cinder block, glass block, and terra-cotta block, with mortar and other substances, to construct or repair walls, partitions, arches, sewers, and other structures.", "taskIds": [ "us-47-2021-4768", "us-47-2021-4769", "us-47-2021-4770", "us-47-2021-4771", "us-47-2021-4772", "us-47-2021-4773", "us-47-2021-4774", "us-47-2021-4775", "us-47-2021-4776", "us-47-2021-4777", "us-47-2021-4778", "us-47-2021-4779", "us-47-2021-4780", "us-47-2021-4781" ], "employment": { "value": 52550, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62120, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5313" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 9, 15 ], "band": "minimal", "headlineShare": 0.08261615805530845, "headlineShareRange": [ 0.08261615805530845, 0.08261615805530845 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2022", "market": "us", "socCode": "47-2022", "title": "Stonemasons", "slug": "stonemasons", "description": "Build stone structures, such as piers, walls, and abutments. Lay walks, curbstones, or special types of masonry for vats, tanks, and floors.", "taskIds": [ "us-47-2022-8766", "us-47-2022-8767", "us-47-2022-8768", "us-47-2022-8769", "us-47-2022-8770", "us-47-2022-8771", "us-47-2022-8772", "us-47-2022-8773", "us-47-2022-8774", "us-47-2022-8775", "us-47-2022-8776", "us-47-2022-8777", "us-47-2022-8778", "us-47-2022-8779", "us-47-2022-8780", "us-47-2022-8781" ], "employment": { "value": 7820, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 57390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:46:47.259Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2031", "market": "us", "socCode": "47-2031", "title": "Carpenters", "slug": "carpenters", "description": "Construct, erect, install, or repair structures and fixtures made of wood and comparable materials, such as concrete forms; building frameworks, including partitions, joists, studding, and rafters; and wood stairways, window and door frames, and hardwood floors. May also install cabinets, siding, drywall, and batt or roll insulation. Includes brattice builders who build doors or brattices (ventilation walls or partitions) in underground passageways.", "taskIds": [ "us-47-2031-23430", "us-47-2031-23431", "us-47-2031-23432", "us-47-2031-23433", "us-47-2031-23434", "us-47-2031-23435", "us-47-2031-23436", "us-47-2031-23437", "us-47-2031-23438", "us-47-2031-23439", "us-47-2031-23440", "us-47-2031-23441", "us-47-2031-23442", "us-47-2031-23443", "us-47-2031-23444", "us-47-2031-23445", "us-47-2031-23446", "us-47-2031-23447", "us-47-2031-23448", "us-47-2031-23449", "us-47-2031-23450", "us-47-2031-23451", "us-47-2031-23452", "us-47-2031-23453", "us-47-2031-23454", "us-47-2031-23455", "us-47-2031-23456", "us-47-2031-23457", "us-47-2031-23458" ], "employment": { "value": 670090, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60580, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5316" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 10, 16 ], "band": "minimal", "headlineShare": 0.08973474542053189, "headlineShareRange": [ 0, 0.16527660123546795 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:22:49.974Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2041", "market": "us", "socCode": "47-2041", "title": "Carpet Installers", "slug": "carpet-installers", "description": "Lay and install carpet from rolls or blocks on floors. Install padding and trim flooring materials.", "taskIds": [ "us-47-2041-2833", "us-47-2041-2834", "us-47-2041-2835", "us-47-2041-2836", "us-47-2041-2837", "us-47-2041-2838", "us-47-2041-2839", "us-47-2041-2840", "us-47-2041-2841", "us-47-2041-2842", "us-47-2041-2843", "us-47-2041-2844", "us-47-2041-2845", "us-47-2041-2846", "us-47-2041-2847", "us-47-2041-20142" ], "employment": { "value": 13780, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5322" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.04134702488530073 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:49.177Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2042", "market": "us", "socCode": "47-2042", "title": "Floor Layers, Except Carpet, Wood, and Hard Tiles", "slug": "floor-layers-except-carpet-wood-and-hard-tiles", "description": "Apply blocks, strips, or sheets of shock-absorbing, sound-deadening, or decorative coverings to floors.", "taskIds": [ "us-47-2042-8253", "us-47-2042-8254", "us-47-2042-8255", "us-47-2042-8256", "us-47-2042-8257", "us-47-2042-8258", "us-47-2042-8259", "us-47-2042-8260", "us-47-2042-8261", "us-47-2042-8262", "us-47-2042-8263", "us-47-2042-8264", "us-47-2042-8265", "us-47-2042-8266" ], "employment": { "value": 23640, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 56460, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5322" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2043", "market": "us", "socCode": "47-2043", "title": "Floor Sanders and Finishers", "slug": "floor-sanders-and-finishers", "description": "Scrape and sand wooden floors to smooth surfaces using floor scraper and floor sanding machine, and apply coats of finish.", "taskIds": [ "us-47-2043-14869", "us-47-2043-14870", "us-47-2043-14871", "us-47-2043-14872", "us-47-2043-14873", "us-47-2043-14874", "us-47-2043-23933" ], "employment": { "value": 3720, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50440, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5322" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 7 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2044", "market": "us", "socCode": "47-2044", "title": "Tile and Stone Setters", "slug": "tile-and-stone-setters", "description": "Apply hard tile, stone, and comparable materials to walls, floors, ceilings, countertops, and roof decks.", "taskIds": [ "us-47-2044-2848", "us-47-2044-2849", "us-47-2044-2850", "us-47-2044-2851", "us-47-2044-2852", "us-47-2044-2853", "us-47-2044-2854", "us-47-2044-2855", "us-47-2044-2856", "us-47-2044-2857", "us-47-2044-2858", "us-47-2044-2859", "us-47-2044-2860", "us-47-2044-2861", "us-47-2044-2862", "us-47-2044-2863", "us-47-2044-2864", "us-47-2044-2865", "us-47-2044-2866", "us-47-2044-2867", "us-47-2044-2868", "us-47-2044-2869", "us-47-2044-2870", "us-47-2044-2871", "us-47-2044-2872" ], "employment": { "value": 35850, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 55690, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5322" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.04206099603307021 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:54.124Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2051", "market": "us", "socCode": "47-2051", "title": "Cement Masons and Concrete Finishers", "slug": "cement-masons-and-concrete-finishers", "description": "Smooth and finish surfaces of poured concrete, such as floors, walks, sidewalks, roads, or curbs using a variety of hand and power tools. Align forms for sidewalks, curbs, or gutters; patch voids; and use saws to cut expansion joints.", "taskIds": [ "us-47-2051-7047", "us-47-2051-7048", "us-47-2051-7049", "us-47-2051-7050", "us-47-2051-7051", "us-47-2051-7052", "us-47-2051-7053", "us-47-2051-7054", "us-47-2051-7055", "us-47-2051-7056", "us-47-2051-7057", "us-47-2051-7058", "us-47-2051-7059", "us-47-2051-7060", "us-47-2051-7061", "us-47-2051-7062", "us-47-2051-7063", "us-47-2051-7064", "us-47-2051-7065", "us-47-2051-7066", "us-47-2051-7067", "us-47-2051-7068", "us-47-2051-7069", "us-47-2051-7070", "us-47-2051-7071", "us-47-2051-7072" ], "employment": { "value": 206170, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 57020, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5322" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2053", "market": "us", "socCode": "47-2053", "title": "Terrazzo Workers and Finishers", "slug": "terrazzo-workers-and-finishers", "description": "Apply a mixture of cement, sand, pigment, or marble chips to floors, stairways, and cabinet fixtures to fashion durable and decorative surfaces.", "taskIds": [ "us-47-2053-9823", "us-47-2053-9824", "us-47-2053-9825", "us-47-2053-9826", "us-47-2053-9827", "us-47-2053-9828", "us-47-2053-9829", "us-47-2053-9830", "us-47-2053-9831", "us-47-2053-9832", "us-47-2053-9833", "us-47-2053-9834", "us-47-2053-9835", "us-47-2053-9836", "us-47-2053-9837", "us-47-2053-9838", "us-47-2053-9839", "us-47-2053-9840", "us-47-2053-9841", "us-47-2053-9842", "us-47-2053-9843", "us-47-2053-9844", "us-47-2053-9845", "us-47-2053-9846", "us-47-2053-9847", "us-47-2053-9848" ], "employment": { "value": 1180, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 76170, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5322" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 0, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2061", "market": "us", "socCode": "47-2061", "title": "Construction Laborers", "slug": "construction-laborers", "description": "Perform tasks involving physical labor at construction sites. May operate hand and power tools of all types: air hammers, earth tampers, cement mixers, small mechanical hoists, surveying and measuring equipment, and a variety of other equipment and instruments. May clean and prepare sites, dig trenches, set braces to support the sides of excavations, erect scaffolding, and clean up rubble, debris, and other waste materials. May assist other craft workers.", "taskIds": [ "us-47-2061-11455", "us-47-2061-11456", "us-47-2061-11457", "us-47-2061-11458", "us-47-2061-11459", "us-47-2061-11460", "us-47-2061-11461", "us-47-2061-11462", "us-47-2061-11463", "us-47-2061-11464", "us-47-2061-11465", "us-47-2061-11466", "us-47-2061-11467", "us-47-2061-11468", "us-47-2061-11469", "us-47-2061-11471", "us-47-2061-11472", "us-47-2061-11473", "us-47-2061-11474", "us-47-2061-11477", "us-47-2061-11478", "us-47-2061-11479", "us-47-2061-11480", "us-47-2061-11481", "us-47-2061-11482", "us-47-2061-11483", "us-47-2061-19838" ], "employment": { "value": 1096780, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47120, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 3, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.060962001202639574 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2071", "market": "us", "socCode": "47-2071", "title": "Paving, Surfacing, and Tamping Equipment Operators", "slug": "paving-surfacing-and-tamping-equipment-operators", "description": "Operate equipment used for applying concrete, asphalt, or other materials to road beds, parking lots, or airport runways and taxiways or for tamping gravel, dirt, or other materials. Includes concrete and asphalt paving machine operators, form tampers, tamping machine operators, and stone spreader operators.", "taskIds": [ "us-47-2071-4796", "us-47-2071-4797", "us-47-2071-4798", "us-47-2071-4799", "us-47-2071-4800", "us-47-2071-4801", "us-47-2071-4802", "us-47-2071-4803", "us-47-2071-4804", "us-47-2071-4805", "us-47-2071-4806", "us-47-2071-4807", "us-47-2071-4808", "us-47-2071-4809", "us-47-2071-4810", "us-47-2071-4811", "us-47-2071-4812", "us-47-2071-4813", "us-47-2071-4814", "us-47-2071-20143" ], "employment": { "value": 41820, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 53340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8229", "uk-soc-9121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2072", "market": "us", "socCode": "47-2072", "title": "Pile Driver Operators", "slug": "pile-driver-operators", "description": "Operate pile drivers mounted on skids, barges, crawler treads, or locomotive cranes to drive pilings for retaining walls, bulkheads, and foundations of structures such as buildings, bridges, and piers.", "taskIds": [ "us-47-2072-14901", "us-47-2072-14902", "us-47-2072-14903", "us-47-2072-14904", "us-47-2072-14905" ], "employment": { "value": 2310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 73300, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 5 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2073", "market": "us", "socCode": "47-2073", "title": "Operating Engineers and Other Construction Equipment Operators", "slug": "operating-engineers-and-other-construction-equipment-operators", "description": "Operate one or several types of power construction equipment, such as motor graders, bulldozers, scrapers, compressors, pumps, derricks, shovels, tractors, or front-end loaders to excavate, move, and grade earth, erect structures, or pour concrete or other hard surface pavement. May repair and maintain equipment in addition to other duties.", "taskIds": [ "us-47-2073-9849", "us-47-2073-9850", "us-47-2073-9851", "us-47-2073-9852", "us-47-2073-9853", "us-47-2073-9854", "us-47-2073-9855", "us-47-2073-9856", "us-47-2073-9857", "us-47-2073-9858", "us-47-2073-9859", "us-47-2073-9860", "us-47-2073-9861", "us-47-2073-9862", "us-47-2073-9863", "us-47-2073-9864", "us-47-2073-9865", "us-47-2073-9866", "us-47-2073-9867", "us-47-2073-9868", "us-47-2073-9869", "us-47-2073-9871", "us-47-2073-9872", "us-47-2073-9873", "us-47-2073-9874", "us-47-2073-9875" ], "employment": { "value": 478090, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59850, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0.042335930967122216, "headlineShareRange": [ 0.042335930967122216, 0.07086208965286309 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:33:50.782Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2081", "market": "us", "socCode": "47-2081", "title": "Drywall and Ceiling Tile Installers", "slug": "drywall-and-ceiling-tile-installers", "description": "Apply plasterboard or other wallboard to ceilings or interior walls of buildings. Apply or mount acoustical tiles or blocks, strips, or sheets of shock-absorbing materials to ceilings and walls of buildings to reduce or reflect sound. Materials may be of decorative quality. Includes lathers who fasten wooden, metal, or rockboard lath to walls, ceilings, or partitions of buildings to provide support base for plaster, fireproofing, or acoustical material.", "taskIds": [ "us-47-2081-13503", "us-47-2081-13504", "us-47-2081-13505", "us-47-2081-13506", "us-47-2081-13507", "us-47-2081-13508", "us-47-2081-13509", "us-47-2081-13510", "us-47-2081-13511", "us-47-2081-13512", "us-47-2081-13513", "us-47-2081-13514", "us-47-2081-13515", "us-47-2081-13516", "us-47-2081-13517", "us-47-2081-13518", "us-47-2081-13519", "us-47-2081-13520", "us-47-2081-13521", "us-47-2081-13522", "us-47-2081-13523", "us-47-2081-13524", "us-47-2081-13525", "us-47-2081-13526", "us-47-2081-13527", "us-47-2081-13528" ], "employment": { "value": 83080, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58930, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5321" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2082", "market": "us", "socCode": "47-2082", "title": "Tapers", "slug": "tapers", "description": "Seal joints between plasterboard or other wallboard to prepare wall surface for painting or papering.", "taskIds": [ "us-47-2082-13529", "us-47-2082-13530", "us-47-2082-13531", "us-47-2082-13532", "us-47-2082-13533", "us-47-2082-13534", "us-47-2082-13535", "us-47-2082-13536", "us-47-2082-13537", "us-47-2082-13538", "us-47-2082-13539", "us-47-2082-13540", "us-47-2082-13541", "us-47-2082-13542", "us-47-2082-13543", "us-47-2082-20788" ], "employment": { "value": 12840, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 68270, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5321" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.06356233746431245 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2111", "market": "us", "socCode": "47-2111", "title": "Electricians", "slug": "electricians", "description": "Install, maintain, and repair electrical wiring, equipment, and fixtures. Ensure that work is in accordance with relevant codes. May install or service street lights, intercom systems, or electrical control systems.", "taskIds": [ "us-47-2111-2873", "us-47-2111-2874", "us-47-2111-2875", "us-47-2111-2876", "us-47-2111-2877", "us-47-2111-2878", "us-47-2111-2879", "us-47-2111-2880", "us-47-2111-2881", "us-47-2111-2882", "us-47-2111-2883", "us-47-2111-2884", "us-47-2111-2885", "us-47-2111-2886", "us-47-2111-2887", "us-47-2111-2888", "us-47-2111-2890", "us-47-2111-2891", "us-47-2111-2892", "us-47-2111-2893", "us-47-2111-20439" ], "employment": { "value": 757220, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 63190, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5241" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 11, 19 ], "band": "minimal", "headlineShare": 0.07245210097867102, "headlineShareRange": [ 0.04075633248170917, 0.07245210097867102 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2121", "market": "us", "socCode": "47-2121", "title": "Glaziers", "slug": "glaziers", "description": "Install glass in windows, skylights, store fronts, and display cases, or on surfaces, such as building fronts, interior walls, ceilings, and tabletops.", "taskIds": [ "us-47-2121-11484", "us-47-2121-11485", "us-47-2121-11486", "us-47-2121-11487", "us-47-2121-11488", "us-47-2121-11489", "us-47-2121-11490", "us-47-2121-11491", "us-47-2121-11492", "us-47-2121-11493", "us-47-2121-11494", "us-47-2121-11495", "us-47-2121-11496", "us-47-2121-11497", "us-47-2121-11498", "us-47-2121-11499", "us-47-2121-11500", "us-47-2121-11501", "us-47-2121-11502", "us-47-2121-11503", "us-47-2121-11504", "us-47-2121-11505", "us-47-2121-11506", "us-47-2121-11507", "us-47-2121-11508", "us-47-2121-11509", "us-47-2121-11510" ], "employment": { "value": 58480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 57080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5317" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2131", "market": "us", "socCode": "47-2131", "title": "Insulation Workers, Floor, Ceiling, and Wall", "slug": "insulation-workers-floor-ceiling-and-wall", "description": "Line and cover structures with insulating materials. May work with batt, roll, or blown insulation materials.", "taskIds": [ "us-47-2131-13544", "us-47-2131-13545", "us-47-2131-13546", "us-47-2131-13547", "us-47-2131-13548", "us-47-2131-13549", "us-47-2131-13550", "us-47-2131-13551", "us-47-2131-13552", "us-47-2131-13553" ], "employment": { "value": 44440, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49120, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8159" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.08525502768753233 ], "scoredTaskCount": 10 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2132", "market": "us", "socCode": "47-2132", "title": "Insulation Workers, Mechanical", "slug": "insulation-workers-mechanical", "description": "Apply insulating materials to pipes or ductwork, or other mechanical systems in order to help control and maintain temperature.", "taskIds": [ "us-47-2132-13554", "us-47-2132-13555", "us-47-2132-13556", "us-47-2132-13557", "us-47-2132-13558", "us-47-2132-13559", "us-47-2132-13560", "us-47-2132-13561", "us-47-2132-13562" ], "employment": { "value": 25660, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8159" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 22 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.22075530860689785 ], "scoredTaskCount": 9 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2141", "market": "us", "socCode": "47-2141", "title": "Painters, Construction and Maintenance", "slug": "painters-construction-and-maintenance", "description": "Paint walls, equipment, buildings, bridges, and other structural surfaces, using brushes, rollers, and spray guns. May remove old paint to prepare surface prior to painting. May mix colors or oils to obtain desired color or consistency.", "taskIds": [ "us-47-2141-11511", "us-47-2141-11512", "us-47-2141-11513", "us-47-2141-11514", "us-47-2141-11515", "us-47-2141-11516", "us-47-2141-11517", "us-47-2141-11518", "us-47-2141-11519", "us-47-2141-11520", "us-47-2141-11521", "us-47-2141-11522", "us-47-2141-11523", "us-47-2141-11524", "us-47-2141-11525", "us-47-2141-11526", "us-47-2141-11527" ], "employment": { "value": 225190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49400, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5323" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.0491749118045622, "headlineShareRange": [ 0.0491749118045622, 0.0491749118045622 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:48:21.106Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2142", "market": "us", "socCode": "47-2142", "title": "Paperhangers", "slug": "paperhangers", "description": "Cover interior walls or ceilings of rooms with decorative wallpaper or fabric, or attach advertising posters on surfaces such as walls and billboards. May remove old materials or prepare surfaces to be papered.", "taskIds": [ "us-47-2142-14906", "us-47-2142-14907", "us-47-2142-14908", "us-47-2142-14909", "us-47-2142-14910", "us-47-2142-14911", "us-47-2142-14912", "us-47-2142-14913", "us-47-2142-14914", "us-47-2142-14915", "us-47-2142-14916", "us-47-2142-14917", "us-47-2142-14918", "us-47-2142-14919", "us-47-2142-14920", "us-47-2142-14921", "us-47-2142-14922", "us-47-2142-14923", "us-47-2142-14924", "us-47-2142-14925" ], "employment": { "value": 1570, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 52140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5323" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2151", "market": "us", "socCode": "47-2151", "title": "Pipelayers", "slug": "pipelayers", "description": "Lay pipe for storm or sanitation sewers, drains, and water mains. Perform any combination of the following tasks: grade trenches or culverts, position pipe, or seal joints.", "taskIds": [ "us-47-2151-11530", "us-47-2151-11531", "us-47-2151-11532", "us-47-2151-11533", "us-47-2151-11534", "us-47-2151-11535", "us-47-2151-11536", "us-47-2151-11537", "us-47-2151-11538", "us-47-2151-11539", "us-47-2151-11540", "us-47-2151-11541", "us-47-2151-11542", "us-47-2151-11543" ], "employment": { "value": 33050, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49000, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5214", "uk-soc-5315" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 1, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:27.864Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2152", "market": "us", "socCode": "47-2152", "title": "Plumbers, Pipefitters, and Steamfitters", "slug": "plumbers-pipefitters-and-steamfitters", "description": "Assemble, install, alter, and repair pipelines or pipe systems that carry water, steam, air, or other liquids or gases. May install heating and cooling equipment and mechanical control systems. Includes sprinkler fitters.", "taskIds": [ "us-47-2152-17766", "us-47-2152-17767", "us-47-2152-17768", "us-47-2152-17769", "us-47-2152-17770", "us-47-2152-17771", "us-47-2152-17772", "us-47-2152-17773", "us-47-2152-17774", "us-47-2152-17775", "us-47-2152-17776", "us-47-2152-17777", "us-47-2152-17778", "us-47-2152-17779", "us-47-2152-17780", "us-47-2152-17781", "us-47-2152-17782", "us-47-2152-17783", "us-47-2152-17784", "us-47-2152-17785", "us-47-2152-17786", "us-47-2152-23459", "us-47-2152-23460", "us-47-2152-23461", "us-47-2152-23462", "us-47-2152-23463", "us-47-2152-23464", "us-47-2152-23465", "us-47-2152-23466", "us-47-2152-23467", "us-47-2152-23468", "us-47-2152-23469", "us-47-2152-23470", "us-47-2152-23471", "us-47-2152-23472", "us-47-2152-23473", "us-47-2152-23474", "us-47-2152-23475", "us-47-2152-23476", "us-47-2152-23477", "us-47-2152-23478", "us-47-2152-23479", "us-47-2152-23480", "us-47-2152-23481", "us-47-2152-23482", "us-47-2152-23483", "us-47-2152-23484", "us-47-2152-23485", "us-47-2152-23486", "us-47-2152-23487", "us-47-2152-23488" ], "employment": { "value": 465840, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 63800, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5214", "uk-soc-5315" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 10, 18 ], "band": "minimal", "headlineShare": 0.08209457084722932, "headlineShareRange": [ 0.08209457084722932, 0.10172257879503897 ], "scoredTaskCount": 51 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:51:27.741Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2161", "market": "us", "socCode": "47-2161", "title": "Plasterers and Stucco Masons", "slug": "plasterers-and-stucco-masons", "description": "Apply interior or exterior plaster, cement, stucco, or similar materials. May also set ornamental plaster.", "taskIds": [ "us-47-2161-9878", "us-47-2161-9879", "us-47-2161-9880", "us-47-2161-9881", "us-47-2161-9882", "us-47-2161-9883", "us-47-2161-9884", "us-47-2161-9885", "us-47-2161-9886", "us-47-2161-9887", "us-47-2161-9888", "us-47-2161-20789", "us-47-2161-20790", "us-47-2161-20791", "us-47-2161-20792" ], "employment": { "value": 19310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 57660, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5321" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.08107823898694444 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2171", "market": "us", "socCode": "47-2171", "title": "Reinforcing Iron and Rebar Workers", "slug": "reinforcing-iron-and-rebar-workers", "description": "Position and secure steel bars or mesh in concrete forms in order to reinforce concrete. Use a variety of fasteners, rod-bending machines, blowtorches, and hand tools. Includes rod busters.", "taskIds": [ "us-47-2171-13567", "us-47-2171-13568", "us-47-2171-13569", "us-47-2171-13570", "us-47-2171-13571", "us-47-2171-13572", "us-47-2171-13573" ], "employment": { "value": 13800, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58970, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 7 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:49.177Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2181", "market": "us", "socCode": "47-2181", "title": "Roofers", "slug": "roofers", "description": "Cover roofs of structures with shingles, slate, asphalt, aluminum, wood, or related materials. May spray roofs, sidings, and walls with material to bind, seal, insulate, or soundproof sections of structures.", "taskIds": [ "us-47-2181-13574", "us-47-2181-13575", "us-47-2181-13578", "us-47-2181-13579", "us-47-2181-13580", "us-47-2181-13581", "us-47-2181-13583", "us-47-2181-13584", "us-47-2181-13585", "us-47-2181-13586", "us-47-2181-13587", "us-47-2181-13589", "us-47-2181-13590", "us-47-2181-13591", "us-47-2181-13592", "us-47-2181-13593", "us-47-2181-13594", "us-47-2181-13595", "us-47-2181-13596", "us-47-2181-19850", "us-47-2181-19851", "us-47-2181-19852", "us-47-2181-19853", "us-47-2181-19854", "us-47-2181-19855", "us-47-2181-20793", "us-47-2181-20794" ], "employment": { "value": 135490, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 55440, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5314", "uk-soc-5113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 3, 7 ], "band": "minimal", "headlineShare": 0.03582841381932575, "headlineShareRange": [ 0.03582841381932575, 0.03582841381932575 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:22:05.609Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2211", "market": "us", "socCode": "47-2211", "title": "Sheet Metal Workers", "slug": "sheet-metal-workers", "description": "Fabricate, assemble, install, and repair sheet metal products and equipment, such as ducts, control boxes, drainpipes, and furnace casings. Work may involve any of the following: setting up and operating fabricating machines to cut, bend, and straighten sheet metal; shaping metal over anvils, blocks, or forms using hammer; operating soldering and welding equipment to join sheet metal parts; or inspecting, assembling, and smoothing seams and joints of burred surfaces. Includes sheet metal duct installers who install prefabricated sheet metal ducts used for heating, air conditioning, or other purposes.", "taskIds": [ "us-47-2211-5169", "us-47-2211-5170", "us-47-2211-5171", "us-47-2211-5173", "us-47-2211-5174", "us-47-2211-5175", "us-47-2211-5176", "us-47-2211-5177", "us-47-2211-5178", "us-47-2211-5179", "us-47-2211-18782", "us-47-2211-19858", "us-47-2211-19860", "us-47-2211-19862", "us-47-2211-20638", "us-47-2211-20639", "us-47-2211-20641", "us-47-2211-20642", "us-47-2211-20644" ], "employment": { "value": 119770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61800, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5211", "uk-soc-5232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 11, 18 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.1261645569883795 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2221", "market": "us", "socCode": "47-2221", "title": "Structural Iron and Steel Workers", "slug": "structural-iron-and-steel-workers", "description": "Raise, place, and unite iron or steel girders, columns, and other structural members to form completed structures or structural frameworks. May erect metal storage tanks and assemble prefabricated metal buildings.", "taskIds": [ "us-47-2221-11544", "us-47-2221-11545", "us-47-2221-11546", "us-47-2221-11548", "us-47-2221-11549", "us-47-2221-11550", "us-47-2221-11551", "us-47-2221-11552", "us-47-2221-11553", "us-47-2221-11554", "us-47-2221-11555", "us-47-2221-11556", "us-47-2221-11557", "us-47-2221-11558", "us-47-2221-11559", "us-47-2221-11560", "us-47-2221-11562", "us-47-2221-11563", "us-47-2221-20795" ], "employment": { "value": 68380, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62780, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-2231", "market": "us", "socCode": "47-2231", "title": "Solar Photovoltaic Installers", "slug": "solar-photovoltaic-installers", "description": "Assemble, install, or maintain solar photovoltaic (PV) systems on roofs or other structures in compliance with site assessment and schematics. May include measuring, cutting, assembling, and bolting structural framing and solar modules. May perform minor electrical work such as current checks.", "taskIds": [ "us-47-2231-17740", "us-47-2231-17741", "us-47-2231-17742", "us-47-2231-17743", "us-47-2231-17744", "us-47-2231-17745", "us-47-2231-17746", "us-47-2231-17747", "us-47-2231-17748", "us-47-2231-17749", "us-47-2231-17750", "us-47-2231-17751", "us-47-2231-17752", "us-47-2231-17753", "us-47-2231-17754", "us-47-2231-17755", "us-47-2231-17756", "us-47-2231-17757", "us-47-2231-17758", "us-47-2231-17759", "us-47-2231-17760", "us-47-2231-17761", "us-47-2231-17762", "us-47-2231-17763", "us-47-2231-17764", "us-47-2231-17765" ], "employment": { "value": 31350, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 53140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5241", "uk-soc-8159", "uk-soc-5319", "uk-soc-8151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 20, 31 ], "band": "low", "headlineShare": 0.07535884575840264, "headlineShareRange": [ 0, 0.22818342599777913 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:27.864Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-3011", "market": "us", "socCode": "47-3011", "title": "Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters", "slug": "helpers-brickmasons-blockmasons-stonemasons-and-tile-and-marble-setters", "description": "Help brickmasons, blockmasons, stonemasons, or tile and marble setters by performing duties requiring less skill. Duties include using, supplying, or holding materials or tools, and cleaning work area and equipment.", "taskIds": [ "us-47-3011-13597", "us-47-3011-13598", "us-47-3011-13599", "us-47-3011-13600", "us-47-3011-13601", "us-47-3011-13602", "us-47-3011-13603", "us-47-3011-13604", "us-47-3011-13605", "us-47-3011-13606", "us-47-3011-13607", "us-47-3011-13608", "us-47-3011-13609", "us-47-3011-13610", "us-47-3011-13611" ], "employment": { "value": 14170, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9129", "uk-soc-5313" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-3012", "market": "us", "socCode": "47-3012", "title": "Helpers--Carpenters", "slug": "helpers-carpenters", "description": "Help carpenters by performing duties requiring less skill. Duties include using, supplying, or holding materials or tools, and cleaning work area and equipment.", "taskIds": [ "us-47-3012-8267", "us-47-3012-8268", "us-47-3012-8269", "us-47-3012-8270", "us-47-3012-8271", "us-47-3012-8272", "us-47-3012-8273", "us-47-3012-8275", "us-47-3012-8276", "us-47-3012-8277", "us-47-3012-8278", "us-47-3012-8279", "us-47-3012-8280", "us-47-3012-8281", "us-47-3012-8282", "us-47-3012-8283", "us-47-3012-20443", "us-47-3012-20444" ], "employment": { "value": 21680, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43780, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:27:23.895Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-3013", "market": "us", "socCode": "47-3013", "title": "Helpers--Electricians", "slug": "helpers-electricians", "description": "Help electricians by performing duties requiring less skill. Duties include using, supplying, or holding materials or tools, and cleaning work area and equipment.", "taskIds": [ "us-47-3013-4832", "us-47-3013-4833", "us-47-3013-4834", "us-47-3013-4835", "us-47-3013-4836", "us-47-3013-4837", "us-47-3013-4838", "us-47-3013-4839", "us-47-3013-4840", "us-47-3013-4841", "us-47-3013-4842", "us-47-3013-4843", "us-47-3013-4844", "us-47-3013-4845", "us-47-3013-4846", "us-47-3013-4847", "us-47-3013-4848", "us-47-3013-4849", "us-47-3013-4850", "us-47-3013-4851", "us-47-3013-4852", "us-47-3013-4853", "us-47-3013-4854", "us-47-3013-4855", "us-47-3013-23977" ], "employment": { "value": 63630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 2, 6 ], "band": "minimal", "headlineShare": 0.029022297908281043, "headlineShareRange": [ 0.029022297908281043, 0.029022297908281043 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-3014", "market": "us", "socCode": "47-3014", "title": "Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons", "slug": "helpers-painters-paperhangers-plasterers-and-stucco-masons", "description": "Help painters, paperhangers, plasterers, or stucco masons by performing duties requiring less skill. Duties include using, supplying, or holding materials or tools, and cleaning work area and equipment.", "taskIds": [ "us-47-3014-13612", "us-47-3014-13613", "us-47-3014-13614", "us-47-3014-13615", "us-47-3014-13616", "us-47-3014-13617", "us-47-3014-13618", "us-47-3014-13619", "us-47-3014-13620", "us-47-3014-13621", "us-47-3014-13622" ], "employment": { "value": 7490, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40470, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:46:47.259Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-3015", "market": "us", "socCode": "47-3015", "title": "Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters", "slug": "helpers-pipelayers-plumbers-pipefitters-and-steamfitters", "description": "Help plumbers, pipefitters, steamfitters, or pipelayers by performing duties requiring less skill. Duties include using, supplying, or holding materials or tools, and cleaning work area and equipment.", "taskIds": [ "us-47-3015-4857", "us-47-3015-4858", "us-47-3015-4859", "us-47-3015-4860", "us-47-3015-4861", "us-47-3015-4862", "us-47-3015-4863", "us-47-3015-4864", "us-47-3015-4865", "us-47-3015-4866", "us-47-3015-4867", "us-47-3015-4868", "us-47-3015-4869", "us-47-3015-4870", "us-47-3015-20144" ], "employment": { "value": 44330, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42360, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-3016", "market": "us", "socCode": "47-3016", "title": "Helpers--Roofers", "slug": "helpers-roofers", "description": "Help roofers by performing duties requiring less skill. Duties include using, supplying, or holding materials or tools, and cleaning work area and equipment.", "taskIds": [ "us-47-3016-14926", "us-47-3016-14927", "us-47-3016-14928", "us-47-3016-14929", "us-47-3016-14930", "us-47-3016-14931", "us-47-3016-14932", "us-47-3016-14933", "us-47-3016-14934", "us-47-3016-14935", "us-47-3016-14936", "us-47-3016-14937", "us-47-3016-14938", "us-47-3016-14939", "us-47-3016-14940", "us-47-3016-14941", "us-47-3016-14942", "us-47-3016-14943" ], "employment": { "value": 6030, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44160, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9129", "uk-soc-5314" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:46:47.259Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-3019", "market": "us", "socCode": "47-3019", "title": "Helpers, Construction Trades, All Other", "slug": "helpers-construction-trades-all-other", "description": "All construction trades helpers not listed separately.", "taskIds": [], "employment": { "value": 24770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8153", "uk-soc-9121", "uk-soc-8152", "uk-soc-9129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-4011", "market": "us", "socCode": "47-4011", "title": "Construction and Building Inspectors", "slug": "construction-and-building-inspectors", "description": "Inspect structures using engineering skills to determine structural soundness and compliance with specifications, building codes, and other regulations. Inspections may be general in nature or may be limited to a specific area, such as electrical systems or plumbing.", "taskIds": [ "us-47-4011-869", "us-47-4011-870", "us-47-4011-871", "us-47-4011-872", "us-47-4011-873", "us-47-4011-875", "us-47-4011-878", "us-47-4011-880", "us-47-4011-18071", "us-47-4011-18072", "us-47-4011-18073", "us-47-4011-18074", "us-47-4011-18075", "us-47-4011-18076", "us-47-4011-18077", "us-47-4011-18078", "us-47-4011-18079", "us-47-4011-18080", "us-47-4011-18081", "us-47-4011-18082", "us-47-4011-18083", "us-47-4011-18084", "us-47-4011-18085", "us-47-4011-18086", "us-47-4011-18087", "us-47-4011-19560", "us-47-4011-19561", "us-47-4011-19562", "us-47-4011-19563", "us-47-4011-19863", "us-47-4011-19864", "us-47-4011-19865", "us-47-4011-19866", "us-47-4011-19867", "us-47-4011-20445", "us-47-4011-20446", "us-47-4011-20447", "us-47-4011-20448", "us-47-4011-20449", "us-47-4011-20450" ], "employment": { "value": 146720, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 74690, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 39, 51 ], "band": "partial", "headlineShare": 0.34678404797129614, "headlineShareRange": [ 0.3027624117587226, 0.49478195529547125 ], "scoredTaskCount": 40 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:19:38.820Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-4021", "market": "us", "socCode": "47-4021", "title": "Elevator and Escalator Installers and Repairers", "slug": "elevator-and-escalator-installers-and-repairers", "description": "Assemble, install, repair, or maintain electric or hydraulic freight or passenger elevators, escalators, or dumbwaiters.", "taskIds": [ "us-47-4021-11564", "us-47-4021-11565", "us-47-4021-11566", "us-47-4021-11567", "us-47-4021-11568", "us-47-4021-11569", "us-47-4021-11570", "us-47-4021-11571", "us-47-4021-11572", "us-47-4021-11573", "us-47-4021-11574", "us-47-4021-11575", "us-47-4021-11576", "us-47-4021-11577", "us-47-4021-11578", "us-47-4021-11579", "us-47-4021-11580", "us-47-4021-11581", "us-47-4021-11582", "us-47-4021-11583" ], "employment": { "value": 23790, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 109910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5241", "uk-soc-5246" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-4031", "market": "us", "socCode": "47-4031", "title": "Fence Erectors", "slug": "fence-erectors", "description": "Erect and repair fences and fence gates, using hand and power tools.", "taskIds": [ "us-47-4031-13623", "us-47-4031-13624", "us-47-4031-13625", "us-47-4031-13626", "us-47-4031-13627", "us-47-4031-13628", "us-47-4031-13629", "us-47-4031-13630", "us-47-4031-13631", "us-47-4031-13632", "us-47-4031-13633", "us-47-4031-13634", "us-47-4031-13635", "us-47-4031-13636", "us-47-4031-13637", "us-47-4031-13638", "us-47-4031-13639", "us-47-4031-13640", "us-47-4031-13641", "us-47-4031-13642" ], "employment": { "value": 24480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47980, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5319", "uk-soc-8159", "uk-soc-8151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-4041", "market": "us", "socCode": "47-4041", "title": "Hazardous Materials Removal Workers", "slug": "hazardous-materials-removal-workers", "description": "Identify, remove, pack, transport, or dispose of hazardous materials, including asbestos, lead-based paint, waste oil, fuel, transmission fluid, radioactive materials, or contaminated soil. Specialized training and certification in hazardous materials handling or a confined entry permit are generally required. May operate earth-moving equipment or trucks.", "taskIds": [ "us-47-4041-11584", "us-47-4041-11585", "us-47-4041-11586", "us-47-4041-11587", "us-47-4041-11588", "us-47-4041-11589", "us-47-4041-11591", "us-47-4041-11592", "us-47-4041-11594", "us-47-4041-11596", "us-47-4041-11597", "us-47-4041-11598", "us-47-4041-11600", "us-47-4041-19868", "us-47-4041-19869", "us-47-4041-19870", "us-47-4041-19871", "us-47-4041-19872", "us-47-4041-19873", "us-47-4041-20796", "us-47-4041-20797" ], "employment": { "value": 51710, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49450, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8159", "uk-soc-8133", "uk-soc-5319", "uk-soc-8151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 2, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-4051", "market": "us", "socCode": "47-4051", "title": "Highway Maintenance Workers", "slug": "highway-maintenance-workers", "description": "Maintain highways, municipal and rural roads, airport runways, and rights-of-way. Duties include patching broken or eroded pavement and repairing guard rails, highway markers, and snow fences. May also mow or clear brush from along road, or plow snow from roadway.", "taskIds": [ "us-47-4051-4871", "us-47-4051-4872", "us-47-4051-4874", "us-47-4051-4875", "us-47-4051-4876", "us-47-4051-4877", "us-47-4051-4878", "us-47-4051-4879", "us-47-4051-4880", "us-47-4051-4881", "us-47-4051-4882", "us-47-4051-4883", "us-47-4051-4884", "us-47-4051-4885", "us-47-4051-4886", "us-47-4051-4887", "us-47-4051-4888", "us-47-4051-18783", "us-47-4051-18784" ], "employment": { "value": 154960, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50260, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8152", "uk-soc-9121", "uk-soc-8153" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-4061", "market": "us", "socCode": "47-4061", "title": "Rail-Track Laying and Maintenance Equipment Operators", "slug": "rail-track-laying-and-maintenance-equipment-operators", "description": "Lay, repair, and maintain track for standard or narrow-gauge railroad equipment used in regular railroad service or in plant yards, quarries, sand and gravel pits, and mines. Includes ballast cleaning machine operators and railroad bed tamping machine operators.", "taskIds": [ "us-47-4061-13643", "us-47-4061-13644", "us-47-4061-13645", "us-47-4061-13646", "us-47-4061-13647", "us-47-4061-13648", "us-47-4061-13649", "us-47-4061-13650", "us-47-4061-13651", "us-47-4061-13652", "us-47-4061-13653", "us-47-4061-13654", "us-47-4061-13655", "us-47-4061-13656", "us-47-4061-13657", "us-47-4061-13658", "us-47-4061-13659", "us-47-4061-13660", "us-47-4061-13661", "us-47-4061-13662", "us-47-4061-13663", "us-47-4061-13664", "us-47-4061-13665", "us-47-4061-13666", "us-47-4061-13667", "us-47-4061-20798" ], "employment": { "value": 19580, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 70070, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8153", "uk-soc-9121", "uk-soc-8152" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-4071", "market": "us", "socCode": "47-4071", "title": "Septic Tank Servicers and Sewer Pipe Cleaners", "slug": "septic-tank-servicers-and-sewer-pipe-cleaners", "description": "Clean and repair septic tanks, sewer lines, or drains. May patch walls and partitions of tank, replace damaged drain tile, or repair breaks in underground piping.", "taskIds": [ "us-47-4071-11601", "us-47-4071-11602", "us-47-4071-11603", "us-47-4071-11604", "us-47-4071-11605", "us-47-4071-11606", "us-47-4071-11607", "us-47-4071-11608", "us-47-4071-11609", "us-47-4071-11610", "us-47-4071-11611", "us-47-4071-11612", "us-47-4071-11613", "us-47-4071-11614", "us-47-4071-11615", "us-47-4071-11616", "us-47-4071-11617", "us-47-4071-11618", "us-47-4071-11619", "us-47-4071-11620", "us-47-4071-11621", "us-47-4071-11622" ], "employment": { "value": 30650, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49880, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9229", "uk-soc-8159", "uk-soc-9131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 12 ], "band": "minimal", "headlineShare": 0.04246923837542667, "headlineShareRange": [ 0, 0.12290191567604306 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-4090", "market": "us", "socCode": "47-4090", "title": "Miscellaneous Construction and Related Workers", "slug": "miscellaneous-construction-and-related-workers", "description": "BLS publishes one employment and wage estimate for this SOC 2018 broad group rather than for the detailed occupations inside it, so it is reported here as a single occupation covering two detailed occupations: Segmental Pavers and Construction and Related Workers, All Other. The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest.", "taskIds": [ "us-47-4090-17802" ], "employment": { "value": 28380, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49910, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 32, 46 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 1 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:57:03.912Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "31 of this occupation's 32 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 1 that are, so treat it as a partial reading of the job rather than a complete one.", "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5011", "market": "us", "socCode": "47-5011", "title": "Derrick Operators, Oil and Gas", "slug": "derrick-operators-oil-and-gas", "description": "Rig derrick equipment and operate pumps to circulate mud or fluid through drill hole.", "taskIds": [ "us-47-5011-9889", "us-47-5011-9890", "us-47-5011-9891", "us-47-5011-9892", "us-47-5011-9893", "us-47-5011-9894", "us-47-5011-9895", "us-47-5011-9896", "us-47-5011-9897", "us-47-5011-9898", "us-47-5011-9899", "us-47-5011-9900", "us-47-5011-9901", "us-47-5011-9902", "us-47-5011-9903" ], "employment": { "value": 10590, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58620, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132", "uk-soc-8159", "uk-soc-1123" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:05.789Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5012", "market": "us", "socCode": "47-5012", "title": "Rotary Drill Operators, Oil and Gas", "slug": "rotary-drill-operators-oil-and-gas", "description": "Set up or operate a variety of drills to remove underground oil and gas, or remove core samples for testing during oil and gas exploration.", "taskIds": [ "us-47-5012-8296", "us-47-5012-8297", "us-47-5012-8298", "us-47-5012-8299", "us-47-5012-8300", "us-47-5012-8301", "us-47-5012-8302", "us-47-5012-8303", "us-47-5012-8304", "us-47-5012-8305", "us-47-5012-8306", "us-47-5012-8307", "us-47-5012-8308", "us-47-5012-8309", "us-47-5012-8310", "us-47-5012-8311", "us-47-5012-8312", "us-47-5012-8313", "us-47-5012-8314", "us-47-5012-8315" ], "employment": { "value": 12600, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 67890, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132", "uk-soc-8159", "uk-soc-1123" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 12 ], "band": "minimal", "headlineShare": 0.05832868922115421, "headlineShareRange": [ 0.05832868922115421, 0.05832868922115421 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5013", "market": "us", "socCode": "47-5013", "title": "Service Unit Operators, Oil and Gas", "slug": "service-unit-operators-oil-and-gas", "description": "Operate equipment to increase oil flow from producing wells or to remove stuck pipe, casing, tools, or other obstructions from drilling wells. Includes fishing-tool technicians.", "taskIds": [ "us-47-5013-7074", "us-47-5013-7075", "us-47-5013-7076", "us-47-5013-7077", "us-47-5013-7078", "us-47-5013-7079", "us-47-5013-7080", "us-47-5013-7081", "us-47-5013-7082", "us-47-5013-7083", "us-47-5013-7084", "us-47-5013-7085", "us-47-5013-7086", "us-47-5013-7087", "us-47-5013-7088", "us-47-5013-7089", "us-47-5013-19874", "us-47-5013-20451", "us-47-5013-20452" ], "employment": { "value": 43140, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58160, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132", "uk-soc-8159", "uk-soc-1123" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 16 ], "band": "minimal", "headlineShare": 0.07515527250496046, "headlineShareRange": [ 0.07515527250496046, 0.07515527250496046 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5022", "market": "us", "socCode": "47-5022", "title": "Excavating and Loading Machine and Dragline Operators, Surface Mining", "slug": "excavating-and-loading-machine-and-dragline-operators-surface-mining", "description": "Operate or tend machinery at surface mining site, equipped with scoops, shovels, or buckets to excavate and load loose materials.", "taskIds": [ "us-47-5022-12777", "us-47-5022-12778", "us-47-5022-12779", "us-47-5022-12780", "us-47-5022-12781", "us-47-5022-12783", "us-47-5022-12784", "us-47-5022-12785", "us-47-5022-12786", "us-47-5022-12787", "us-47-5022-12788", "us-47-5022-12789", "us-47-5022-12790", "us-47-5022-12791", "us-47-5022-20458", "us-47-5022-20459" ], "employment": { "value": 34480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 57430, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8229", "uk-soc-8132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:54.124Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5023", "market": "us", "socCode": "47-5023", "title": "Earth Drillers, Except Oil and Gas", "slug": "earth-drillers-except-oil-and-gas", "description": "Operate a variety of drills such as rotary, churn, and pneumatic to tap subsurface water and salt deposits, to remove core samples during mineral exploration or soil testing, and to facilitate the use of explosives in mining or construction. Includes horizontal and earth boring machine operators.", "taskIds": [ "us-47-5023-13668", "us-47-5023-13669", "us-47-5023-13671", "us-47-5023-13672", "us-47-5023-13673", "us-47-5023-13674", "us-47-5023-13675", "us-47-5023-13676", "us-47-5023-13677", "us-47-5023-13678", "us-47-5023-13679", "us-47-5023-13680", "us-47-5023-13681", "us-47-5023-13682", "us-47-5023-13683", "us-47-5023-13684", "us-47-5023-13685", "us-47-5023-13686", "us-47-5023-13687", "us-47-5023-13688", "us-47-5023-13689", "us-47-5023-13690", "us-47-5023-13691", "us-47-5023-13692", "us-47-5023-13694", "us-47-5023-13695", "us-47-5023-13696", "us-47-5023-21016", "us-47-5023-23489" ], "employment": { "value": 19450, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60190, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.061185798668203784 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5032", "market": "us", "socCode": "47-5032", "title": "Explosives Workers, Ordnance Handling Experts, and Blasters", "slug": "explosives-workers-ordnance-handling-experts-and-blasters", "description": "Place and detonate explosives to demolish structures or to loosen, remove, or displace earth, rock, or other materials. May perform specialized handling, storage, and accounting procedures.", "taskIds": [ "us-47-5032-9904", "us-47-5032-9905", "us-47-5032-9906", "us-47-5032-9907", "us-47-5032-9908", "us-47-5032-9909", "us-47-5032-9910", "us-47-5032-9911", "us-47-5032-9912", "us-47-5032-9913", "us-47-5032-9914", "us-47-5032-9915", "us-47-5032-9916", "us-47-5032-9917", "us-47-5032-9918", "us-47-5032-9919", "us-47-5032-9920", "us-47-5032-9922", "us-47-5032-9923", "us-47-5032-9924", "us-47-5032-9925", "us-47-5032-9927", "us-47-5032-23490", "us-47-5032-23491", "us-47-5032-23492", "us-47-5032-23493", "us-47-5032-23494" ], "employment": { "value": 5100, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132", "uk-soc-5330" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 12 ], "band": "minimal", "headlineShare": 0.04747820967111183, "headlineShareRange": [ 0.04747820967111183, 0.04747820967111183 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5041", "market": "us", "socCode": "47-5041", "title": "Continuous Mining Machine Operators", "slug": "continuous-mining-machine-operators", "description": "Operate self-propelled mining machines that rip coal, metal and nonmetal ores, rock, stone, or sand from the mine face and load it onto conveyors, shuttle cars, or trucks in a continuous operation.", "taskIds": [ "us-47-5041-14956", "us-47-5041-14957", "us-47-5041-14958", "us-47-5041-14959", "us-47-5041-14960", "us-47-5041-14961", "us-47-5041-14962", "us-47-5041-14963", "us-47-5041-14964", "us-47-5041-14965", "us-47-5041-19875", "us-47-5041-19876", "us-47-5041-20912", "us-47-5041-20913", "us-47-5041-20914" ], "employment": { "value": 14000, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61810, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5043", "market": "us", "socCode": "47-5043", "title": "Roof Bolters, Mining", "slug": "roof-bolters-mining", "description": "Operate machinery to install roof support bolts in underground mine.", "taskIds": [ "us-47-5043-4889", "us-47-5043-4890", "us-47-5043-4891", "us-47-5043-4893", "us-47-5043-4894", "us-47-5043-4895", "us-47-5043-4897", "us-47-5043-21017", "us-47-5043-21018", "us-47-5043-21019", "us-47-5043-21020", "us-47-5043-21021", "us-47-5043-21022", "us-47-5043-21023" ], "employment": { "value": 2160, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78540, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5044", "market": "us", "socCode": "47-5044", "title": "Loading and Moving Machine Operators, Underground Mining", "slug": "loading-and-moving-machine-operators-underground-mining", "description": "Operate underground loading or moving machine to load or move coal, ore, or rock using shuttle or mine car or conveyors. Equipment may include power shovels, hoisting engines equipped with cable-drawn scraper or scoop, or machines equipped with gathering arms and conveyor.", "taskIds": [ "us-47-5044-15183", "us-47-5044-15184", "us-47-5044-15185", "us-47-5044-15186", "us-47-5044-15187", "us-47-5044-15188", "us-47-5044-15189", "us-47-5044-15190", "us-47-5044-15191", "us-47-5044-15193", "us-47-5044-15194", "us-47-5044-23495", "us-47-5044-23496", "us-47-5044-23497", "us-47-5044-23498", "us-47-5044-23499", "us-47-5044-23500", "us-47-5044-23501", "us-47-5044-23502", "us-47-5044-23503", "us-47-5044-23504", "us-47-5044-23505", "us-47-5044-23506", "us-47-5044-23508", "us-47-5044-23509" ], "employment": { "value": 5930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 74500, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8231", "uk-soc-8132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0.033114000981357083, "headlineShareRange": [ 0.033114000981357083, 0.033114000981357083 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5049", "market": "us", "socCode": "47-5049", "title": "Underground Mining Machine Operators, All Other", "slug": "underground-mining-machine-operators-all-other", "description": "All underground mining machine operators not listed separately.", "taskIds": [], "employment": { "value": 3180, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 70130, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. 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Duties include supplying equipment or cleaning work area.", "taskIds": [ "us-47-5081-13698", "us-47-5081-13699", "us-47-5081-13700", "us-47-5081-13701", "us-47-5081-13702", "us-47-5081-13703", "us-47-5081-13704", "us-47-5081-13705", "us-47-5081-13706", "us-47-5081-13707", "us-47-5081-13708", "us-47-5081-13709", "us-47-5081-13710", "us-47-5081-13711" ], "employment": { "value": 6700, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47730, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:46:47.259Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-47-5099", "market": "us", "socCode": "47-5099", "title": "Extraction Workers, All Other", "slug": "extraction-workers-all-other", "description": "All extraction workers not listed separately.", "taskIds": [], "employment": { "value": 5540, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 57010, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-1011", "market": "us", "socCode": "49-1011", "title": "First-Line Supervisors of Mechanics, Installers, and Repairers", "slug": "first-line-supervisors-of-mechanics-installers-and-repairers", "description": "Directly supervise and coordinate the activities of mechanics, installers, and repairers. May also advise customers on recommended services. 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May test and analyze network coverage.", "taskIds": [ "us-49-2021-19398", "us-49-2021-19399", "us-49-2021-19400", "us-49-2021-19401", "us-49-2021-19402", "us-49-2021-19403", "us-49-2021-19404", "us-49-2021-19405", "us-49-2021-19406", "us-49-2021-19407", "us-49-2021-19408", "us-49-2021-19409", "us-49-2021-19410", "us-49-2021-19411", "us-49-2021-19412", "us-49-2021-19413", "us-49-2021-19414", "us-49-2021-19415", "us-49-2021-23510", "us-49-2021-23511", "us-49-2021-23512", "us-49-2021-23513", "us-49-2021-23514", "us-49-2021-23515", "us-49-2021-23516", "us-49-2021-23517", "us-49-2021-23518", "us-49-2021-23519", "us-49-2021-23520", "us-49-2021-23521" ], "employment": { "value": 11140, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 63520, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5244", "uk-soc-5243" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 8, 13 ], "band": "minimal", "headlineShare": 0.02519928823913593, "headlineShareRange": [ 0, 0.1290580352417598 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-2022", "market": "us", "socCode": "49-2022", "title": "Telecommunications Equipment Installers and Repairers, Except Line Installers", "slug": "telecommunications-equipment-installers-and-repairers-except-line-installers", "description": "Install, set up, rearrange, or remove switching, distribution, routing, and dialing equipment used in central offices or headends. Service or repair telephone, cable television, Internet, and other communications equipment on customers' property. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-2096", "market": "us", "socCode": "49-2096", "title": "Electronic Equipment Installers and Repairers, Motor Vehicles", "slug": "electronic-equipment-installers-and-repairers-motor-vehicles", "description": "Install, diagnose, or repair communications, sound, security, or navigation equipment in motor vehicles.", "taskIds": [ "us-49-2096-13725", "us-49-2096-13726", "us-49-2096-13727", "us-49-2096-13728", "us-49-2096-13729", "us-49-2096-13730", "us-49-2096-13731", "us-49-2096-13732", "us-49-2096-13733", "us-49-2096-13734", "us-49-2096-13735", "us-49-2096-13736" ], "employment": { "value": 8550, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48420, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5241", "uk-soc-5246", "uk-soc-5245" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 18 ], "band": "minimal", "headlineShare": 0.07956050655031352, "headlineShareRange": [ 0.07956050655031352, 0.1486828799903711 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-2097", "market": "us", "socCode": "49-2097", "title": "Audiovisual Equipment Installers and Repairers", "slug": "audiovisual-equipment-installers-and-repairers", "description": "Install, repair, or adjust audio or television receivers, stereo systems, camcorders, video systems, or other electronic entertainment equipment in homes or other venues. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3011", "market": "us", "socCode": "49-3011", "title": "Aircraft Mechanics and Service Technicians", "slug": "aircraft-mechanics-and-service-technicians", "description": "Diagnose, adjust, repair, or overhaul aircraft engines and assemblies, such as hydraulic and pneumatic systems.", "taskIds": [ "us-49-3011-9946", "us-49-3011-9947", "us-49-3011-9948", "us-49-3011-9949", "us-49-3011-9950", "us-49-3011-9951", "us-49-3011-9952", "us-49-3011-9953", "us-49-3011-9954", "us-49-3011-9955", "us-49-3011-9956", "us-49-3011-9957", "us-49-3011-9958", "us-49-3011-9959", "us-49-3011-9960", "us-49-3011-9961", "us-49-3011-9962", "us-49-3011-9963", "us-49-3011-9964", "us-49-3011-9965", "us-49-3011-9966", "us-49-3011-9967", "us-49-3011-9968", "us-49-3011-9969", "us-49-3011-9970", "us-49-3011-9971", "us-49-3011-9972", "us-49-3011-9973", "us-49-3011-9974", "us-49-3011-9975", "us-49-3011-9976", "us-49-3011-9977", "us-49-3011-9978", "us-49-3011-9979", "us-49-3011-9980", "us-49-3011-9981", "us-49-3011-9982", "us-49-3011-9983" ], "employment": { "value": 138090, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 79870, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5234" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.030149804046398363, "headlineShareRange": [ 0.030149804046398363, 0.030149804046398363 ], "scoredTaskCount": 38 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:22:05.609Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3021", "market": "us", "socCode": "49-3021", "title": "Automotive Body and Related Repairers", "slug": "automotive-body-and-related-repairers", "description": "Repair and refinish automotive vehicle bodies and straighten vehicle frames.", "taskIds": [ "us-49-3021-2933", "us-49-3021-2934", "us-49-3021-2935", "us-49-3021-2936", "us-49-3021-2937", "us-49-3021-2938", "us-49-3021-2940", "us-49-3021-2941", "us-49-3021-2942", "us-49-3021-2943", "us-49-3021-2944", "us-49-3021-2945", "us-49-3021-2946", "us-49-3021-2947", "us-49-3021-2948", "us-49-3021-2949", "us-49-3021-2950", "us-49-3021-2951", "us-49-3021-2952", "us-49-3021-2953", "us-49-3021-2954", "us-49-3021-2955", "us-49-3021-2956", "us-49-3021-2957", "us-49-3021-18580" ], "employment": { "value": 149310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 54890, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5231", "uk-soc-5232", "uk-soc-8145", "uk-soc-5211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.04047769683373373 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3022", "market": "us", "socCode": "49-3022", "title": "Automotive Glass Installers and Repairers", "slug": "automotive-glass-installers-and-repairers", "description": "Replace or repair broken windshields and window glass in motor vehicles.", "taskIds": [ "us-49-3022-8318", "us-49-3022-8320", "us-49-3022-8322", "us-49-3022-8323", "us-49-3022-8324", "us-49-3022-8325", "us-49-3022-8326", "us-49-3022-8327", "us-49-3022-8328", "us-49-3022-8329", "us-49-3022-8330", "us-49-3022-8331", "us-49-3022-8332", "us-49-3022-8333", "us-49-3022-8334", "us-49-3022-8335", "us-49-3022-20645", "us-49-3022-20646" ], "employment": { "value": 20310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47630, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8145", "uk-soc-5231", "uk-soc-5232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:30:10.708Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3023", "market": "us", "socCode": "49-3023", "title": "Automotive Service Technicians and Mechanics", "slug": "automotive-service-technicians-and-mechanics", "description": "Diagnose, adjust, repair, or overhaul automotive vehicles.", "taskIds": [ "us-49-3023-23522", "us-49-3023-23523", "us-49-3023-23524", "us-49-3023-23525", "us-49-3023-23526", "us-49-3023-23527", "us-49-3023-23528", "us-49-3023-23529", "us-49-3023-23530", "us-49-3023-23531", "us-49-3023-23532", "us-49-3023-23533", "us-49-3023-23534", "us-49-3023-23535", "us-49-3023-23536", "us-49-3023-23537", "us-49-3023-23538", "us-49-3023-23539", "us-49-3023-23540", "us-49-3023-23541", "us-49-3023-23542", "us-49-3023-23543", "us-49-3023-23544", "us-49-3023-23545", "us-49-3023-23546", "us-49-3023-23547", "us-49-3023-23548", "us-49-3023-23549", "us-49-3023-23550", "us-49-3023-23551" ], "employment": { "value": 704640, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50620, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5231", "uk-soc-8145", "uk-soc-5232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.03804268299861489 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3041", "market": "us", "socCode": "49-3041", "title": "Farm Equipment Mechanics and Service Technicians", "slug": "farm-equipment-mechanics-and-service-technicians", "description": "Diagnose, adjust, repair, or overhaul farm machinery and vehicles, such as tractors, harvesters, dairy equipment, and irrigation systems.", "taskIds": [ "us-49-3041-13748", "us-49-3041-13749", "us-49-3041-13750", "us-49-3041-13751", "us-49-3041-13752", "us-49-3041-13753", "us-49-3041-13754", "us-49-3041-13755", "us-49-3041-13756", "us-49-3041-13757", "us-49-3041-13758", "us-49-3041-13759", "us-49-3041-13760", "us-49-3041-13761" ], "employment": { "value": 37870, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 56550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5236", "uk-soc-5223" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 10, 15 ], "band": "minimal", "headlineShare": 0.1320177120337456, "headlineShareRange": [ 0.1320177120337456, 0.1320177120337456 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3042", "market": "us", "socCode": "49-3042", "title": "Mobile Heavy Equipment Mechanics, Except Engines", "slug": "mobile-heavy-equipment-mechanics-except-engines", "description": "Diagnose, adjust, repair, or overhaul mobile mechanical, hydraulic, and pneumatic equipment, such as cranes, bulldozers, graders, and conveyors, used in construction, logging, and mining.", "taskIds": [ "us-49-3042-3000", "us-49-3042-3001", "us-49-3042-3002", "us-49-3042-3003", "us-49-3042-3004", "us-49-3042-3005", "us-49-3042-3006", "us-49-3042-3007", "us-49-3042-3008", "us-49-3042-3009", "us-49-3042-3010", "us-49-3042-3011", "us-49-3042-3012", "us-49-3042-3013", "us-49-3042-3014", "us-49-3042-3015", "us-49-3042-3016", "us-49-3042-3017", "us-49-3042-18583", "us-49-3042-18584" ], "employment": { "value": 176600, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 65510, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5236", "uk-soc-5223" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 18 ], "band": "minimal", "headlineShare": 0.09876565302769462, "headlineShareRange": [ 0.04283452157040584, 0.13705281804945038 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3043", "market": "us", "socCode": "49-3043", "title": "Rail Car Repairers", "slug": "rail-car-repairers", "description": "Diagnose, adjust, repair, or overhaul railroad rolling stock, mine cars, or mass transit rail cars.", "taskIds": [ "us-49-3043-9984", "us-49-3043-9985", "us-49-3043-9986", "us-49-3043-9987", "us-49-3043-9988", "us-49-3043-9989", "us-49-3043-9990", "us-49-3043-9991", "us-49-3043-9992", "us-49-3043-9993", "us-49-3043-9994", "us-49-3043-9995", "us-49-3043-9996", "us-49-3043-9997", "us-49-3043-9998", "us-49-3043-9999", "us-49-3043-10000", "us-49-3043-10001", "us-49-3043-10002", "us-49-3043-10003" ], "employment": { "value": 21350, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 67530, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5236", "uk-soc-5223" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:27:23.895Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3051", "market": "us", "socCode": "49-3051", "title": "Motorboat Mechanics and Service Technicians", "slug": "motorboat-mechanics-and-service-technicians", "description": "Repair and adjust electrical and mechanical equipment of inboard or inboard-outboard boat engines.", "taskIds": [ "us-49-3051-13762", "us-49-3051-13763", "us-49-3051-13764", "us-49-3051-13765", "us-49-3051-13766", "us-49-3051-13767", "us-49-3051-13768", "us-49-3051-13769", "us-49-3051-13770", "us-49-3051-13771", "us-49-3051-13772", "us-49-3051-13773", "us-49-3051-20801" ], "employment": { "value": 23220, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 57550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5231", "uk-soc-8145", "uk-soc-5232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.08089090533297016 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3052", "market": "us", "socCode": "49-3052", "title": "Motorcycle Mechanics", "slug": "motorcycle-mechanics", "description": "Diagnose, adjust, repair, or overhaul motorcycles, scooters, mopeds, dirt bikes, or similar motorized vehicles.", "taskIds": [ "us-49-3052-8352", "us-49-3052-8353", "us-49-3052-8354", "us-49-3052-8355", "us-49-3052-8356", "us-49-3052-8357", "us-49-3052-8358", "us-49-3052-8359", "us-49-3052-8360", "us-49-3052-20651", "us-49-3052-20652", "us-49-3052-20653", "us-49-3052-23934" ], "employment": { "value": 13510, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48580, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5231", "uk-soc-8145", "uk-soc-5232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:49.177Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3053", "market": "us", "socCode": "49-3053", "title": "Outdoor Power Equipment and Other Small Engine Mechanics", "slug": "outdoor-power-equipment-and-other-small-engine-mechanics", "description": "Diagnose, adjust, repair, or overhaul small engines used to power lawn mowers, chain saws, recreational sporting equipment, and related equipment.", "taskIds": [ "us-49-3053-13774", "us-49-3053-13775", "us-49-3053-13776", "us-49-3053-13777", "us-49-3053-13778", "us-49-3053-13779", "us-49-3053-13780", "us-49-3053-13781", "us-49-3053-13782", "us-49-3053-13783", "us-49-3053-13784", "us-49-3053-13785", "us-49-3053-13786", "us-49-3053-13787" ], "employment": { "value": 36060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47880, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5231", "uk-soc-8145", "uk-soc-5241", "uk-soc-5232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 15 ], "band": "minimal", "headlineShare": 0.07838627210479551, "headlineShareRange": [ 0.07838627210479551, 0.07838627210479551 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:54.124Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3091", "market": "us", "socCode": "49-3091", "title": "Bicycle Repairers", "slug": "bicycle-repairers", "description": "Repair and service bicycles.", "taskIds": [ "us-49-3091-5184", "us-49-3091-5185", "us-49-3091-5186", "us-49-3091-5187", "us-49-3091-5188", "us-49-3091-5189", "us-49-3091-5190", "us-49-3091-20915", "us-49-3091-20916", "us-49-3091-20917", "us-49-3091-20918", "us-49-3091-20919", "us-49-3091-20920", "us-49-3091-20921" ], "employment": { "value": 12170, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42780, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5223", "uk-soc-8139" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.07438171871287974 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3092", "market": "us", "socCode": "49-3092", "title": "Recreational Vehicle Service Technicians", "slug": "recreational-vehicle-service-technicians", "description": "Diagnose, inspect, adjust, repair, or overhaul recreational vehicles including travel trailers. May specialize in maintaining gas, electrical, hydraulic, plumbing, or chassis/towing systems as well as repairing generators, appliances, and interior components. Includes workers who perform customized van conversions.", "taskIds": [ "us-49-3092-10004", "us-49-3092-10005", "us-49-3092-10006", "us-49-3092-10007", "us-49-3092-10008", "us-49-3092-10009", "us-49-3092-10010", "us-49-3092-10011", "us-49-3092-10012", "us-49-3092-10013", "us-49-3092-10014", "us-49-3092-10015", "us-49-3092-10016", "us-49-3092-10017", "us-49-3092-20802", "us-49-3092-20803", "us-49-3092-20804" ], "employment": { "value": 17430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 52000, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5231", "uk-soc-8145", "uk-soc-5232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.05899550174449757 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-3093", "market": "us", "socCode": "49-3093", "title": "Tire Repairers and Changers", "slug": "tire-repairers-and-changers", "description": "Repair and replace tires.", "taskIds": [ "us-49-3093-8363", "us-49-3093-8364", "us-49-3093-8365", "us-49-3093-8366", "us-49-3093-8368", "us-49-3093-8369", "us-49-3093-8370", "us-49-3093-8371", "us-49-3093-8372", "us-49-3093-8373", "us-49-3093-8374", "us-49-3093-8376", "us-49-3093-8377", "us-49-3093-8378", "us-49-3093-8379", "us-49-3093-8380", "us-49-3093-8381", "us-49-3093-8382", "us-49-3093-8383", "us-49-3093-8385", "us-49-3093-20654", "us-49-3093-20655", "us-49-3093-20656", "us-49-3093-20657" ], "employment": { "value": 108410, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37710, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8145", "uk-soc-5231", "uk-soc-5232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0.03337395739375654, "headlineShareRange": [ 0, 0.03337395739375654 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9011", "market": "us", "socCode": "49-9011", "title": "Mechanical Door Repairers", "slug": "mechanical-door-repairers", "description": "Install, service, or repair automatic door mechanisms and hydraulic doors. Includes garage door mechanics.", "taskIds": [ "us-49-9011-8387", "us-49-9011-8388", "us-49-9011-8389", "us-49-9011-8390", "us-49-9011-8391", "us-49-9011-8392", "us-49-9011-8393", "us-49-9011-8394", "us-49-9011-8395", "us-49-9011-8396", "us-49-9011-8397", "us-49-9011-8399", "us-49-9011-8400", "us-49-9011-8401", "us-49-9011-8402", "us-49-9011-8403", "us-49-9011-8404", "us-49-9011-8405", "us-49-9011-8406", "us-49-9011-8407", "us-49-9011-8408", "us-49-9011-8409", "us-49-9011-8410", "us-49-9011-8411", "us-49-9011-20805" ], "employment": { "value": 27120, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 55720, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5241", "uk-soc-5246" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 15 ], "band": "minimal", "headlineShare": 0.08308561060474169, "headlineShareRange": [ 0.08308561060474169, 0.08308561060474169 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9012", "market": "us", "socCode": "49-9012", "title": "Control and Valve Installers and Repairers, Except Mechanical Door", "slug": "control-and-valve-installers-and-repairers-except-mechanical-door", "description": "Install, repair, and maintain mechanical regulating and controlling devices, such as electric meters, gas regulators, thermostats, safety and flow valves, and other mechanical governors.", "taskIds": [ "us-49-9012-11774", "us-49-9012-11775", "us-49-9012-11776", "us-49-9012-11777", "us-49-9012-11778", "us-49-9012-11779", "us-49-9012-11780", "us-49-9012-11781", "us-49-9012-11782", "us-49-9012-11783", "us-49-9012-11784", "us-49-9012-11785", "us-49-9012-11786", "us-49-9012-11787", "us-49-9012-11788", "us-49-9012-11789", "us-49-9012-11790", "us-49-9012-11791", "us-49-9012-11792", "us-49-9012-11793", "us-49-9012-11794", "us-49-9012-11795", "us-49-9012-11796", "us-49-9012-11797", "us-49-9012-11799", "us-49-9012-11800", "us-49-9012-11801", "us-49-9012-11802", "us-49-9012-11804", "us-49-9012-11810", "us-49-9012-11811", "us-49-9012-21024" ], "employment": { "value": 48240, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 74340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5241", "uk-soc-5246" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 7, 15 ], "band": "minimal", "headlineShare": 0.05273998307385158, "headlineShareRange": [ 0.05273998307385158, 0.05273998307385158 ], "scoredTaskCount": 32 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9021", "market": "us", "socCode": "49-9021", "title": "Heating, Air Conditioning, and Refrigeration Mechanics and Installers", "slug": "heating-air-conditioning-and-refrigeration-mechanics-and-installers", "description": "Install or repair heating, central air conditioning, HVAC, or refrigeration systems, including oil burners, hot-air furnaces, and heating stoves.", "taskIds": [ "us-49-9021-23552", "us-49-9021-23553", "us-49-9021-23554", "us-49-9021-23555", "us-49-9021-23556", "us-49-9021-23557", "us-49-9021-23558", "us-49-9021-23559", "us-49-9021-23560", "us-49-9021-23561", "us-49-9021-23562", "us-49-9021-23563", "us-49-9021-23564", "us-49-9021-23565", "us-49-9021-23566", "us-49-9021-23567", "us-49-9021-23568", "us-49-9021-23569", "us-49-9021-23570", "us-49-9021-23571", "us-49-9021-23572", "us-49-9021-23573", "us-49-9021-23574", "us-49-9021-23575", "us-49-9021-23576", "us-49-9021-23577", "us-49-9021-23578", "us-49-9021-23579", "us-49-9021-23580", "us-49-9021-23581" ], "employment": { "value": 409670, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61010, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5225", "uk-soc-2129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 16 ], "band": "minimal", "headlineShare": 0.032864440831165714, "headlineShareRange": [ 0.032864440831165714, 0.10001909477343353 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:31:26.786Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9031", "market": "us", "socCode": "49-9031", "title": "Home Appliance Repairers", "slug": "home-appliance-repairers", "description": "Repair, adjust, or install all types of electric or gas household appliances, such as refrigerators, washers, dryers, and ovens.", "taskIds": [ "us-49-9031-13788", "us-49-9031-13789", "us-49-9031-13790", "us-49-9031-13791", "us-49-9031-13792", "us-49-9031-13793", "us-49-9031-13794", "us-49-9031-13795", "us-49-9031-13796", "us-49-9031-13797", "us-49-9031-13798", "us-49-9031-13799", "us-49-9031-13800", "us-49-9031-13801", "us-49-9031-13802", "us-49-9031-13803", "us-49-9031-13804", "us-49-9031-13805", "us-49-9031-13806", "us-49-9031-13807", "us-49-9031-13808", "us-49-9031-13809", "us-49-9031-13810", "us-49-9031-13811", "us-49-9031-13812", "us-49-9031-13813", "us-49-9031-13814", "us-49-9031-13815", "us-49-9031-13816" ], "employment": { "value": 32150, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5241", "uk-soc-5246", "uk-soc-5225" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 13, 21 ], "band": "minimal", "headlineShare": 0.033692978886582695, "headlineShareRange": [ 0.033692978886582695, 0.07078127825657467 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:27.864Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9041", "market": "us", "socCode": "49-9041", "title": "Industrial Machinery Mechanics", "slug": "industrial-machinery-mechanics", "description": "Repair, install, adjust, or maintain industrial production and processing machinery or refinery and pipeline distribution systems. May also install, dismantle, or move machinery and heavy equipment according to plans.", "taskIds": [ "us-49-9041-11813", "us-49-9041-11814", "us-49-9041-11815", "us-49-9041-11816", "us-49-9041-11817", "us-49-9041-11818", "us-49-9041-11819", "us-49-9041-11820", "us-49-9041-11821", "us-49-9041-11822", "us-49-9041-11823", "us-49-9041-11824", "us-49-9041-11825", "us-49-9041-11826", "us-49-9041-11827", "us-49-9041-23935" ], "employment": { "value": 439640, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64520, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5223", "uk-soc-5236" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 18, 26 ], "band": "low", "headlineShare": 0.14313913793909322, "headlineShareRange": [ 0.1268222959890013, 0.2710019702041993 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9043", "market": "us", "socCode": "49-9043", "title": "Maintenance Workers, Machinery", "slug": "maintenance-workers-machinery", "description": "Lubricate machinery, change parts, or perform other routine machinery maintenance.", "taskIds": [ "us-49-9043-11828", "us-49-9043-11829", "us-49-9043-11830", "us-49-9043-11831", "us-49-9043-11832", "us-49-9043-11833", "us-49-9043-11834", "us-49-9043-11835", "us-49-9043-11836", "us-49-9043-11837", "us-49-9043-11838", "us-49-9043-11839", "us-49-9043-11840", "us-49-9043-11841", "us-49-9043-11842", "us-49-9043-11843", "us-49-9043-11844", "us-49-9043-11845" ], "employment": { "value": 60020, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60850, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5236", "uk-soc-5223" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 15 ], "band": "minimal", "headlineShare": 0.063004998078689, "headlineShareRange": [ 0, 0.17225015284408127 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9044", "market": "us", "socCode": "49-9044", "title": "Millwrights", "slug": "millwrights", "description": "Install, dismantle, or move machinery and heavy equipment according to layout plans, blueprints, or other drawings.", "taskIds": [ "us-49-9044-3041", "us-49-9044-3043", "us-49-9044-3045", "us-49-9044-3046", "us-49-9044-3047", "us-49-9044-3048", "us-49-9044-3049", "us-49-9044-3050", "us-49-9044-3051", "us-49-9044-3052", "us-49-9044-3053", "us-49-9044-3054", "us-49-9044-3055", "us-49-9044-3056", "us-49-9044-3057", "us-49-9044-3058", "us-49-9044-3059", "us-49-9044-3060", "us-49-9044-18785", "us-49-9044-18786", "us-49-9044-18787", "us-49-9044-18788", "us-49-9044-21083" ], "employment": { "value": 40330, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 65700, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5236", "uk-soc-5223" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 1, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9045", "market": "us", "socCode": "49-9045", "title": "Refractory Materials Repairers, Except Brickmasons", "slug": "refractory-materials-repairers-except-brickmasons", "description": "Build or repair equipment such as furnaces, kilns, cupolas, boilers, converters, ladles, soaking pits, and ovens, using refractory materials.", "taskIds": [ "us-49-9045-13819", "us-49-9045-13820", "us-49-9045-13821", "us-49-9045-13822", "us-49-9045-13824", "us-49-9045-13825", "us-49-9045-13827", "us-49-9045-13829", "us-49-9045-13830", "us-49-9045-13832" ], "employment": { "value": 1080, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61290, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5313", "uk-soc-5236", "uk-soc-5223", "uk-soc-5212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 0, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 10 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9051", "market": "us", "socCode": "49-9051", "title": "Electrical Power-Line Installers and Repairers", "slug": "electrical-power-line-installers-and-repairers", "description": "Install or repair cables or wires used in electrical power or distribution systems. May erect poles and light or heavy duty transmission towers.", "taskIds": [ "us-49-9051-8412", "us-49-9051-8413", "us-49-9051-8414", "us-49-9051-8415", "us-49-9051-8416", "us-49-9051-8417", "us-49-9051-8418", "us-49-9051-8419", "us-49-9051-8420", "us-49-9051-8421", "us-49-9051-8422", "us-49-9051-8423", "us-49-9051-8424", "us-49-9051-8425", "us-49-9051-8426", "us-49-9051-8427", "us-49-9051-8428", "us-49-9051-8429", "us-49-9051-8430", "us-49-9051-8431", "us-49-9051-8432", "us-49-9051-8433", "us-49-9051-8434" ], "employment": { "value": 131070, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 95320, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5249" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 1, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:57:03.912Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9052", "market": "us", "socCode": "49-9052", "title": "Telecommunications Line Installers and Repairers", "slug": "telecommunications-line-installers-and-repairers", "description": "Install and repair telecommunications cable, including fiber optics.", "taskIds": [ "us-49-9052-11846", "us-49-9052-11847", "us-49-9052-11848", "us-49-9052-11849", "us-49-9052-11850", "us-49-9052-11851", "us-49-9052-11852", "us-49-9052-11853", "us-49-9052-11854", "us-49-9052-11855", "us-49-9052-11857", "us-49-9052-11858", "us-49-9052-11859", "us-49-9052-11860", "us-49-9052-11861", "us-49-9052-11862", "us-49-9052-11863", "us-49-9052-20806", "us-49-9052-20807" ], "employment": { "value": 97720, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 74330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5244", "uk-soc-5243" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0.038377330299606695, "headlineShareRange": [ 0.038377330299606695, 0.038377330299606695 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T19:57:03.912Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9061", "market": "us", "socCode": "49-9061", "title": "Camera and Photographic Equipment Repairers", "slug": "camera-and-photographic-equipment-repairers", "description": "Repair and adjust cameras and photographic equipment, including commercial video and motion picture camera equipment.", "taskIds": [ "us-49-9061-8435", "us-49-9061-8436", "us-49-9061-8437", "us-49-9061-8438", "us-49-9061-8439", "us-49-9061-8440", "us-49-9061-8441", "us-49-9061-8442", "us-49-9061-8443", "us-49-9061-8444", "us-49-9061-8445", "us-49-9061-8447", "us-49-9061-8448", "us-49-9061-8449", "us-49-9061-20808" ], "employment": { "value": 1650, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 52720, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 22 ], "band": "minimal", "headlineShare": 0.08572162768954854, "headlineShareRange": [ 0.08572162768954854, 0.12555314328362363 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9062", "market": "us", "socCode": "49-9062", "title": "Medical Equipment Repairers", "slug": "medical-equipment-repairers", "description": "Test, adjust, or repair biomedical or electromedical equipment.", "taskIds": [ "us-49-9062-3062", "us-49-9062-3063", "us-49-9062-3064", "us-49-9062-3065", "us-49-9062-3066", "us-49-9062-3067", "us-49-9062-3068", "us-49-9062-3069", "us-49-9062-3070", "us-49-9062-3071", "us-49-9062-3072", "us-49-9062-3073", "us-49-9062-3074", "us-49-9062-3075", "us-49-9062-3076", "us-49-9062-3077", "us-49-9062-3078", "us-49-9062-3079", "us-49-9062-23980", "us-49-9062-23981" ], "employment": { "value": 65990, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61660, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 18, 29 ], "band": "low", "headlineShare": 0.12996400087105645, "headlineShareRange": [ 0.09267855473275965, 0.21712540135463476 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9063", "market": "us", "socCode": "49-9063", "title": "Musical Instrument Repairers and Tuners", "slug": "musical-instrument-repairers-and-tuners", "description": "Repair percussion, stringed, reed, or wind instruments. May specialize in one area, such as piano tuning.", "taskIds": [ "us-49-9063-11865", "us-49-9063-11866", "us-49-9063-11867", "us-49-9063-11868", "us-49-9063-11869", "us-49-9063-11870", "us-49-9063-11871", "us-49-9063-11872", "us-49-9063-11873", "us-49-9063-11874", "us-49-9063-11875", "us-49-9063-11876", "us-49-9063-11877", "us-49-9063-11878", "us-49-9063-11879", "us-49-9063-11880", "us-49-9063-11881", "us-49-9063-11882", "us-49-9063-11884", "us-49-9063-11885", "us-49-9063-11887", "us-49-9063-11891", "us-49-9063-11896", "us-49-9063-11898" ], "employment": { "value": 5380, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46420, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5449" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:51:00.242Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9064", "market": "us", "socCode": "49-9064", "title": "Watch and Clock Repairers", "slug": "watch-and-clock-repairers", "description": "Repair, clean, and adjust mechanisms of timing instruments, such as watches and clocks. Includes watchmakers, watch technicians, and mechanical timepiece repairers.", "taskIds": [ "us-49-9064-14975", "us-49-9064-14976", "us-49-9064-14977", "us-49-9064-14978", "us-49-9064-14979", "us-49-9064-14980", "us-49-9064-14981", "us-49-9064-14982", "us-49-9064-14983", "us-49-9064-14984", "us-49-9064-14985", "us-49-9064-14986", "us-49-9064-14987", "us-49-9064-14988", "us-49-9064-21084" ], "employment": { "value": 1310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 67230, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 13, 20 ], "band": "minimal", "headlineShare": 0.12224402845535337, "headlineShareRange": [ 0.06462216694056615, 0.19135941121644057 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9069", "market": "us", "socCode": "49-9069", "title": "Precision Instrument and Equipment Repairers, All Other", "slug": "precision-instrument-and-equipment-repairers-all-other", "description": "All precision instrument and equipment repairers not listed separately.", "taskIds": [], "employment": { "value": 9400, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 68990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9071", "market": "us", "socCode": "49-9071", "title": "Maintenance and Repair Workers, General", "slug": "maintenance-and-repair-workers-general", "description": "Perform work involving the skills of two or more maintenance or craft occupations to keep machines, mechanical equipment, or the structure of a building in repair. Duties may involve pipe fitting; HVAC maintenance; insulating; welding; machining; carpentry; repairing electrical or mechanical equipment; installing, aligning, and balancing new equipment; and repairing buildings, floors, or stairs.", "taskIds": [ "us-49-9071-3022", "us-49-9071-3023", "us-49-9071-3024", "us-49-9071-3025", "us-49-9071-3026", "us-49-9071-3028", "us-49-9071-3030", "us-49-9071-3031", "us-49-9071-3032", "us-49-9071-3033", "us-49-9071-3034", "us-49-9071-3035", "us-49-9071-3037", "us-49-9071-19897", "us-49-9071-19898", "us-49-9071-19899", "us-49-9071-19900", "us-49-9071-20670", "us-49-9071-20671", "us-49-9071-20672", "us-49-9071-20673", "us-49-9071-20674", "us-49-9071-20675", "us-49-9071-20676", "us-49-9071-20677", "us-49-9071-20678", "us-49-9071-20679" ], "employment": { "value": 1529700, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49590, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8159", "uk-soc-9265" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 13, 20 ], "band": "minimal", "headlineShare": 0.08406173545589579, "headlineShareRange": [ 0.08406173545589579, 0.11886819694213033 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:13:19.389Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9081", "market": "us", "socCode": "49-9081", "title": "Wind Turbine Service Technicians", "slug": "wind-turbine-service-technicians", "description": "Inspect, diagnose, adjust, or repair wind turbines. Perform maintenance on wind turbine equipment including resolving electrical, mechanical, and hydraulic malfunctions.", "taskIds": [ "us-49-9081-17805", "us-49-9081-17806", "us-49-9081-17807", "us-49-9081-17808", "us-49-9081-17809", "us-49-9081-17810", "us-49-9081-17811", "us-49-9081-17812", "us-49-9081-17813", "us-49-9081-17814", "us-49-9081-17815", "us-49-9081-17817" ], "employment": { "value": 9980, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 64120, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5223", "uk-soc-5236", "uk-soc-3113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 12, 22 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:05.789Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9091", "market": "us", "socCode": "49-9091", "title": "Coin, Vending, and Amusement Machine Servicers and Repairers", "slug": "coin-vending-and-amusement-machine-servicers-and-repairers", "description": "Install, service, adjust, or repair coin, vending, or amusement machines including video games, juke boxes, pinball machines, or slot machines.", "taskIds": [ "us-49-9091-13835", "us-49-9091-13836", "us-49-9091-13837", "us-49-9091-13838", "us-49-9091-13839", "us-49-9091-13840", "us-49-9091-13841", "us-49-9091-13842", "us-49-9091-13843", "us-49-9091-13844", "us-49-9091-13845", "us-49-9091-13846", "us-49-9091-13847", "us-49-9091-13848", "us-49-9091-13849", "us-49-9091-13850", "us-49-9091-13851", "us-49-9091-13852" ], "employment": { "value": 26410, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47450, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7122" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 22, 29 ], "band": "low", "headlineShare": 0.22858128746265222, "headlineShareRange": [ 0.22858128746265222, 0.27416808422849925 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9092", "market": "us", "socCode": "49-9092", "title": "Commercial Divers", "slug": "commercial-divers", "description": "Work below surface of water, using surface-supplied air or scuba equipment to inspect, repair, remove, or install equipment and structures. May use a variety of power and hand tools, such as drills, sledgehammers, torches, and welding equipment. May conduct tests or experiments, rig explosives, or photograph structures or marine life.", "taskIds": [ "us-49-9092-13854", "us-49-9092-13855", "us-49-9092-13856", "us-49-9092-13857", "us-49-9092-13858", "us-49-9092-13859", "us-49-9092-13860", "us-49-9092-13861", "us-49-9092-13862", "us-49-9092-13863", "us-49-9092-13864", "us-49-9092-13865", "us-49-9092-13866", "us-49-9092-13867", "us-49-9092-13868", "us-49-9092-13869", "us-49-9092-13870", "us-49-9092-13871", "us-49-9092-13872", "us-49-9092-13873", "us-49-9092-13874", "us-49-9092-13875", "us-49-9092-20809" ], "employment": { "value": 3450, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 72990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5319" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9094", "market": "us", "socCode": "49-9094", "title": "Locksmiths and Safe Repairers", "slug": "locksmiths-and-safe-repairers", "description": "Repair and open locks, make keys, change locks and safe combinations, and install and repair safes.", "taskIds": [ "us-49-9094-7124", "us-49-9094-7125", "us-49-9094-7126", "us-49-9094-7127", "us-49-9094-7128", "us-49-9094-7129", "us-49-9094-7130", "us-49-9094-7131", "us-49-9094-7132", "us-49-9094-18789", "us-49-9094-18790", "us-49-9094-18791", "us-49-9094-18792", "us-49-9094-18793" ], "employment": { "value": 15040, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51320, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 8, 14 ], "band": "minimal", "headlineShare": 0.07388645542520692, "headlineShareRange": [ 0.07388645542520692, 0.07388645542520692 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:35:34.990Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9095", "market": "us", "socCode": "49-9095", "title": "Manufactured Building and Mobile Home Installers", "slug": "manufactured-building-and-mobile-home-installers", "description": "Move or install mobile homes or prefabricated buildings.", "taskIds": [ "us-49-9095-13878", "us-49-9095-13879", "us-49-9095-13880", "us-49-9095-13881", "us-49-9095-13882", "us-49-9095-13883", "us-49-9095-13884", "us-49-9095-13885", "us-49-9095-13886", "us-49-9095-13887", "us-49-9095-13888", "us-49-9095-13889", "us-49-9095-13890", "us-49-9095-13891" ], "employment": { "value": 3020, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8159", "uk-soc-5319", "uk-soc-8151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.07302626029478351 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9096", "market": "us", "socCode": "49-9096", "title": "Riggers", "slug": "riggers", "description": "Set up or repair rigging for construction projects, manufacturing plants, logging yards, ships and shipyards, or for the entertainment industry.", "taskIds": [ "us-49-9096-13892", "us-49-9096-13893", "us-49-9096-13894", "us-49-9096-13895", "us-49-9096-13896", "us-49-9096-13897", "us-49-9096-13898", "us-49-9096-13899", "us-49-9096-13900", "us-49-9096-13901", "us-49-9096-13902", "us-49-9096-13903", "us-49-9096-13904", "us-49-9096-21206" ], "employment": { "value": 22530, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62640, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8151", "uk-soc-9129" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 2, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:36.532Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9097", "market": "us", "socCode": "49-9097", "title": "Signal and Track Switch Repairers", "slug": "signal-and-track-switch-repairers", "description": "Install, inspect, test, maintain, or repair electric gate crossings, signals, signal equipment, track switches, section lines, or intercommunications systems within a railroad system.", "taskIds": [ "us-49-9097-13905", "us-49-9097-13906", "us-49-9097-13907", "us-49-9097-13908", "us-49-9097-13909", "us-49-9097-13910", "us-49-9097-13911", "us-49-9097-13912", "us-49-9097-13913", "us-49-9097-13914", "us-49-9097-13915", "us-49-9097-23936" ], "employment": { "value": 8720, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 92460, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5241", "uk-soc-5246", "uk-soc-2123" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 10 ], "band": "minimal", "headlineShare": 0.08693405857754113, "headlineShareRange": [ 0, 0.08693405857754113 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9098", "market": "us", "socCode": "49-9098", "title": "Helpers--Installation, Maintenance, and Repair Workers", "slug": "helpers-installation-maintenance-and-repair-workers", "description": "Help installation, maintenance, and repair workers in maintenance, parts replacement, and repair of vehicles, industrial machinery, and electrical and electronic equipment. Perform duties such as furnishing tools, materials, and supplies to other workers; cleaning work area, machines, and tools; and holding materials or tools for other workers.", "taskIds": [ "us-49-9098-3080", "us-49-9098-3081", "us-49-9098-3082", "us-49-9098-3083", "us-49-9098-3084", "us-49-9098-3085", "us-49-9098-3086", "us-49-9098-3087", "us-49-9098-3088", "us-49-9098-3090", "us-49-9098-3091", "us-49-9098-3092", "us-49-9098-20150", "us-49-9098-20151", "us-49-9098-20152", "us-49-9098-20153" ], "employment": { "value": 95580, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39630, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9265", "uk-soc-8159" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 9 ], "band": "minimal", "headlineShare": 0.051755147972042954, "headlineShareRange": [ 0.051755147972042954, 0.051755147972042954 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-49-9099", "market": "us", "socCode": "49-9099", "title": "Installation, Maintenance, and Repair Workers, All Other", "slug": "installation-maintenance-and-repair-workers-all-other", "description": "All installation, maintenance, and repair workers not listed separately.", "taskIds": [ "us-49-9099-17932", "us-49-9099-17933", "us-49-9099-17934", "us-49-9099-17935", "us-49-9099-17936", "us-49-9099-17937", "us-49-9099-17938", "us-49-9099-17939", "us-49-9099-17940", "us-49-9099-17941", "us-49-9099-17942", "us-49-9099-17943", "us-49-9099-17944", "us-49-9099-17945", "us-49-9099-17946", "us-49-9099-17949", "us-49-9099-17950", "us-49-9099-17951", "us-49-9099-17952", "us-49-9099-17953", "us-49-9099-17954", "us-49-9099-17955", "us-49-9099-17956", "us-49-9099-17957" ], "employment": { "value": 176300, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49230, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5419" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 21, 30 ], "band": "low", "headlineShare": 0.15162605978770904, "headlineShareRange": [ 0.15162605978770904, 0.16930422879397905 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:25:43.439Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-1011", "market": "us", "socCode": "51-1011", "title": "First-Line Supervisors of Production and Operating Workers", "slug": "first-line-supervisors-of-production-and-operating-workers", "description": "Directly supervise and coordinate the activities of production and operating workers, such as inspectors, precision workers, machine setters and operators, assemblers, fabricators, and plant and system operators. Excludes team or work leaders.", "taskIds": [ "us-51-1011-8450", "us-51-1011-8451", "us-51-1011-8452", "us-51-1011-8453", "us-51-1011-8454", "us-51-1011-8455", "us-51-1011-8457", "us-51-1011-8458", "us-51-1011-8459", "us-51-1011-8460", "us-51-1011-8461", "us-51-1011-8462", "us-51-1011-8463", "us-51-1011-8465", "us-51-1011-8466", "us-51-1011-8467", "us-51-1011-20154", "us-51-1011-20155", "us-51-1011-20156", "us-51-1011-21207" ], "employment": { "value": 673430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 74450, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5250", "uk-soc-8134", "uk-soc-8160" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 34, 45 ], "band": "low", "headlineShare": 0.32938964434987317, "headlineShareRange": [ 0.32938964434987317, 0.32938964434987317 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:31:13.495Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-2011", "market": "us", "socCode": "51-2011", "title": "Aircraft Structure, Surfaces, Rigging, and Systems Assemblers", "slug": "aircraft-structure-surfaces-rigging-and-systems-assemblers", "description": "Assemble, fit, fasten, and install parts of airplanes, space vehicles, or missiles, such as tails, wings, fuselage, bulkheads, stabilizers, landing gear, rigging and control equipment, or heating and ventilating systems.", "taskIds": [ "us-51-2011-13919", "us-51-2011-13921", "us-51-2011-13924", "us-51-2011-13925", "us-51-2011-13926", "us-51-2011-13928", "us-51-2011-13929", "us-51-2011-13930", "us-51-2011-13931", "us-51-2011-13932", "us-51-2011-13934", "us-51-2011-13935", "us-51-2011-13936", "us-51-2011-13938", "us-51-2011-13939", "us-51-2011-13942", "us-51-2011-19901", "us-51-2011-19902", "us-51-2011-19903", "us-51-2011-20810", "us-51-2011-20811", "us-51-2011-20812", "us-51-2011-20813", "us-51-2011-20814", "us-51-2011-20815", "us-51-2011-20816", "us-51-2011-20817" ], "employment": { "value": 34020, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 65380, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8142" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:15:27.973Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-2021", "market": "us", "socCode": "51-2021", "title": "Coil Winders, Tapers, and Finishers", "slug": "coil-winders-tapers-and-finishers", "description": "Wind wire coils used in electrical components, such as resistors and transformers, and in electrical equipment and instruments, such as field cores, bobbins, armature cores, electrical motors, generators, and control equipment.", "taskIds": [ "us-51-2021-11904", "us-51-2021-11905", "us-51-2021-11906", "us-51-2021-11907", "us-51-2021-11908", "us-51-2021-11909", "us-51-2021-11910", "us-51-2021-11911", "us-51-2021-11912", "us-51-2021-11913", "us-51-2021-11914" ], "employment": { "value": 12840, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8141" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 15, 21 ], "band": "minimal", "headlineShare": 0.2302208471588159, "headlineShareRange": [ 0.2302208471588159, 0.2302208471588159 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-2028", "market": "us", "socCode": "51-2028", "title": "Electrical, Electronic, and Electromechanical Assemblers, Except Coil Winders, Tapers, and Finishers", "slug": "electrical-electronic-and-electromechanical-assemblers-except-coil-winders-taper", "description": "BLS publishes one OEWS employment and wage estimate covering this combination of detailed occupations rather than one for each, so it is reported here as a single occupation covering two detailed occupations: Electrical and Electronic Equipment Assemblers and Electromechanical Equipment Assemblers. The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest.", "taskIds": [ "us-51-2028-10027", "us-51-2028-10034", "us-51-2028-13946", "us-51-2028-13952", "us-51-2028-13957" ], "employment": { "value": 246970, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45850, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8141" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 5 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:24:42.439Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "25 of this occupation's 30 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 5 that are, so treat it as a partial reading of the job rather than a complete one.", "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-2031", "market": "us", "socCode": "51-2031", "title": "Engine and Other Machine Assemblers", "slug": "engine-and-other-machine-assemblers", "description": "Construct, assemble, or rebuild machines, such as engines, turbines, and similar equipment used in such industries as construction, extraction, textiles, and paper manufacturing.", "taskIds": [ "us-51-2031-13958", "us-51-2031-13959", "us-51-2031-13960", "us-51-2031-13961", "us-51-2031-13962", "us-51-2031-13963", "us-51-2031-13964", "us-51-2031-13965", "us-51-2031-13966", "us-51-2031-13967", "us-51-2031-13968", "us-51-2031-13969" ], "employment": { "value": 34000, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 53710, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8142" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:15:27.973Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-2041", "market": "us", "socCode": "51-2041", "title": "Structural Metal Fabricators and Fitters", "slug": "structural-metal-fabricators-and-fitters", "description": "Fabricate, position, align, and fit parts of structural metal products.", "taskIds": [ "us-51-2041-10035", "us-51-2041-10036", "us-51-2041-10037", "us-51-2041-10038", "us-51-2041-10039", "us-51-2041-10040", "us-51-2041-10041", "us-51-2041-10042", "us-51-2041-10043", "us-51-2041-10044", "us-51-2041-10045", "us-51-2041-10046", "us-51-2041-10047", "us-51-2041-10048", "us-51-2041-10049", "us-51-2041-10050", "us-51-2041-10051", "us-51-2041-10052", "us-51-2041-10053", "us-51-2041-10054", "us-51-2041-10055", "us-51-2041-10056", "us-51-2041-10057" ], "employment": { "value": 52360, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5311", "uk-soc-5211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.06398636739016839, "headlineShareRange": [ 0.06398636739016839, 0.06398636739016839 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-2051", "market": "us", "socCode": "51-2051", "title": "Fiberglass Laminators and Fabricators", "slug": "fiberglass-laminators-and-fabricators", "description": "Laminate layers of fiberglass on molds to form boat decks and hulls, bodies for golf carts, automobiles, or other products.", "taskIds": [ "us-51-2051-13970", "us-51-2051-13971", "us-51-2051-13972", "us-51-2051-13973", "us-51-2051-13974", "us-51-2051-13975", "us-51-2051-13976", "us-51-2051-13977", "us-51-2051-13978", "us-51-2051-13979", "us-51-2051-13980", "us-51-2051-13981", "us-51-2051-13982", "us-51-2051-13983", "us-51-2051-13984", "us-51-2051-13985" ], "employment": { "value": 16170, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46880, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 1, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:38:06.513Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-2061", "market": "us", "socCode": "51-2061", "title": "Timing Device Assemblers and Adjusters", "slug": "timing-device-assemblers-and-adjusters", "description": "Perform precision assembling or adjusting, within narrow tolerances, of timing devices such as digital clocks or timing devices with electrical or electronic components.", "taskIds": [ "us-51-2061-15003", "us-51-2061-15004", "us-51-2061-15005", "us-51-2061-15006", "us-51-2061-15007", "us-51-2061-15008", "us-51-2061-15009", "us-51-2061-15010", "us-51-2061-15011", "us-51-2061-15012", "us-51-2061-15013", "us-51-2061-15014", "us-51-2061-15015", "us-51-2061-15016", "us-51-2061-15017", "us-51-2061-15018", "us-51-2061-15019" ], "employment": { "value": 250, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62620, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8141", "uk-soc-5224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 11 ], "band": "minimal", "headlineShare": 0.05047678043382864, "headlineShareRange": [ 0.05047678043382864, 0.05047678043382864 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-2090", "market": "us", "socCode": "51-2090", "title": "Miscellaneous Assemblers and Fabricators", "slug": "miscellaneous-assemblers-and-fabricators", "description": "BLS publishes one employment and wage estimate for this SOC 2018 broad group rather than for the detailed occupations inside it, so it is reported here as a single occupation covering two detailed occupations: Team Assemblers and Assemblers and Fabricators, All Other. O*NET publishes task statements for Team Assemblers; it publishes none for Assemblers and Fabricators, All Other, which is a statistical residual. The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest.", "taskIds": [ "us-51-2090-8468", "us-51-2090-20159" ], "employment": { "value": 1405030, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44650, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8149", "uk-soc-8142" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 2 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "9 of this occupation's 11 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 2 that are, so treat it as a partial reading of the job rather than a complete one.", "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-3011", "market": "us", "socCode": "51-3011", "title": "Bakers", "slug": "bakers", "description": "Mix and bake ingredients to produce breads, rolls, cookies, cakes, pies, pastries, or other baked goods.", "taskIds": [ "us-51-3011-11915", "us-51-3011-11916", "us-51-3011-11917", "us-51-3011-11918", "us-51-3011-11919", "us-51-3011-11920", "us-51-3011-11921", "us-51-3011-11922", "us-51-3011-11923", "us-51-3011-11924", "us-51-3011-11925", "us-51-3011-11926", "us-51-3011-11927", "us-51-3011-11928", "us-51-3011-11929", "us-51-3011-11930", "us-51-3011-11931", "us-51-3011-20819" ], "employment": { "value": 236200, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37160, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5432" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 8, 16 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.048282372125330736 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:22:49.974Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-3021", "market": "us", "socCode": "51-3021", "title": "Butchers and Meat Cutters", "slug": "butchers-and-meat-cutters", "description": "Cut, trim, or prepare consumer-sized portions of meat for use or sale in retail establishments.", "taskIds": [ "us-51-3021-8783", "us-51-3021-8784", "us-51-3021-8785", "us-51-3021-8786", "us-51-3021-8787", "us-51-3021-8788", "us-51-3021-8789", "us-51-3021-8790", "us-51-3021-8791", "us-51-3021-8792", "us-51-3021-8793" ], "employment": { "value": 136430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5431", "uk-soc-5433" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 16 ], "band": "minimal", "headlineShare": 0.06451252386618621, "headlineShareRange": [ 0.06451252386618621, 0.15489678642439506 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:22:05.609Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-3022", "market": "us", "socCode": "51-3022", "title": "Meat, Poultry, and Fish Cutters and Trimmers", "slug": "meat-poultry-and-fish-cutters-and-trimmers", "description": "Use hands or hand tools to perform routine cutting and trimming of meat, poultry, and seafood.", "taskIds": [ "us-51-3022-8795", "us-51-3022-8796", "us-51-3022-8797", "us-51-3022-8798", "us-51-3022-8799", "us-51-3022-8800", "us-51-3022-8801", "us-51-3022-8802", "us-51-3022-8803", "us-51-3022-8804", "us-51-3022-8805", "us-51-3022-8807" ], "employment": { "value": 145700, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38300, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5433", "uk-soc-5431" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:19:38.820Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-3023", "market": "us", "socCode": "51-3023", "title": "Slaughterers and Meat Packers", "slug": "slaughterers-and-meat-packers", "description": "Perform nonroutine or precision functions involving the preparation of large portions of meat. Work may include specialized slaughtering tasks, cutting standard or premium cuts of meat for marketing, making sausage, or wrapping meats. Work typically occurs in slaughtering, meat packing, or wholesale establishments.", "taskIds": [ "us-51-3023-13986", "us-51-3023-13987", "us-51-3023-13989", "us-51-3023-13990", "us-51-3023-13991", "us-51-3023-13992", "us-51-3023-13993", "us-51-3023-13994", "us-51-3023-13995", "us-51-3023-13996", "us-51-3023-13997", "us-51-3023-13998", "us-51-3023-13999", "us-51-3023-14000" ], "employment": { "value": 69950, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40130, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5431", "uk-soc-5433" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-3091", "market": "us", "socCode": "51-3091", "title": "Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders", "slug": "food-and-tobacco-roasting-baking-and-drying-machine-operators-and-tenders", "description": "Operate or tend food or tobacco roasting, baking, or drying equipment, including hearth ovens, kiln driers, roasters, char kilns, and vacuum drying equipment.", "taskIds": [ "us-51-3091-10058", "us-51-3091-10059", "us-51-3091-10060", "us-51-3091-10061", "us-51-3091-10062", "us-51-3091-10063", "us-51-3091-10064", "us-51-3091-10065", "us-51-3091-10066", "us-51-3091-10067", "us-51-3091-10068", "us-51-3091-10069", "us-51-3091-10070", "us-51-3091-10071", "us-51-3091-10072", "us-51-3091-10073", "us-51-3091-10074", "us-51-3091-10075", "us-51-3091-10076" ], "employment": { "value": 20370, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44810, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5433", "uk-soc-5431", "uk-soc-8111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 15 ], "band": "minimal", "headlineShare": 0.13863169863728708, "headlineShareRange": [ 0.13863169863728708, 0.13863169863728708 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:30:10.708Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-3092", "market": "us", "socCode": "51-3092", "title": "Food Batchmakers", "slug": "food-batchmakers", "description": "Set up and operate equipment that mixes or blends ingredients used in the manufacturing of food products. Includes candy makers and cheese makers.", "taskIds": [ "us-51-3092-4919", "us-51-3092-4920", "us-51-3092-4921", "us-51-3092-4922", "us-51-3092-4923", "us-51-3092-4924", "us-51-3092-4925", "us-51-3092-4926", "us-51-3092-4927", "us-51-3092-4928", "us-51-3092-4929", "us-51-3092-4930", "us-51-3092-4931", "us-51-3092-4932", "us-51-3092-4933", "us-51-3092-4934", "us-51-3092-4935", "us-51-3092-4936", "us-51-3092-4937", "us-51-3092-4938", "us-51-3092-4939", "us-51-3092-4940", "us-51-3092-4941", "us-51-3092-4942", "us-51-3092-4943" ], "employment": { "value": 174520, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42290, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0.05394416129890068, "headlineShareRange": [ 0, 0.09983886057433453 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:15:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-3093", "market": "us", "socCode": "51-3093", "title": "Food Cooking Machine Operators and Tenders", "slug": "food-cooking-machine-operators-and-tenders", "description": "Operate or tend cooking equipment, such as steam cooking vats, deep fry cookers, pressure cookers, kettles, and boilers, to prepare food products.", "taskIds": [ "us-51-3093-4944", "us-51-3093-4945", "us-51-3093-4946", "us-51-3093-4947", "us-51-3093-4948", "us-51-3093-4949", "us-51-3093-4950", "us-51-3093-4951", "us-51-3093-4952", "us-51-3093-4953", "us-51-3093-4954", "us-51-3093-4955", "us-51-3093-4956", "us-51-3093-4957", "us-51-3093-4958", "us-51-3093-4959", "us-51-3093-4960" ], "employment": { "value": 31250, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41590, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.13822243403765638 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-3099", "market": "us", "socCode": "51-3099", "title": "Food Processing Workers, All Other", "slug": "food-processing-workers-all-other", "description": "All food processing workers not listed separately.", "taskIds": [], "employment": { "value": 65000, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39680, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4021", "market": "us", "socCode": "51-4021", "title": "Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic", "slug": "extruding-and-drawing-machine-setters-operators-and-tenders-metal-and-plastic", "description": "Set up, operate, or tend machines to extrude or draw thermoplastic or metal materials into tubes, rods, hoses, wire, bars, or structural shapes.", "taskIds": [ "us-51-4021-8473", "us-51-4021-8474", "us-51-4021-8475", "us-51-4021-8476", "us-51-4021-8477", "us-51-4021-8478", "us-51-4021-8479", "us-51-4021-8480", "us-51-4021-8481", "us-51-4021-8482", "us-51-4021-8483", "us-51-4021-8484", "us-51-4021-8485", "us-51-4021-8486", "us-51-4021-8487", "us-51-4021-8488" ], "employment": { "value": 60840, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47720, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114", "uk-soc-5221", "uk-soc-8120", "uk-soc-8115" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.056872967972308244 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4022", "market": "us", "socCode": "51-4022", "title": "Forging Machine Setters, Operators, and Tenders, Metal and Plastic", "slug": "forging-machine-setters-operators-and-tenders-metal-and-plastic", "description": "Set up, operate, or tend forging machines to taper, shape, or form metal or plastic parts.", "taskIds": [ "us-51-4022-10078", "us-51-4022-10079", "us-51-4022-10080", "us-51-4022-10081", "us-51-4022-10082", "us-51-4022-10083", "us-51-4022-10084", "us-51-4022-10085", "us-51-4022-10086", "us-51-4022-10087", "us-51-4022-10088", "us-51-4022-10089", "us-51-4022-10090" ], "employment": { "value": 8930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49030, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114", "uk-soc-5221", "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 6, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4023", "market": "us", "socCode": "51-4023", "title": "Rolling Machine Setters, Operators, and Tenders, Metal and Plastic", "slug": "rolling-machine-setters-operators-and-tenders-metal-and-plastic", "description": "Set up, operate, or tend machines to roll steel or plastic forming bends, beads, knurls, rolls, or plate, or to flatten, temper, or reduce gauge of material.", "taskIds": [ "us-51-4023-10091", "us-51-4023-10092", "us-51-4023-10093", "us-51-4023-10094", "us-51-4023-10095", "us-51-4023-10096", "us-51-4023-10097", "us-51-4023-10098", "us-51-4023-10099", "us-51-4023-10100", "us-51-4023-10101", "us-51-4023-10102", "us-51-4023-10103", "us-51-4023-10104", "us-51-4023-10105", "us-51-4023-10106", "us-51-4023-10107", "us-51-4023-10108", "us-51-4023-10109" ], "employment": { "value": 25250, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114", "uk-soc-5221", "uk-soc-8120", "uk-soc-8115" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 16 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.11441910487854132 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4031", "market": "us", "socCode": "51-4031", "title": "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic", "slug": "cutting-punching-and-press-machine-setters-operators-and-tenders-metal-and-plast", "description": "Set up, operate, or tend machines to saw, cut, shear, slit, punch, crimp, notch, bend, or straighten metal or plastic material.", "taskIds": [ "us-51-4031-10110", "us-51-4031-10111", "us-51-4031-10112", "us-51-4031-10113", "us-51-4031-10114", "us-51-4031-10115", "us-51-4031-10116", "us-51-4031-10117", "us-51-4031-10118", "us-51-4031-10119", "us-51-4031-10120", "us-51-4031-10121", "us-51-4031-10122", "us-51-4031-10123", "us-51-4031-10124", "us-51-4031-10126", "us-51-4031-10127", "us-51-4031-10128", "us-51-4031-10129", "us-51-4031-10130", "us-51-4031-10131", "us-51-4031-10132", "us-51-4031-10134", "us-51-4031-10135", "us-51-4031-10136", "us-51-4031-10137", "us-51-4031-10138", "us-51-4031-10139", "us-51-4031-20820", "us-51-4031-20821", "us-51-4031-24012" ], "employment": { "value": 171200, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114", "uk-soc-5221", "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.04365356805029859 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:38:06.513Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4032", "market": "us", "socCode": "51-4032", "title": "Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic", "slug": "drilling-and-boring-machine-tool-setters-operators-and-tenders-metal-and-plastic", "description": "Set up, operate, or tend drilling machines to drill, bore, ream, mill, or countersink metal or plastic work pieces.", "taskIds": [ "us-51-4032-11974", "us-51-4032-11975", "us-51-4032-11976", "us-51-4032-11977", "us-51-4032-11978", "us-51-4032-11979", "us-51-4032-11980", "us-51-4032-11981", "us-51-4032-11982", "us-51-4032-11983", "us-51-4032-11984", "us-51-4032-11985", "us-51-4032-11986", "us-51-4032-11987", "us-51-4032-11988", "us-51-4032-11989", "us-51-4032-11990" ], "employment": { "value": 4680, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114", "uk-soc-5221", "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 6, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4033", "market": "us", "socCode": "51-4033", "title": "Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic", "slug": "grinding-lapping-polishing-and-buffing-machine-tool-setters-operators-and-tender", "description": "Set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic work pieces.", "taskIds": [ "us-51-4033-10140", "us-51-4033-10141", "us-51-4033-10142", "us-51-4033-10143", "us-51-4033-10144", "us-51-4033-10145", "us-51-4033-10146", "us-51-4033-10147", "us-51-4033-10148", "us-51-4033-10149", "us-51-4033-10150", "us-51-4033-10151", "us-51-4033-10152", "us-51-4033-10153", "us-51-4033-10154", "us-51-4033-10155", "us-51-4033-10156", "us-51-4033-10157" ], "employment": { "value": 67000, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114", "uk-soc-5221", "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.05004756856367159 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4034", "market": "us", "socCode": "51-4034", "title": "Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic", "slug": "lathe-and-turning-machine-tool-setters-operators-and-tenders-metal-and-plastic", "description": "Set up, operate, or tend lathe and turning machines to turn, bore, thread, form, or face metal or plastic materials, such as wire, rod, or bar stock.", "taskIds": [ "us-51-4034-11991", "us-51-4034-11992", "us-51-4034-11993", "us-51-4034-11994", "us-51-4034-11995", "us-51-4034-11996", "us-51-4034-11997", "us-51-4034-11998", "us-51-4034-11999", "us-51-4034-12000", "us-51-4034-12001", "us-51-4034-12002", "us-51-4034-12003", "us-51-4034-12004", "us-51-4034-12005", "us-51-4034-20923", "us-51-4034-23998", "us-51-4034-23999" ], "employment": { "value": 16710, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50620, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114", "uk-soc-5221", "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 13, 19 ], "band": "minimal", "headlineShare": 0.10288799457474998, "headlineShareRange": [ 0.10288799457474998, 0.2179276617178525 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:38:06.513Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4035", "market": "us", "socCode": "51-4035", "title": "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic", "slug": "milling-and-planing-machine-setters-operators-and-tenders-metal-and-plastic", "description": "Set up, operate, or tend milling or planing machines to mill, plane, shape, groove, or profile metal or plastic work pieces.", "taskIds": [ "us-51-4035-14001", "us-51-4035-14002", "us-51-4035-14003", "us-51-4035-14004", "us-51-4035-14005", "us-51-4035-14006", "us-51-4035-14007", "us-51-4035-14008", "us-51-4035-14009", "us-51-4035-14010", "us-51-4035-14011", "us-51-4035-14012", "us-51-4035-14013", "us-51-4035-14014", "us-51-4035-14015" ], "employment": { "value": 12460, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 52800, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114", "uk-soc-5221", "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 10, 17 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.061737039399942774 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:16.830Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4041", "market": "us", "socCode": "51-4041", "title": "Machinists", "slug": "machinists", "description": "Set up and operate a variety of machine tools to produce precision parts and instruments out of metal. Includes precision instrument makers who fabricate, modify, or repair mechanical instruments. May also fabricate and modify parts to make or repair machine tools or maintain industrial machines, applying knowledge of mechanics, mathematics, metal properties, layout, and machining procedures.", "taskIds": [ "us-51-4041-3094", "us-51-4041-3095", "us-51-4041-3097", "us-51-4041-3098", "us-51-4041-3101", "us-51-4041-3103", "us-51-4041-3106", "us-51-4041-3107", "us-51-4041-3109", "us-51-4041-3110", "us-51-4041-3112", "us-51-4041-3113", "us-51-4041-3114", "us-51-4041-3115", "us-51-4041-3116", "us-51-4041-3117", "us-51-4041-3119", "us-51-4041-3120", "us-51-4041-3121", "us-51-4041-3122", "us-51-4041-3123", "us-51-4041-19905", "us-51-4041-19906", "us-51-4041-20292", "us-51-4041-20293", "us-51-4041-20294", "us-51-4041-20295", "us-51-4041-20296", "us-51-4041-20297" ], "employment": { "value": 287050, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58750, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5221", "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 12, 20 ], "band": "minimal", "headlineShare": 0.036407114163344675, "headlineShareRange": [ 0, 0.06922183275913199 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4051", "market": "us", "socCode": "51-4051", "title": "Metal-Refining Furnace Operators and Tenders", "slug": "metal-refining-furnace-operators-and-tenders", "description": "Operate or tend furnaces, such as gas, oil, coal, electric-arc or electric induction, open-hearth, or oxygen furnaces, to melt and refine metal before casting or to produce specified types of steel.", "taskIds": [ "us-51-4051-10158", "us-51-4051-10159", "us-51-4051-10160", "us-51-4051-10161", "us-51-4051-10162", "us-51-4051-10163", "us-51-4051-10164", "us-51-4051-10165", "us-51-4051-10166", "us-51-4051-10167", "us-51-4051-10168", "us-51-4051-10169", "us-51-4051-10170", "us-51-4051-10171", "us-51-4051-10172" ], "employment": { "value": 16780, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 54430, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8115" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.08421008074194325 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:38:06.513Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4052", "market": "us", "socCode": "51-4052", "title": "Pourers and Casters, Metal", "slug": "pourers-and-casters-metal", "description": "Operate hand-controlled mechanisms to pour and regulate the flow of molten metal into molds to produce castings or ingots.", "taskIds": [ "us-51-4052-12006", "us-51-4052-12007", "us-51-4052-12008", "us-51-4052-12009", "us-51-4052-12010", "us-51-4052-12011", "us-51-4052-12012", "us-51-4052-12013", "us-51-4052-12014", "us-51-4052-12015", "us-51-4052-12016", "us-51-4052-12017", "us-51-4052-12018", "us-51-4052-12019", "us-51-4052-12020", "us-51-4052-12021" ], "employment": { "value": 4560, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51810, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8115" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4061", "market": "us", "socCode": "51-4061", "title": "Model Makers, Metal and Plastic", "slug": "model-makers-metal-and-plastic", "description": "Set up and operate machines, such as lathes, milling and engraving machines, and jig borers to make working models of metal or plastic objects. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4062", "market": "us", "socCode": "51-4062", "title": "Patternmakers, Metal and Plastic", "slug": "patternmakers-metal-and-plastic", "description": "Lay out, machine, fit, and assemble castings and parts to metal or plastic foundry patterns, core boxes, or match plates.", "taskIds": [ "us-51-4062-12036", "us-51-4062-12037", "us-51-4062-12038", "us-51-4062-12039", "us-51-4062-12040", "us-51-4062-12041", "us-51-4062-12042", "us-51-4062-12043", "us-51-4062-12044", "us-51-4062-12045", "us-51-4062-12046", "us-51-4062-12047", "us-51-4062-12048", "us-51-4062-12049", "us-51-4062-21025" ], "employment": { "value": 1470, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58000, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 12, 20 ], "band": "minimal", "headlineShare": 0.07016216509757195, "headlineShareRange": [ 0, 0.18921281205159632 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4121", "market": "us", "socCode": "51-4121", "title": "Welders, Cutters, Solderers, and Brazers", "slug": "welders-cutters-solderers-and-brazers", "description": "Use hand-welding, flame-cutting, hand-soldering, or brazing equipment to weld or join metal components or to fill holes, indentations, or seams of fabricated metal products.", "taskIds": [ "us-51-4121-23582", "us-51-4121-23583", "us-51-4121-23584", "us-51-4121-23585", "us-51-4121-23586", "us-51-4121-23587", "us-51-4121-23588", "us-51-4121-23589", "us-51-4121-23590", "us-51-4121-23591", "us-51-4121-23592", "us-51-4121-23593", "us-51-4121-23594", "us-51-4121-23595", "us-51-4121-23596", "us-51-4121-23597", "us-51-4121-23598", "us-51-4121-23599", "us-51-4121-23600", "us-51-4121-23601", "us-51-4121-23602", "us-51-4121-23603", "us-51-4121-23604", "us-51-4121-23605", "us-51-4121-23606", "us-51-4121-23607", "us-51-4121-23608", "us-51-4121-23609", "us-51-4121-23610", "us-51-4121-23611" ], "employment": { "value": 416210, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 53750, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5213" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4122", "market": "us", "socCode": "51-4122", "title": "Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders", "slug": "welding-soldering-and-brazing-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend welding, soldering, or brazing machines or robots that weld, braze, solder, or heat treat metal products, components, or assemblies. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4192", "market": "us", "socCode": "51-4192", "title": "Layout Workers, Metal and Plastic", "slug": "layout-workers-metal-and-plastic", "description": "Lay out reference points and dimensions on metal or plastic stock or workpieces, such as sheets, plates, tubes, structural shapes, castings, or machine parts, for further processing. Includes shipfitters.", "taskIds": [ "us-51-4192-10295", "us-51-4192-10296", "us-51-4192-10297", "us-51-4192-10298", "us-51-4192-10299", "us-51-4192-10300", "us-51-4192-10301", "us-51-4192-10302", "us-51-4192-10303", "us-51-4192-10304", "us-51-4192-10305", "us-51-4192-10306", "us-51-4192-10307", "us-51-4192-10308" ], "employment": { "value": 5970, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 63870, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5222", "uk-soc-5211", "uk-soc-5232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 15, 23 ], "band": "minimal", "headlineShare": 0.0525790293201269, "headlineShareRange": [ 0.0525790293201269, 0.13287643723147385 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4193", "market": "us", "socCode": "51-4193", "title": "Plating Machine Setters, Operators, and Tenders, Metal and Plastic", "slug": "plating-machine-setters-operators-and-tenders-metal-and-plastic", "description": "Set up, operate, or tend plating machines to coat metal or plastic products with chromium, zinc, copper, cadmium, nickel, or other metal to protect or decorate surfaces. Typically, the product being coated is immersed in molten metal or an electrolytic solution.", "taskIds": [ "us-51-4193-10309", "us-51-4193-10310", "us-51-4193-10311", "us-51-4193-10312", "us-51-4193-10313", "us-51-4193-10314", "us-51-4193-10315", "us-51-4193-10316", "us-51-4193-10317", "us-51-4193-10318", "us-51-4193-10319", "us-51-4193-10320", "us-51-4193-10321", "us-51-4193-10322", "us-51-4193-10323", "us-51-4193-10324", "us-51-4193-10325", "us-51-4193-10326", "us-51-4193-10327", "us-51-4193-10328", "us-51-4193-10329", "us-51-4193-10330", "us-51-4193-10331", "us-51-4193-10332", "us-51-4193-10333", "us-51-4193-10335", "us-51-4193-10337", "us-51-4193-10338", "us-51-4193-10339", "us-51-4193-10340", "us-51-4193-10342", "us-51-4193-10343", "us-51-4193-10345" ], "employment": { "value": 32410, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43960, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.07315232811676071 ], "scoredTaskCount": 33 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:27.864Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4194", "market": "us", "socCode": "51-4194", "title": "Tool Grinders, Filers, and Sharpeners", "slug": "tool-grinders-filers-and-sharpeners", "description": "Perform precision smoothing, sharpening, polishing, or grinding of metal objects.", "taskIds": [ "us-51-4194-10348", "us-51-4194-10349", "us-51-4194-10350", "us-51-4194-10351", "us-51-4194-10352", "us-51-4194-10353", "us-51-4194-10354", "us-51-4194-10355", "us-51-4194-10356", "us-51-4194-10357", "us-51-4194-10358", "us-51-4194-10359", "us-51-4194-10361", "us-51-4194-10362", "us-51-4194-10363", "us-51-4194-10364", "us-51-4194-10365", "us-51-4194-20926" ], "employment": { "value": 5600, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50060, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:51:00.242Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-4199", "market": "us", "socCode": "51-4199", "title": "Metal Workers and Plastic Workers, All Other", "slug": "metal-workers-and-plastic-workers-all-other", "description": "All metal workers and plastic workers not listed separately.", "taskIds": [], "employment": { "value": 15900, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45950, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8114", "uk-soc-5221", "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-5111", "market": "us", "socCode": "51-5111", "title": "Prepress Technicians and Workers", "slug": "prepress-technicians-and-workers", "description": "Format and proof text and images submitted by designers and clients into finished pages that can be printed. Includes digital and photo typesetting. May produce printing plates.", "taskIds": [ "us-51-5111-10402", "us-51-5111-10403", "us-51-5111-10404", "us-51-5111-10405", "us-51-5111-10406", "us-51-5111-10407", "us-51-5111-10410", "us-51-5111-10412", "us-51-5111-10425", "us-51-5111-10427", "us-51-5111-10428", "us-51-5111-10433", "us-51-5111-20927", "us-51-5111-20928", "us-51-5111-20929" ], "employment": { "value": 23840, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48690, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5421" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 50, "occScoreRange": [ 46, 56 ], "band": "partial", "headlineShare": 0.4750053724001283, "headlineShareRange": [ 0.4750053724001283, 0.6410807719494993 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-5112", "market": "us", "socCode": "51-5112", "title": "Printing Press Operators", "slug": "printing-press-operators", "description": "Set up and operate digital, letterpress, lithographic, flexographic, gravure, or other printing machines. Includes short-run offset printing presses.", "taskIds": [ "us-51-5112-19416", "us-51-5112-19417", "us-51-5112-19418", "us-51-5112-19419", "us-51-5112-19420", "us-51-5112-19421", "us-51-5112-19422", "us-51-5112-19423", "us-51-5112-19424", "us-51-5112-19425", "us-51-5112-19426", "us-51-5112-19427", "us-51-5112-19428", "us-51-5112-19429", "us-51-5112-19430", "us-51-5112-19431", "us-51-5112-19432", "us-51-5112-19433", "us-51-5112-19434", "us-51-5112-19435", "us-51-5112-19436", "us-51-5112-19437", "us-51-5112-19438" ], "employment": { "value": 144260, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45780, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5422", "uk-soc-8135" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 24, 32 ], "band": "low", "headlineShare": 0.2772453463859503, "headlineShareRange": [ 0.2772453463859503, 0.2772453463859503 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:35:14.479Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-5113", "market": "us", "socCode": "51-5113", "title": "Print Binding and Finishing Workers", "slug": "print-binding-and-finishing-workers", "description": "Bind books and other publications or finish printed products by hand or machine. May set up binding and finishing machines.", "taskIds": [ "us-51-5113-19440", "us-51-5113-19441", "us-51-5113-19442", "us-51-5113-19443", "us-51-5113-19444", "us-51-5113-19445", "us-51-5113-19446", "us-51-5113-19447", "us-51-5113-19448", "us-51-5113-19449", "us-51-5113-19450", "us-51-5113-19451", "us-51-5113-19452", "us-51-5113-19453", "us-51-5113-19454", "us-51-5113-19455", "us-51-5113-19456", "us-51-5113-19457", "us-51-5113-19458", "us-51-5113-19459", "us-51-5113-19460", "us-51-5113-19461", "us-51-5113-19462", "us-51-5113-19463", "us-51-5113-19464" ], "employment": { "value": 33180, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42290, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5423" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 14 ], "band": "minimal", "headlineShare": 0.050423732619203104, "headlineShareRange": [ 0.050423732619203104, 0.10914565781725556 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:15:27.973Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6011", "market": "us", "socCode": "51-6011", "title": "Laundry and Dry-Cleaning Workers", "slug": "laundry-and-dry-cleaning-workers", "description": "Operate or tend washing or dry-cleaning machines to wash or dry-clean industrial or household articles, such as cloth garments, suede, leather, furs, blankets, draperies, linens, rugs, and carpets. Includes spotters and dyers of these articles.", "taskIds": [ "us-51-6011-12117", "us-51-6011-12118", "us-51-6011-12119", "us-51-6011-12120", "us-51-6011-12121", "us-51-6011-12122", "us-51-6011-12123", "us-51-6011-12124", "us-51-6011-12125", "us-51-6011-12126", "us-51-6011-12127", "us-51-6011-12128", "us-51-6011-12131", "us-51-6011-12133", "us-51-6011-12134", "us-51-6011-12135", "us-51-6011-12136", "us-51-6011-12137", "us-51-6011-12138", "us-51-6011-12140", "us-51-6011-12142", "us-51-6011-12143", "us-51-6011-12147" ], "employment": { "value": 198040, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 34890, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 1, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T21:22:49.974Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6021", "market": "us", "socCode": "51-6021", "title": "Pressers, Textile, Garment, and Related Materials", "slug": "pressers-textile-garment-and-related-materials", "description": "Press or shape articles by hand or machine.", "taskIds": [ "us-51-6021-14035", "us-51-6021-14036", "us-51-6021-14037", "us-51-6021-14038", "us-51-6021-14039", "us-51-6021-14040", "us-51-6021-14041", "us-51-6021-14042", "us-51-6021-14043", "us-51-6021-14044", "us-51-6021-14045", "us-51-6021-14046", "us-51-6021-14047", "us-51-6021-14048", "us-51-6021-14049", "us-51-6021-14050", "us-51-6021-14051", "us-51-6021-14052", "us-51-6021-14053", "us-51-6021-14054", "us-51-6021-14055", "us-51-6021-14056", "us-51-6021-14057", "us-51-6021-14058", "us-51-6021-14059", "us-51-6021-14060", "us-51-6021-14061", "us-51-6021-21026" ], "employment": { "value": 26120, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35060, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6031", "market": "us", "socCode": "51-6031", "title": "Sewing Machine Operators", "slug": "sewing-machine-operators", "description": "Operate or tend sewing machines to join, reinforce, decorate, or perform related sewing operations in the manufacture of garment or nongarment products.", "taskIds": [ "us-51-6031-12149", "us-51-6031-12150", "us-51-6031-12151", "us-51-6031-12152", "us-51-6031-12153", "us-51-6031-12154", "us-51-6031-12155", "us-51-6031-12156", "us-51-6031-12157", "us-51-6031-12158", "us-51-6031-12159", "us-51-6031-12160", "us-51-6031-12161", "us-51-6031-12162", "us-51-6031-12163", "us-51-6031-12164", "us-51-6031-12165", "us-51-6031-12166", "us-51-6031-12167", "us-51-6031-12168", "us-51-6031-12169", "us-51-6031-12170", "us-51-6031-12171", "us-51-6031-12172", "us-51-6031-12173", "us-51-6031-12174" ], "employment": { "value": 104880, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8146", "uk-soc-5413" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 8 ], "band": "minimal", "headlineShare": 0.038764766674284835, "headlineShareRange": [ 0.038764766674284835, 0.038764766674284835 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6041", "market": "us", "socCode": "51-6041", "title": "Shoe and Leather Workers and Repairers", "slug": "shoe-and-leather-workers-and-repairers", "description": "Construct, decorate, or repair leather and leather-like products, such as luggage, shoes, and saddles. May use hand tools.", "taskIds": [ "us-51-6041-14062", "us-51-6041-14063", "us-51-6041-14064", "us-51-6041-14065", "us-51-6041-14066", "us-51-6041-14067", "us-51-6041-14068", "us-51-6041-14069", "us-51-6041-14070", "us-51-6041-14071", "us-51-6041-14072", "us-51-6041-14073", "us-51-6041-14074", "us-51-6041-14075", "us-51-6041-14076", "us-51-6041-14077", "us-51-6041-14078", "us-51-6041-14079", "us-51-6041-14080", "us-51-6041-14081", "us-51-6041-14082", "us-51-6041-14083", "us-51-6041-14085", "us-51-6041-14086", "us-51-6041-14087", "us-51-6041-14088" ], "employment": { "value": 7450, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37800, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5412" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:46:47.259Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6042", "market": "us", "socCode": "51-6042", "title": "Shoe Machine Operators and Tenders", "slug": "shoe-machine-operators-and-tenders", "description": "Operate or tend a variety of machines to join, decorate, reinforce, or finish shoes and shoe parts.", "taskIds": [ "us-51-6042-14089", "us-51-6042-14090", "us-51-6042-14091", "us-51-6042-14092", "us-51-6042-14093", "us-51-6042-14094", "us-51-6042-14095", "us-51-6042-14096", "us-51-6042-14097", "us-51-6042-14098", "us-51-6042-14099", "us-51-6042-14100", "us-51-6042-14101", "us-51-6042-14102", "us-51-6042-14104", "us-51-6042-14105", "us-51-6042-14106", "us-51-6042-14107", "us-51-6042-24000" ], "employment": { "value": 3280, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35650, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5412" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.06819050062768575 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6051", "market": "us", "socCode": "51-6051", "title": "Sewers, Hand", "slug": "sewers-hand", "description": "Sew, join, reinforce, or finish, usually with needle and thread, a variety of manufactured items. Includes weavers and stitchers.", "taskIds": [ "us-51-6051-14108", "us-51-6051-14109", "us-51-6051-14110", "us-51-6051-14111", "us-51-6051-14112", "us-51-6051-14113", "us-51-6051-14114", "us-51-6051-14115", "us-51-6051-14116", "us-51-6051-14118", "us-51-6051-24001" ], "employment": { "value": 2190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36480, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5419" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 1, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6052", "market": "us", "socCode": "51-6052", "title": "Tailors, Dressmakers, and Custom Sewers", "slug": "tailors-dressmakers-and-custom-sewers", "description": "Design, make, alter, repair, or fit garments.", "taskIds": [ "us-51-6052-12175", "us-51-6052-12176", "us-51-6052-12177", "us-51-6052-12178", "us-51-6052-12179", "us-51-6052-12180", "us-51-6052-12181", "us-51-6052-12182", "us-51-6052-12183", "us-51-6052-12184", "us-51-6052-12185", "us-51-6052-12186", "us-51-6052-12187", "us-51-6052-12188", "us-51-6052-12189", "us-51-6052-12190", "us-51-6052-12191", "us-51-6052-12192", "us-51-6052-12193", "us-51-6052-12194", "us-51-6052-12195", "us-51-6052-12196" ], "employment": { "value": 13920, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41640, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5413" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:49.177Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6061", "market": "us", "socCode": "51-6061", "title": "Textile Bleaching and Dyeing Machine Operators and Tenders", "slug": "textile-bleaching-and-dyeing-machine-operators-and-tenders", "description": "Operate or tend machines to bleach, shrink, wash, dye, or finish textiles or synthetic or glass fibers.", "taskIds": [ "us-51-6061-14121", "us-51-6061-14122", "us-51-6061-14123", "us-51-6061-14124", "us-51-6061-14125", "us-51-6061-14126", "us-51-6061-14127", "us-51-6061-14128", "us-51-6061-14129", "us-51-6061-14130", "us-51-6061-14131", "us-51-6061-14132", "us-51-6061-14133", "us-51-6061-14134", "us-51-6061-14136", "us-51-6061-14137", "us-51-6061-14138", "us-51-6061-14139", "us-51-6061-14140", "us-51-6061-14141", "us-51-6061-14142", "us-51-6061-14143", "us-51-6061-23982" ], "employment": { "value": 5310, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38180, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 10, 17 ], "band": "minimal", "headlineShare": 0.03849669539110425, "headlineShareRange": [ 0.03849669539110425, 0.03849669539110425 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:51:00.242Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6062", "market": "us", "socCode": "51-6062", "title": "Textile Cutting Machine Setters, Operators, and Tenders", "slug": "textile-cutting-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend machines that cut textiles.", "taskIds": [ "us-51-6062-14145", "us-51-6062-14146", "us-51-6062-14147", "us-51-6062-14148", "us-51-6062-14149", "us-51-6062-14150", "us-51-6062-14152", "us-51-6062-14153", "us-51-6062-14154", "us-51-6062-14155", "us-51-6062-14156", "us-51-6062-14157", "us-51-6062-14158", "us-51-6062-14159", "us-51-6062-14160", "us-51-6062-14161", "us-51-6062-14162", "us-51-6062-21156" ], "employment": { "value": 9000, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38760, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5413" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 8, 17 ], "band": "minimal", "headlineShare": 0.06223041727601856, "headlineShareRange": [ 0.06223041727601856, 0.06223041727601856 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6063", "market": "us", "socCode": "51-6063", "title": "Textile Knitting and Weaving Machine Setters, Operators, and Tenders", "slug": "textile-knitting-and-weaving-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend machines that knit, loop, weave, or draw in textiles.", "taskIds": [ "us-51-6063-14163", "us-51-6063-14164", "us-51-6063-14165", "us-51-6063-14166", "us-51-6063-14167", "us-51-6063-14168", "us-51-6063-14169", "us-51-6063-14170", "us-51-6063-14171", "us-51-6063-14172", "us-51-6063-14173", "us-51-6063-14174", "us-51-6063-14175", "us-51-6063-14176", "us-51-6063-14178", "us-51-6063-14179", "us-51-6063-14180", "us-51-6063-14181", "us-51-6063-14182" ], "employment": { "value": 13030, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39530, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8112", "uk-soc-8146" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 9, 17 ], "band": "minimal", "headlineShare": 0.04516597176642429, "headlineShareRange": [ 0.04516597176642429, 0.04516597176642429 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6064", "market": "us", "socCode": "51-6064", "title": "Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders", "slug": "textile-winding-twisting-and-drawing-out-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend machines that wind or twist textiles; or draw out and combine sliver, such as wool, hemp, or synthetic fibers. Includes slubber machine and drawing frame operators.", "taskIds": [ "us-51-6064-14183", "us-51-6064-14184", "us-51-6064-14185", "us-51-6064-14186", "us-51-6064-14187", "us-51-6064-14188", "us-51-6064-14189", "us-51-6064-14190", "us-51-6064-14191", "us-51-6064-14192", "us-51-6064-14193", "us-51-6064-14195", "us-51-6064-14196", "us-51-6064-14197", "us-51-6064-14198", "us-51-6064-14199", "us-51-6064-14200", "us-51-6064-14201", "us-51-6064-14202", "us-51-6064-14203", "us-51-6064-14204", "us-51-6064-14205", "us-51-6064-14206" ], "employment": { "value": 22020, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.04707320174775856, "headlineShareRange": [ 0.04707320174775856, 0.04707320174775856 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:51:00.242Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6091", "market": "us", "socCode": "51-6091", "title": "Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers", "slug": "extruding-and-forming-machine-setters-operators-and-tenders-synthetic-and-glass", "description": "Set up, operate, or tend machines that extrude and form continuous filaments from synthetic materials, such as liquid polymer, rayon, and fiberglass.", "taskIds": [ "us-51-6091-14207", "us-51-6091-14208", "us-51-6091-14209", "us-51-6091-14210", "us-51-6091-14211", "us-51-6091-14212", "us-51-6091-14213", "us-51-6091-14214", "us-51-6091-14215", "us-51-6091-14216", "us-51-6091-14217", "us-51-6091-14218", "us-51-6091-14219", "us-51-6091-14220", "us-51-6091-14224", "us-51-6091-14225", "us-51-6091-14227" ], "employment": { "value": 12850, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46350, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 8, 14 ], "band": "minimal", "headlineShare": 0.07676980268888743, "headlineShareRange": [ 0.07676980268888743, 0.07676980268888743 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6092", "market": "us", "socCode": "51-6092", "title": "Fabric and Apparel Patternmakers", "slug": "fabric-and-apparel-patternmakers", "description": "Draw and construct sets of precision master fabric patterns or layouts. May also mark and cut fabrics and apparel.", "taskIds": [ "us-51-6092-12197", "us-51-6092-12198", "us-51-6092-12199", "us-51-6092-12200", "us-51-6092-12201", "us-51-6092-12202", "us-51-6092-12203", "us-51-6092-12204", "us-51-6092-12205", "us-51-6092-12206", "us-51-6092-12207", "us-51-6092-12208", "us-51-6092-12209", "us-51-6092-20930", "us-51-6092-20931", "us-51-6092-20932" ], "employment": { "value": 2950, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62750, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5413" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 37, "occScoreRange": [ 32, 44 ], "band": "low", "headlineShare": 0.23357506298060796, "headlineShareRange": [ 0.23357506298060796, 0.28855542191606964 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6093", "market": "us", "socCode": "51-6093", "title": "Upholsterers", "slug": "upholsterers", "description": "Make, repair, or replace upholstery for household furniture or transportation vehicles.", "taskIds": [ "us-51-6093-14228", "us-51-6093-14229", "us-51-6093-14230", "us-51-6093-14231", "us-51-6093-14232", "us-51-6093-14233", "us-51-6093-14234", "us-51-6093-14235", "us-51-6093-14236", "us-51-6093-14237", "us-51-6093-14238", "us-51-6093-14239", "us-51-6093-14240", "us-51-6093-14241", "us-51-6093-14242", "us-51-6093-14243", "us-51-6093-14244", "us-51-6093-14245", "us-51-6093-14246", "us-51-6093-14247", "us-51-6093-14248", "us-51-6093-14249" ], "employment": { "value": 20140, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46340, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5411" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.032359844954910684, "headlineShareRange": [ 0.032359844954910684, 0.08551164229419876 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:30:10.708Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-6099", "market": "us", "socCode": "51-6099", "title": "Textile, Apparel, and Furnishings Workers, All Other", "slug": "textile-apparel-and-furnishings-workers-all-other", "description": "All textile, apparel, and furnishings workers not listed separately.", "taskIds": [], "employment": { "value": 13530, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8113", "uk-soc-8112", "uk-soc-8146" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-7011", "market": "us", "socCode": "51-7011", "title": "Cabinetmakers and Bench Carpenters", "slug": "cabinetmakers-and-bench-carpenters", "description": "Cut, shape, and assemble wooden articles or set up and operate a variety of woodworking machines, such as power saws, jointers, and mortisers to surface, cut, or shape lumber or to fabricate parts for wood products.", "taskIds": [ "us-51-7011-12210", "us-51-7011-12211", "us-51-7011-12212", "us-51-7011-12213", "us-51-7011-12214", "us-51-7011-12215", "us-51-7011-12216", "us-51-7011-12217", "us-51-7011-12218", "us-51-7011-12219", "us-51-7011-12220", "us-51-7011-12221", "us-51-7011-12222", "us-51-7011-12223", "us-51-7011-12224", "us-51-7011-12226", "us-51-7011-12227", "us-51-7011-12228", "us-51-7011-12229", "us-51-7011-20822" ], "employment": { "value": 77170, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46680, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5442" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 8, 14 ], "band": "minimal", "headlineShare": 0.032976883402967457, "headlineShareRange": [ 0.032976883402967457, 0.06829579307477736 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-7021", "market": "us", "socCode": "51-7021", "title": "Furniture Finishers", "slug": "furniture-finishers", "description": "Shape, finish, and refinish damaged, worn, or used furniture or new high-grade furniture to specified color or finish.", "taskIds": [ "us-51-7021-14250", "us-51-7021-14251", "us-51-7021-14252", "us-51-7021-14253", "us-51-7021-14254", "us-51-7021-14255", "us-51-7021-14256", "us-51-7021-14257", "us-51-7021-14258", "us-51-7021-14259", "us-51-7021-14260", "us-51-7021-14261", "us-51-7021-14262", "us-51-7021-14263", "us-51-7021-14264", "us-51-7021-14265", "us-51-7021-14266", "us-51-7021-14267", "us-51-7021-14268", "us-51-7021-14269", "us-51-7021-14270", "us-51-7021-14271" ], "employment": { "value": 14480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44540, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5442" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-7031", "market": "us", "socCode": "51-7031", "title": "Model Makers, Wood", "slug": "model-makers-wood", "description": "Construct full-size and scale wooden precision models of products. Includes wood jig builders and loft workers.", "taskIds": [ "us-51-7031-14272", "us-51-7031-14273", "us-51-7031-14274", "us-51-7031-14275", "us-51-7031-14276", "us-51-7031-14277", "us-51-7031-14278", "us-51-7031-14279", "us-51-7031-14280", "us-51-7031-14281", "us-51-7031-14282", "us-51-7031-14283", "us-51-7031-14284", "us-51-7031-14285" ], "employment": { "value": 280, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 56550, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5442" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 12, 21 ], "band": "minimal", "headlineShare": 0.05937108610475641, "headlineShareRange": [ 0.05937108610475641, 0.05937108610475641 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-7032", "market": "us", "socCode": "51-7032", "title": "Patternmakers, Wood", "slug": "patternmakers-wood", "description": "Plan, lay out, and construct wooden unit or sectional patterns used in forming sand molds for castings.", "taskIds": [ "us-51-7032-12230", "us-51-7032-12231", "us-51-7032-12232", "us-51-7032-12233", "us-51-7032-12234", "us-51-7032-12235", "us-51-7032-12236", "us-51-7032-12237", "us-51-7032-12238", "us-51-7032-12239", "us-51-7032-12240", "us-51-7032-12241", "us-51-7032-12242", "us-51-7032-12243", "us-51-7032-12244", "us-51-7032-12245", "us-51-7032-12246", "us-51-7032-12247", "us-51-7032-12248", "us-51-7032-12249" ], "employment": { "value": 220, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49630, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5442" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 17, 26 ], "band": "low", "headlineShare": 0.1300024453350785, "headlineShareRange": [ 0.1300024453350785, 0.19229933178233977 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-7041", "market": "us", "socCode": "51-7041", "title": "Sawing Machine Setters, Operators, and Tenders, Wood", "slug": "sawing-machine-setters-operators-and-tenders-wood", "description": "Set up, operate, or tend wood sawing machines. May operate computer numerically controlled (CNC) equipment. Includes lead sawyers.", "taskIds": [ "us-51-7041-12250", "us-51-7041-12251", "us-51-7041-12252", "us-51-7041-12253", "us-51-7041-12254", "us-51-7041-12255", "us-51-7041-12256", "us-51-7041-12257", "us-51-7041-12258", "us-51-7041-12259", "us-51-7041-12260", "us-51-7041-12261", "us-51-7041-12262", "us-51-7041-12263", "us-51-7041-12264", "us-51-7041-12265", "us-51-7041-12266", "us-51-7041-12267", "us-51-7041-12269", "us-51-7041-12270", "us-51-7041-12271", "us-51-7041-12272" ], "employment": { "value": 40850, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42770, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.030406907102200592 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-7042", "market": "us", "socCode": "51-7042", "title": "Woodworking Machine Setters, Operators, and Tenders, Except Sawing", "slug": "woodworking-machine-setters-operators-and-tenders-except-sawing", "description": "Set up, operate, or tend woodworking machines, such as drill presses, lathes, shapers, routers, sanders, planers, and wood nailing machines. May operate computer numerically controlled (CNC) equipment.", "taskIds": [ "us-51-7042-12274", "us-51-7042-12275", "us-51-7042-12276", "us-51-7042-12277", "us-51-7042-12278", "us-51-7042-12279", "us-51-7042-12280", "us-51-7042-12281", "us-51-7042-12282", "us-51-7042-12283", "us-51-7042-12284", "us-51-7042-12285", "us-51-7042-12286", "us-51-7042-12287", "us-51-7042-12288", "us-51-7042-12289", "us-51-7042-12290", "us-51-7042-12291", "us-51-7042-12292", "us-51-7042-12293", "us-51-7042-12295", "us-51-7042-12296", "us-51-7042-12297", "us-51-7042-12298", "us-51-7042-20823" ], "employment": { "value": 61420, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43380, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.04735421902133736 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:58:15.594Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-7099", "market": "us", "socCode": "51-7099", "title": "Woodworkers, All Other", "slug": "woodworkers-all-other", "description": "All woodworkers not listed separately.", "taskIds": [], "employment": { "value": 5490, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44530, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5449" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-8011", "market": "us", "socCode": "51-8011", "title": "Nuclear Power Reactor Operators", "slug": "nuclear-power-reactor-operators", "description": "Operate or control nuclear reactors. Move control rods, start and stop equipment, monitor and adjust controls, and record data in logs. Implement emergency procedures when needed. May respond to abnormalities, determine cause, and recommend corrective action.", "taskIds": [ "us-51-8011-8506", "us-51-8011-8507", "us-51-8011-8508", "us-51-8011-8509", "us-51-8011-8510", "us-51-8011-8511", "us-51-8011-8512", "us-51-8011-8513", "us-51-8011-8514", "us-51-8011-8515", "us-51-8011-8516", "us-51-8011-8517", "us-51-8011-19907", "us-51-8011-19908", "us-51-8011-19909", "us-51-8011-19911", "us-51-8011-19912", "us-51-8011-20680", "us-51-8011-20681" ], "employment": { "value": 5150, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 122890, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 9, 20 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.055011990585987096 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:51:00.242Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-8012", "market": "us", "socCode": "51-8012", "title": "Power Distributors and Dispatchers", "slug": "power-distributors-and-dispatchers", "description": "Coordinate, regulate, or distribute electricity or steam.", "taskIds": [ "us-51-8012-12299", "us-51-8012-12300", "us-51-8012-12301", "us-51-8012-12302", "us-51-8012-12303", "us-51-8012-12304", "us-51-8012-12305", "us-51-8012-12306", "us-51-8012-12307", "us-51-8012-12308", "us-51-8012-12309", "us-51-8012-12310", "us-51-8012-12311", "us-51-8012-12312" ], "employment": { "value": 8520, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 106730, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 37, "occScoreRange": [ 31, 43 ], "band": "low", "headlineShare": 0.13781533292726902, "headlineShareRange": [ 0.13781533292726902, 0.34353922115806057 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-8013", "market": "us", "socCode": "51-8013", "title": "Power Plant Operators", "slug": "power-plant-operators", "description": "Control, operate, or maintain machinery to generate electric power. Includes auxiliary equipment operators.", "taskIds": [ "us-51-8013-12314", "us-51-8013-12315", "us-51-8013-12316", "us-51-8013-12317", "us-51-8013-12318", "us-51-8013-12319", "us-51-8013-12320", "us-51-8013-12321", "us-51-8013-12322", "us-51-8013-12323", "us-51-8013-12324", "us-51-8013-12325", "us-51-8013-12326", "us-51-8013-12327", "us-51-8013-12328", "us-51-8013-12329", "us-51-8013-12330", "us-51-8013-12331", "us-51-8013-17854", "us-51-8013-17855", "us-51-8013-17856", "us-51-8013-17857", "us-51-8013-17858", "us-51-8013-17859", "us-51-8013-17860", "us-51-8013-17861", "us-51-8013-17862", "us-51-8013-17863", "us-51-8013-17864", "us-51-8013-17865", "us-51-8013-17866", "us-51-8013-17867", "us-51-8013-17868", "us-51-8013-17869", "us-51-8013-17911", "us-51-8013-17912", "us-51-8013-17913", "us-51-8013-17914", "us-51-8013-17915", "us-51-8013-17916", "us-51-8013-17917", "us-51-8013-17918", "us-51-8013-17919", "us-51-8013-17920", "us-51-8013-17921", "us-51-8013-17922", "us-51-8013-17923", "us-51-8013-17924", "us-51-8013-17925", "us-51-8013-17926", "us-51-8013-17927", "us-51-8013-17928", "us-51-8013-17929", "us-51-8013-17930", "us-51-8013-17931", "us-51-8013-19914", "us-51-8013-19915", "us-51-8013-19916", "us-51-8013-19917", "us-51-8013-21208", "us-51-8013-21209", "us-51-8013-23612", "us-51-8013-23613", "us-51-8013-23614", "us-51-8013-23615", "us-51-8013-23616", "us-51-8013-23617", "us-51-8013-23618", "us-51-8013-23619" ], "employment": { "value": 29320, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 102040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 10, 18 ], "band": "minimal", "headlineShare": 0.07911574711625782, "headlineShareRange": [ 0.07425998876083655, 0.08741649884499915 ], "scoredTaskCount": 69 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-8021", "market": "us", "socCode": "51-8021", "title": "Stationary Engineers and Boiler Operators", "slug": "stationary-engineers-and-boiler-operators", "description": "Operate or maintain stationary engines, boilers, or other mechanical equipment to provide utilities for buildings or industrial processes. Operate equipment such as steam engines, generators, motors, turbines, and steam boilers.", "taskIds": [ "us-51-8021-10468", "us-51-8021-10469", "us-51-8021-10470", "us-51-8021-10471", "us-51-8021-10472", "us-51-8021-10473", "us-51-8021-10474", "us-51-8021-10475", "us-51-8021-10476", "us-51-8021-10477", "us-51-8021-10478", "us-51-8021-10479", "us-51-8021-10480", "us-51-8021-10481", "us-51-8021-10482", "us-51-8021-10483", "us-51-8021-10484", "us-51-8021-10485", "us-51-8021-10486", "us-51-8021-10487", "us-51-8021-10488", "us-51-8021-10489", "us-51-8021-10490", "us-51-8021-10491", "us-51-8021-10492" ], "employment": { "value": 28250, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78620, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8133" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 14, 23 ], "band": "minimal", "headlineShare": 0.12971487866296375, "headlineShareRange": [ 0.05075201225940285, 0.12971487866296375 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-8031", "market": "us", "socCode": "51-8031", "title": "Water and Wastewater Treatment Plant and System Operators", "slug": "water-and-wastewater-treatment-plant-and-system-operators", "description": "Operate or control an entire process or system of machines, often through the use of control boards, to transfer or treat water or wastewater.", "taskIds": [ "us-51-8031-925", "us-51-8031-926", "us-51-8031-927", "us-51-8031-928", "us-51-8031-929", "us-51-8031-930", "us-51-8031-932", "us-51-8031-18585" ], "employment": { "value": 128490, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60020, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8134" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 15, 25 ], "band": "minimal", "headlineShare": 0.13747912885930325, "headlineShareRange": [ 0, 0.13747912885930325 ], "scoredTaskCount": 8 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-8091", "market": "us", "socCode": "51-8091", "title": "Chemical Plant and System Operators", "slug": "chemical-plant-and-system-operators", "description": "Control or operate entire chemical processes or system of machines.", "taskIds": [ "us-51-8091-10493", "us-51-8091-10494", "us-51-8091-10495", "us-51-8091-10496", "us-51-8091-10497", "us-51-8091-10498", "us-51-8091-10499", "us-51-8091-10500", "us-51-8091-10501", "us-51-8091-10502", "us-51-8091-10503", "us-51-8091-10504", "us-51-8091-10505", "us-51-8091-10506", "us-51-8091-10507", "us-51-8091-10508", "us-51-8091-10509", "us-51-8091-10510", "us-51-8091-10511" ], "employment": { "value": 16610, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78120, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8113", "uk-soc-8160" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 15, 24 ], "band": "minimal", "headlineShare": 0.09988199928836902, "headlineShareRange": [ 0.09988199928836902, 0.09988199928836902 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:38:06.513Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-8092", "market": "us", "socCode": "51-8092", "title": "Gas Plant Operators", "slug": "gas-plant-operators", "description": "Distribute or process gas for utility companies and others by controlling compressors to maintain specified pressures on main pipelines.", "taskIds": [ "us-51-8092-14286", "us-51-8092-14287", "us-51-8092-14288", "us-51-8092-14289", "us-51-8092-14290", "us-51-8092-14291", "us-51-8092-14292", "us-51-8092-14293", "us-51-8092-14294", "us-51-8092-14295", "us-51-8092-14296", "us-51-8092-14297", "us-51-8092-14298", "us-51-8092-14299", "us-51-8092-14300", "us-51-8092-14301", "us-51-8092-14302", "us-51-8092-14303", "us-51-8092-14304" ], "employment": { "value": 18030, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 87820, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8133", "uk-soc-8113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 16, 28 ], "band": "low", "headlineShare": 0, "headlineShareRange": [ 0, 0.12717521694084322 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:31:50.705Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-8093", "market": "us", "socCode": "51-8093", "title": "Petroleum Pump System Operators, Refinery Operators, and Gaugers", "slug": "petroleum-pump-system-operators-refinery-operators-and-gaugers", "description": "Operate or control petroleum refining or processing units. May specialize in controlling manifold and pumping systems, gauging or testing oil in storage tanks, or regulating the flow of oil into pipelines.", "taskIds": [ "us-51-8093-14305", "us-51-8093-14306", "us-51-8093-14307", "us-51-8093-14308", "us-51-8093-14309", "us-51-8093-14310", "us-51-8093-14311", "us-51-8093-14312", "us-51-8093-14313", "us-51-8093-14314", "us-51-8093-14315", "us-51-8093-14316", "us-51-8093-14317", "us-51-8093-14318", "us-51-8093-14319", "us-51-8093-14320", "us-51-8093-14321", "us-51-8093-14322", "us-51-8093-14323", "us-51-8093-14324", "us-51-8093-14325", "us-51-8093-14326", "us-51-8093-14327", "us-51-8093-14328" ], "employment": { "value": 33160, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 96710, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 19, 30 ], "band": "low", "headlineShare": 0.09709316578747719, "headlineShareRange": [ 0.09709316578747719, 0.09709316578747719 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:15:27.973Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-8099", "market": "us", "socCode": "51-8099", "title": "Plant and System Operators, All Other", "slug": "plant-and-system-operators-all-other", "description": "All plant and system operators not listed separately.", "taskIds": [ "us-51-8099-17818", "us-51-8099-17819", "us-51-8099-17820", "us-51-8099-17821", "us-51-8099-17822", "us-51-8099-17823", "us-51-8099-17824", "us-51-8099-17825", "us-51-8099-17826", "us-51-8099-17827", "us-51-8099-17828", "us-51-8099-17829", "us-51-8099-17830", "us-51-8099-17831", "us-51-8099-17832", "us-51-8099-17833", "us-51-8099-17834", "us-51-8099-17835", "us-51-8099-17836" ], "employment": { "value": 14080, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62470, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8134" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 13, 24 ], "band": "minimal", "headlineShare": 0.0644453331381126, "headlineShareRange": [ 0.0644453331381126, 0.0644453331381126 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9011", "market": "us", "socCode": "51-9011", "title": "Chemical Equipment Operators and Tenders", "slug": "chemical-equipment-operators-and-tenders", "description": "Operate or tend equipment to control chemical changes or reactions in the processing of industrial or consumer products. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9012", "market": "us", "socCode": "51-9012", "title": "Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders", "slug": "separating-filtering-clarifying-precipitating-and-still-machine-setters-operator", "description": "Set up, operate, or tend continuous flow or vat-type equipment; filter presses; shaker screens; centrifuges; condenser tubes; precipitating, fermenting, or evaporating tanks; scrubbing towers; or batch stills. These machines extract, sort, or separate liquids, gases, or solids from other materials to recover a refined product. Includes dairy processing equipment operators.", "taskIds": [ "us-51-9012-12356", "us-51-9012-12357", "us-51-9012-12360", "us-51-9012-12362", "us-51-9012-12363", "us-51-9012-12364", "us-51-9012-12365", "us-51-9012-12366", "us-51-9012-12367", "us-51-9012-12368", "us-51-9012-12369", "us-51-9012-12371", "us-51-9012-12372", "us-51-9012-12373", "us-51-9012-19918", "us-51-9012-20824", "us-51-9012-20825", "us-51-9012-20826", "us-51-9012-20827", "us-51-9012-20828" ], "employment": { "value": 60100, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51610, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 6, 11 ], "band": "minimal", "headlineShare": 0.058040971780590096, "headlineShareRange": [ 0, 0.058040971780590096 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9021", "market": "us", "socCode": "51-9021", "title": "Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders", "slug": "crushing-grinding-and-polishing-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend machines to crush, grind, or polish materials, such as coal, glass, grain, stone, food, or rubber.", "taskIds": [ "us-51-9021-12375", "us-51-9021-12376", "us-51-9021-12377", "us-51-9021-12378", "us-51-9021-12379", "us-51-9021-12380", "us-51-9021-12381", "us-51-9021-12382", "us-51-9021-12383", "us-51-9021-12384", "us-51-9021-12385", "us-51-9021-12386", "us-51-9021-12387", "us-51-9021-12388", "us-51-9021-12389", "us-51-9021-12390", "us-51-9021-12391", "us-51-9021-12392", "us-51-9021-12393", "us-51-9021-12394", "us-51-9021-12395" ], "employment": { "value": 26000, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48540, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.04735294572760218 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9022", "market": "us", "socCode": "51-9022", "title": "Grinding and Polishing Workers, Hand", "slug": "grinding-and-polishing-workers-hand", "description": "Grind, sand, or polish, using hand tools or hand-held power tools, a variety of metal, wood, stone, clay, plastic, or glass objects. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9023", "market": "us", "socCode": "51-9023", "title": "Mixing and Blending Machine Setters, Operators, and Tenders", "slug": "mixing-and-blending-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend machines to mix or blend materials, such as chemicals, tobacco, liquids, color pigments, or explosive ingredients.", "taskIds": [ "us-51-9023-12397", "us-51-9023-12398", "us-51-9023-12400", "us-51-9023-12401", "us-51-9023-12402", "us-51-9023-12403", "us-51-9023-12404", "us-51-9023-12405", "us-51-9023-12406", "us-51-9023-12407", "us-51-9023-12408", "us-51-9023-12409", "us-51-9023-12410", "us-51-9023-12411", "us-51-9023-12412", "us-51-9023-12413", "us-51-9023-12414", "us-51-9023-12415", "us-51-9023-20682", "us-51-9023-23983" ], "employment": { "value": 94920, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48990, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 5, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.05625875386809774 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:12:27.853Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9031", "market": "us", "socCode": "51-9031", "title": "Cutters and Trimmers, Hand", "slug": "cutters-and-trimmers-hand", "description": "Use hand tools or hand-held power tools to cut and trim a variety of manufactured items, such as carpet, fabric, stone, glass, or rubber.", "taskIds": [ "us-51-9031-14349", "us-51-9031-14350", "us-51-9031-14351", "us-51-9031-14352", "us-51-9031-14353", "us-51-9031-14354", "us-51-9031-14355", "us-51-9031-14356", "us-51-9031-14357", "us-51-9031-14358", "us-51-9031-14359", "us-51-9031-14360", "us-51-9031-14361", "us-51-9031-14362", "us-51-9031-14363", "us-51-9031-14364", "us-51-9031-14365", "us-51-9031-14366" ], "employment": { "value": 6060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38020, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5413", "uk-soc-5441" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 10 ], "band": "minimal", "headlineShare": 0.06550930646241589, "headlineShareRange": [ 0.06550930646241589, 0.06550930646241589 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9032", "market": "us", "socCode": "51-9032", "title": "Cutting and Slicing Machine Setters, Operators, and Tenders", "slug": "cutting-and-slicing-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend machines that cut or slice materials, such as glass, stone, cork, rubber, tobacco, food, paper, or insulating material.", "taskIds": [ "us-51-9032-12416", "us-51-9032-12417", "us-51-9032-12418", "us-51-9032-12419", "us-51-9032-12420", "us-51-9032-12421", "us-51-9032-12422", "us-51-9032-12423", "us-51-9032-12424", "us-51-9032-12425", "us-51-9032-12426", "us-51-9032-12427", "us-51-9032-12428", "us-51-9032-12429", "us-51-9032-12430", "us-51-9032-12432", "us-51-9032-12433", "us-51-9032-12435", "us-51-9032-12436", "us-51-9032-12437", "us-51-9032-12438", "us-51-9032-12439", "us-51-9032-12440", "us-51-9032-12441", "us-51-9032-12442" ], "employment": { "value": 44980, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46570, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 7, 12 ], "band": "minimal", "headlineShare": 0.04855181564154738, "headlineShareRange": [ 0.04855181564154738, 0.09673041024134003 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9041", "market": "us", "socCode": "51-9041", "title": "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders", "slug": "extruding-forming-pressing-and-compacting-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend machines, such as glass-forming machines, plodder machines, and tuber machines, to shape and form products such as glassware, food, rubber, soap, brick, tile, clay, wax, tobacco, or cosmetics.", "taskIds": [ "us-51-9041-12444", "us-51-9041-12445", "us-51-9041-12446", "us-51-9041-12447", "us-51-9041-12448", "us-51-9041-12449", "us-51-9041-12450", "us-51-9041-12451", "us-51-9041-12452", "us-51-9041-12453", "us-51-9041-12454", "us-51-9041-12455", "us-51-9041-12456", "us-51-9041-12457", "us-51-9041-12458", "us-51-9041-12459", "us-51-9041-12460", "us-51-9041-12461", "us-51-9041-12462", "us-51-9041-12463", "us-51-9041-12466", "us-51-9041-12467", "us-51-9041-12468", "us-51-9041-12469", "us-51-9041-12470", "us-51-9041-12471" ], "employment": { "value": 58770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45760, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0.0570713242418084, "headlineShareRange": [ 0, 0.0570713242418084 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9051", "market": "us", "socCode": "51-9051", "title": "Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders", "slug": "furnace-kiln-oven-drier-and-kettle-operators-and-tenders", "description": "Operate or tend heating equipment other than basic metal, plastic, or food processing equipment. Includes activities such as annealing glass, drying lumber, curing rubber, removing moisture from materials, or boiling soap.", "taskIds": [ "us-51-9051-4961", "us-51-9051-4962", "us-51-9051-4963", "us-51-9051-4964", "us-51-9051-4965", "us-51-9051-4966", "us-51-9051-4967", "us-51-9051-4968", "us-51-9051-4969", "us-51-9051-4970", "us-51-9051-4971", "us-51-9051-4972", "us-51-9051-4973", "us-51-9051-4974", "us-51-9051-4975", "us-51-9051-4976", "us-51-9051-4978" ], "employment": { "value": 14280, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48040, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 10, 18 ], "band": "minimal", "headlineShare": 0.07444458195544712, "headlineShareRange": [ 0.07444458195544712, 0.07444458195544712 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9061", "market": "us", "socCode": "51-9061", "title": "Inspectors, Testers, Sorters, Samplers, and Weighers", "slug": "inspectors-testers-sorters-samplers-and-weighers", "description": "Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.", "taskIds": [ "us-51-9061-12472", "us-51-9061-12474", "us-51-9061-12477", "us-51-9061-12478", "us-51-9061-12480", "us-51-9061-12481", "us-51-9061-12482", "us-51-9061-12484", "us-51-9061-12485", "us-51-9061-12486", "us-51-9061-12487", "us-51-9061-12488", "us-51-9061-12491", "us-51-9061-12493", "us-51-9061-12495", "us-51-9061-12497", "us-51-9061-19920", "us-51-9061-20298", "us-51-9061-20299", "us-51-9061-20300", "us-51-9061-20301", "us-51-9061-20302", "us-51-9061-20303", "us-51-9061-20304", "us-51-9061-20305", "us-51-9061-20306", "us-51-9061-20307", "us-51-9061-20308", "us-51-9061-20309", "us-51-9061-20310", "us-51-9061-20311" ], "employment": { "value": 597370, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48570, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8143", "uk-soc-8144" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 19, 28 ], "band": "low", "headlineShare": 0.14127143136507345, "headlineShareRange": [ 0.10150059776706188, 0.22151357065993743 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9071", "market": "us", "socCode": "51-9071", "title": "Jewelers and Precious Stone and Metal Workers", "slug": "jewelers-and-precious-stone-and-metal-workers", "description": "Design, fabricate, adjust, repair, or appraise jewelry, gold, silver, other precious metals, or gems.", "taskIds": [ "us-51-9071-15092", "us-51-9071-15093", "us-51-9071-15094", "us-51-9071-15095", "us-51-9071-15096", "us-51-9071-15097", "us-51-9071-15098", "us-51-9071-15099", "us-51-9071-15100", "us-51-9071-15101", "us-51-9071-15102", "us-51-9071-15106", "us-51-9071-15107", "us-51-9071-15112", "us-51-9071-23620", "us-51-9071-23621", "us-51-9071-23622", "us-51-9071-23623", "us-51-9071-23624", "us-51-9071-23625", "us-51-9071-23626", "us-51-9071-23627", "us-51-9071-23628", "us-51-9071-23629", "us-51-9071-23630", "us-51-9071-23631", "us-51-9071-23632", "us-51-9071-23633", "us-51-9071-23634", "us-51-9071-23635", "us-51-9071-23636", "us-51-9071-23637", "us-51-9071-23638", "us-51-9071-23639", "us-51-9071-23640", "us-51-9071-23641", "us-51-9071-23642", "us-51-9071-23643", "us-51-9071-23644", "us-51-9071-23645", "us-51-9071-23646", "us-51-9071-23647", "us-51-9071-23648", "us-51-9071-23649" ], "employment": { "value": 22440, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 52540, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5449" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 22 ], "band": "minimal", "headlineShare": 0.13982979178955843, "headlineShareRange": [ 0.10967447835915901, 0.16537112410227336 ], "scoredTaskCount": 44 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:36.532Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9081", "market": "us", "socCode": "51-9081", "title": "Dental Laboratory Technicians", "slug": "dental-laboratory-technicians", "description": "Construct and repair full or partial dentures or dental appliances.", "taskIds": [ "us-51-9081-7133", "us-51-9081-7134", "us-51-9081-7135", "us-51-9081-7136", "us-51-9081-7137", "us-51-9081-7138", "us-51-9081-7139", "us-51-9081-7140", "us-51-9081-7141", "us-51-9081-7142", "us-51-9081-7143", "us-51-9081-7144", "us-51-9081-7145", "us-51-9081-7146", "us-51-9081-7147", "us-51-9081-7148", "us-51-9081-7149" ], "employment": { "value": 34410, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49610, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3213" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:54.124Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9082", "market": "us", "socCode": "51-9082", "title": "Medical Appliance Technicians", "slug": "medical-appliance-technicians", "description": "Construct, maintain, or repair medical supportive devices such as braces, orthotics and prosthetic devices, joints, arch supports, and other surgical and medical appliances.", "taskIds": [ "us-51-9082-10512", "us-51-9082-10513", "us-51-9082-10514", "us-51-9082-10515", "us-51-9082-10516", "us-51-9082-10517", "us-51-9082-10518", "us-51-9082-10519", "us-51-9082-10520", "us-51-9082-10521", "us-51-9082-10522", "us-51-9082-10523", "us-51-9082-10524", "us-51-9082-10525", "us-51-9082-10526" ], "employment": { "value": 11280, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48030, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3213" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9083", "market": "us", "socCode": "51-9083", "title": "Ophthalmic Laboratory Technicians", "slug": "ophthalmic-laboratory-technicians", "description": "Cut, grind, and polish eyeglasses, contact lenses, or other precision optical elements. Assemble and mount lenses into frames or process other optical elements. Includes precision lens polishers or grinders, centerer-edgers, and lens mounters.", "taskIds": [ "us-51-9083-10527", "us-51-9083-10528", "us-51-9083-10529", "us-51-9083-10530", "us-51-9083-10531", "us-51-9083-10532", "us-51-9083-10533", "us-51-9083-10534", "us-51-9083-10535", "us-51-9083-10536", "us-51-9083-10537", "us-51-9083-10538", "us-51-9083-10539", "us-51-9083-10540", "us-51-9083-10541", "us-51-9083-10542", "us-51-9083-10543", "us-51-9083-10544" ], "employment": { "value": 18660, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39460, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5443", "uk-soc-5224" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:31:50.705Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9111", "market": "us", "socCode": "51-9111", "title": "Packaging and Filling Machine Operators and Tenders", "slug": "packaging-and-filling-machine-operators-and-tenders", "description": "Operate or tend machines to prepare industrial or consumer products for storage or shipment. Includes cannery workers who pack food products.", "taskIds": [ "us-51-9111-3124", "us-51-9111-3125", "us-51-9111-3126", "us-51-9111-3127", "us-51-9111-3128", "us-51-9111-3129", "us-51-9111-3130", "us-51-9111-3131", "us-51-9111-3132", "us-51-9111-3133", "us-51-9111-3134", "us-51-9111-3135", "us-51-9111-3136", "us-51-9111-3137", "us-51-9111-3138", "us-51-9111-3139", "us-51-9111-3140", "us-51-9111-3141", "us-51-9111-3142", "us-51-9111-3143" ], "employment": { "value": 379060, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:43:37.188Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9123", "market": "us", "socCode": "51-9123", "title": "Painting, Coating, and Decorating Workers", "slug": "painting-coating-and-decorating-workers", "description": "Paint, coat, or decorate articles, such as furniture, glass, plateware, pottery, jewelry, toys, books, or leather.", "taskIds": [ "us-51-9123-12527", "us-51-9123-12528", "us-51-9123-12529", "us-51-9123-12530", "us-51-9123-12531", "us-51-9123-12532", "us-51-9123-12533", "us-51-9123-12534", "us-51-9123-12536" ], "employment": { "value": 7940, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41600, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5441", "uk-soc-5449" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 3, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 9 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9124", "market": "us", "socCode": "51-9124", "title": "Coating, Painting, and Spraying Machine Setters, Operators, and Tenders", "slug": "coating-painting-and-spraying-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend spraying or rolling machines to coat or paint any of a wide variety of products, including glassware, cloth, ceramics, metal, plastic, paper, or wood, with lacquer, silver, copper, rubber, varnish, glaze, enamel, oil, or rust-proofing materials. Includes painters of transportation vehicles such as painters in auto body repair facilities.", "taskIds": [ "us-51-9124-12503", "us-51-9124-12504", "us-51-9124-12505", "us-51-9124-12508", "us-51-9124-12509", "us-51-9124-12510", "us-51-9124-12512", "us-51-9124-12513", "us-51-9124-12516", "us-51-9124-12517", "us-51-9124-12518", "us-51-9124-12521", "us-51-9124-12522", "us-51-9124-23650", "us-51-9124-23651", "us-51-9124-23652", "us-51-9124-23653", "us-51-9124-23654", "us-51-9124-23655", "us-51-9124-23656", "us-51-9124-23657", "us-51-9124-23658", "us-51-9124-23659", "us-51-9124-23660", "us-51-9124-23661", "us-51-9124-23662", "us-51-9124-23663", "us-51-9124-23664", "us-51-9124-23665" ], "employment": { "value": 158740, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 48250, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5233" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0.027026244666862785, "headlineShareRange": [ 0.027026244666862785, 0.027026244666862785 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9141", "market": "us", "socCode": "51-9141", "title": "Semiconductor Processing Technicians", "slug": "semiconductor-processing-technicians", "description": "Perform any or all of the following functions in the manufacture of electronic semiconductors: load semiconductor material into furnace; saw formed ingots into segments; load individual segment into crystal growing chamber and monitor controls; locate crystal axis in ingot using x-ray equipment and saw ingots into wafers; and clean, polish, and load wafers into series of special purpose furnaces, chemical baths, and equipment used to form circuitry and change conductive properties.", "taskIds": [ "us-51-9141-12573", "us-51-9141-12574", "us-51-9141-12575", "us-51-9141-12576", "us-51-9141-12577", "us-51-9141-12578", "us-51-9141-12579", "us-51-9141-12580", "us-51-9141-12581", "us-51-9141-12582", "us-51-9141-12583", "us-51-9141-12584", "us-51-9141-12585", "us-51-9141-12586", "us-51-9141-12587", "us-51-9141-12588", "us-51-9141-12589", "us-51-9141-12591", "us-51-9141-12592", "us-51-9141-12595" ], "employment": { "value": 31460, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51430, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8139" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 10, 18 ], "band": "minimal", "headlineShare": 0.04494132524145999, "headlineShareRange": [ 0.04494132524145999, 0.11584703999509095 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:27.864Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9151", "market": "us", "socCode": "51-9151", "title": "Photographic Process Workers and Processing Machine Operators", "slug": "photographic-process-workers-and-processing-machine-operators", "description": "Perform work involved in developing and processing photographic images from film or digital media. May perform precision tasks such as editing photographic negatives and prints.", "taskIds": [ "us-51-9151-19465", "us-51-9151-19466", "us-51-9151-19467", "us-51-9151-19468", "us-51-9151-19469", "us-51-9151-19470", "us-51-9151-19471", "us-51-9151-19472", "us-51-9151-19473", "us-51-9151-19474", "us-51-9151-19476", "us-51-9151-19477", "us-51-9151-19478", "us-51-9151-19479", "us-51-9151-19480", "us-51-9151-19481", "us-51-9151-19482", "us-51-9151-19483", "us-51-9151-19484", "us-51-9151-19486", "us-51-9151-19488", "us-51-9151-19491", "us-51-9151-19492", "us-51-9151-19496", "us-51-9151-19498", "us-51-9151-19499", "us-51-9151-19500" ], "employment": { "value": 4800, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40610, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5423" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 28, 37 ], "band": "low", "headlineShare": 0.3011303722431919, "headlineShareRange": [ 0.2696587722483715, 0.3011303722431919 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:51:00.242Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9161", "market": "us", "socCode": "51-9161", "title": "Computer Numerically Controlled Tool Operators", "slug": "computer-numerically-controlled-tool-operators", "description": "Operate computer-controlled tools, machines, or robots to machine or process parts, tools, or other work pieces made of metal, plastic, wood, stone, or other materials. May also set up and maintain equipment.", "taskIds": [ "us-51-9161-11932", "us-51-9161-11933", "us-51-9161-11934", "us-51-9161-11935", "us-51-9161-11936", "us-51-9161-11937", "us-51-9161-11938", "us-51-9161-11939", "us-51-9161-11940", "us-51-9161-11941", "us-51-9161-11942", "us-51-9161-11943", "us-51-9161-11944", "us-51-9161-11945", "us-51-9161-11946", "us-51-9161-11947", "us-51-9161-11948", "us-51-9161-11949", "us-51-9161-11950", "us-51-9161-11951", "us-51-9161-11952", "us-51-9161-11953", "us-51-9161-11954", "us-51-9161-11955", "us-51-9161-11956", "us-51-9161-11957", "us-51-9161-11958" ], "employment": { "value": 169450, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50690, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5221", "uk-soc-9139", "uk-soc-9131", "uk-soc-8120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 12, 20 ], "band": "minimal", "headlineShare": 0.03143486416888502, "headlineShareRange": [ 0.03143486416888502, 0.10934922231310218 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:58:15.594Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9162", "market": "us", "socCode": "51-9162", "title": "Computer Numerically Controlled Tool Programmers", "slug": "computer-numerically-controlled-tool-programmers", "description": "Develop programs to control machining or processing of materials by automatic machine tools, equipment, or systems. May also set up, operate, or maintain equipment.", "taskIds": [ "us-51-9162-11959", "us-51-9162-11960", "us-51-9162-11961", "us-51-9162-11962", "us-51-9162-11963", "us-51-9162-11964", "us-51-9162-11965", "us-51-9162-11966", "us-51-9162-11967", "us-51-9162-11968", "us-51-9162-11969", "us-51-9162-11970", "us-51-9162-11971", "us-51-9162-11973", "us-51-9162-20922", "us-51-9162-24013" ], "employment": { "value": 28500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 68120, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5222", "uk-soc-9139", "uk-soc-3116", "uk-soc-9131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 71, "occScoreRange": [ 65, 77 ], "band": "high", "headlineShare": 0.8742012422032662, "headlineShareRange": [ 0.8742012422032662, 0.8742012422032662 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9191", "market": "us", "socCode": "51-9191", "title": "Adhesive Bonding Machine Operators and Tenders", "slug": "adhesive-bonding-machine-operators-and-tenders", "description": "Operate or tend bonding machines that use adhesives to join items for further processing or to form a completed product. Processes include joining veneer sheets into plywood; gluing paper; or joining rubber and rubberized fabric parts, plastic, simulated leather, or other materials.", "taskIds": [ "us-51-9191-12597", "us-51-9191-12598", "us-51-9191-12599", "us-51-9191-12600", "us-51-9191-12601", "us-51-9191-12602", "us-51-9191-12603", "us-51-9191-12604", "us-51-9191-12605", "us-51-9191-12606", "us-51-9191-12607", "us-51-9191-12608", "us-51-9191-12609", "us-51-9191-12610", "us-51-9191-12611", "us-51-9191-12612" ], "employment": { "value": 11500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46460, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8139", "uk-soc-8131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.06696977171016959 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9192", "market": "us", "socCode": "51-9192", "title": "Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders", "slug": "cleaning-washing-and-metal-pickling-equipment-operators-and-tenders", "description": "Operate or tend machines to wash or clean products, such as barrels or kegs, glass items, tin plate, food, pulp, coal, plastic, or rubber, to remove impurities.", "taskIds": [ "us-51-9192-14367", "us-51-9192-14368", "us-51-9192-14369", "us-51-9192-14370", "us-51-9192-14371", "us-51-9192-14372", "us-51-9192-14373", "us-51-9192-14374", "us-51-9192-14375", "us-51-9192-14376", "us-51-9192-14377" ], "employment": { "value": 14760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43530, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9193", "market": "us", "socCode": "51-9193", "title": "Cooling and Freezing Equipment Operators and Tenders", "slug": "cooling-and-freezing-equipment-operators-and-tenders", "description": "Operate or tend equipment such as cooling and freezing units, refrigerators, batch freezers, and freezing tunnels, to cool or freeze products, food, blood plasma, and chemicals.", "taskIds": [ "us-51-9193-8542", "us-51-9193-8543", "us-51-9193-8544", "us-51-9193-8545", "us-51-9193-8546", "us-51-9193-8547", "us-51-9193-8548", "us-51-9193-8549", "us-51-9193-8550", "us-51-9193-8551", "us-51-9193-8552", "us-51-9193-8553", "us-51-9193-8554", "us-51-9193-8555", "us-51-9193-8556", "us-51-9193-8557", "us-51-9193-8559", "us-51-9193-8560" ], "employment": { "value": 6900, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.08546800930589846, "headlineShareRange": [ 0.08546800930589846, 0.08546800930589846 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:46:47.259Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9194", "market": "us", "socCode": "51-9194", "title": "Etchers and Engravers", "slug": "etchers-and-engravers", "description": "Engrave or etch metal, wood, rubber, or other materials. Includes such workers as etcher-circuit processors, pantograph engravers, and silk screen etchers.", "taskIds": [ "us-51-9194-14378", "us-51-9194-14379", "us-51-9194-14380", "us-51-9194-14381", "us-51-9194-14382", "us-51-9194-14383", "us-51-9194-14384", "us-51-9194-14385", "us-51-9194-14386", "us-51-9194-14388", "us-51-9194-14391", "us-51-9194-14392", "us-51-9194-14394", "us-51-9194-14395", "us-51-9194-14396", "us-51-9194-14397", "us-51-9194-14398", "us-51-9194-14399", "us-51-9194-14400", "us-51-9194-14401", "us-51-9194-14402", "us-51-9194-14404", "us-51-9194-14407", "us-51-9194-14408", "us-51-9194-14409", "us-51-9194-21027" ], "employment": { "value": 7750, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 43310, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8141" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 16 ], "band": "minimal", "headlineShare": 0.04018018311954188, "headlineShareRange": [ 0.04018018311954188, 0.04018018311954188 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:46:47.259Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9195", "market": "us", "socCode": "51-9195", "title": "Molders, Shapers, and Casters, Except Metal and Plastic", "slug": "molders-shapers-and-casters-except-metal-and-plastic", "description": "Mold, shape, form, cast, or carve products such as food products, figurines, tile, pipes, and candles consisting of clay, glass, plaster, concrete, stone, or combinations of materials.", "taskIds": [ "us-51-9195-12614", "us-51-9195-12615", "us-51-9195-12616", "us-51-9195-12617", "us-51-9195-12618", "us-51-9195-12619", "us-51-9195-12620", "us-51-9195-12621", "us-51-9195-12622", "us-51-9195-12623", "us-51-9195-12624", "us-51-9195-12625", "us-51-9195-12626", "us-51-9195-12627", "us-51-9195-12628", "us-51-9195-12629", "us-51-9195-12630", "us-51-9195-12631", "us-51-9195-12632", "us-51-9195-12633", "us-51-9195-12634", "us-51-9195-12635", "us-51-9195-12637", "us-51-9195-12638", "us-51-9195-12639", "us-51-9195-12640", "us-51-9195-12644", "us-51-9195-12645", "us-51-9195-12646", "us-51-9195-12647", "us-51-9195-12648", "us-51-9195-12649", "us-51-9195-15114", "us-51-9195-15115", "us-51-9195-15117", "us-51-9195-15118", "us-51-9195-15119", "us-51-9195-15120", "us-51-9195-15121", "us-51-9195-15122", "us-51-9195-15123", "us-51-9195-15124", "us-51-9195-15125", "us-51-9195-15126", "us-51-9195-15127", "us-51-9195-15128", "us-51-9195-15129", "us-51-9195-15130", "us-51-9195-15131", "us-51-9195-15133", "us-51-9195-21210", "us-51-9195-21211", "us-51-9195-21212", "us-51-9195-21213", "us-51-9195-21214", "us-51-9195-23666", "us-51-9195-23667", "us-51-9195-23668", "us-51-9195-23669", "us-51-9195-23670", "us-51-9195-23671", "us-51-9195-23672", "us-51-9195-23673", "us-51-9195-23674", "us-51-9195-23675", "us-51-9195-23676", "us-51-9195-23677", "us-51-9195-23678", "us-51-9195-23679", "us-51-9195-23680", "us-51-9195-23681", "us-51-9195-23682", "us-51-9195-23683", "us-51-9195-23684", "us-51-9195-23687", "us-51-9195-23688", "us-51-9195-23690", "us-51-9195-23691", "us-51-9195-23692" ], "employment": { "value": 33190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46170, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-5441", "uk-soc-8113", "uk-soc-8119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 13 ], "band": "minimal", "headlineShare": 0.014645236142083358, "headlineShareRange": [ 0.014645236142083358, 0.03269881285565664 ], "scoredTaskCount": 79 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:15:27.973Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9196", "market": "us", "socCode": "51-9196", "title": "Paper Goods Machine Setters, Operators, and Tenders", "slug": "paper-goods-machine-setters-operators-and-tenders", "description": "Set up, operate, or tend paper goods machines that perform a variety of functions, such as converting, sawing, corrugating, banding, wrapping, boxing, stitching, forming, or sealing paper or paperboard sheets into products.", "taskIds": [ "us-51-9196-12678", "us-51-9196-12679", "us-51-9196-12680", "us-51-9196-12681", "us-51-9196-12682", "us-51-9196-12683", "us-51-9196-12684", "us-51-9196-12685", "us-51-9196-12686", "us-51-9196-12687", "us-51-9196-12688", "us-51-9196-12689", "us-51-9196-12690", "us-51-9196-12691" ], "employment": { "value": 96130, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 50270, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9197", "market": "us", "socCode": "51-9197", "title": "Tire Builders", "slug": "tire-builders", "description": "Operate machines to build tires.", "taskIds": [ "us-51-9197-14410", "us-51-9197-14411", "us-51-9197-14413", "us-51-9197-14414", "us-51-9197-14415", "us-51-9197-14417", "us-51-9197-14418", "us-51-9197-14419", "us-51-9197-14420", "us-51-9197-14422", "us-51-9197-14423", "us-51-9197-14424", "us-51-9197-14425", "us-51-9197-14426", "us-51-9197-14427", "us-51-9197-14428", "us-51-9197-14429", "us-51-9197-14430", "us-51-9197-14431", "us-51-9197-21215" ], "employment": { "value": 20770, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 57390, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8119" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 0, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:30:10.708Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9198", "market": "us", "socCode": "51-9198", "title": "Helpers--Production Workers", "slug": "helpers-production-workers", "description": "Help production workers by performing duties requiring less skill. Duties include supplying or holding materials or tools, and cleaning work area and equipment.", "taskIds": [ "us-51-9198-12693", "us-51-9198-12694", "us-51-9198-12695", "us-51-9198-12696", "us-51-9198-12697", "us-51-9198-12698", "us-51-9198-12699", "us-51-9198-12700", "us-51-9198-12701", "us-51-9198-12702", "us-51-9198-12703", "us-51-9198-12704", "us-51-9198-12705", "us-51-9198-12706", "us-51-9198-12707", "us-51-9198-12708", "us-51-9198-12709", "us-51-9198-12710", "us-51-9198-12711", "us-51-9198-12712", "us-51-9198-12713", "us-51-9198-12715", "us-51-9198-12716", "us-51-9198-12717", "us-51-9198-12719", "us-51-9198-12720", "us-51-9198-12722", "us-51-9198-12724", "us-51-9198-12725", "us-51-9198-12726" ], "employment": { "value": 165700, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 39070, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9139", "uk-soc-9131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 2, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:08:26.129Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-51-9199", "market": "us", "socCode": "51-9199", "title": "Production Workers, All Other", "slug": "production-workers-all-other", "description": "All production workers not listed separately.", "taskIds": [], "employment": { "value": 251700, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40110, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9139", "uk-soc-9131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-1041", "market": "us", "socCode": "53-1041", "title": "Aircraft Cargo Handling Supervisors", "slug": "aircraft-cargo-handling-supervisors", "description": "Supervise and coordinate the activities of ground crew in the loading, unloading, securing, and staging of aircraft cargo or baggage. May determine the quantity and orientation of cargo and compute aircraft center of gravity. May accompany aircraft as member of flight crew and monitor and handle cargo in flight, and assist and brief passengers on safety and emergency procedures. Includes loadmasters.", "taskIds": [ "us-53-1041-14432", "us-53-1041-14433", "us-53-1041-14434", "us-53-1041-14435", "us-53-1041-14436", "us-53-1041-20933" ], "employment": { "value": 9760, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58170, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8233", "uk-soc-9252", "uk-soc-9259", "uk-soc-9253", "uk-soc-9251" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 30, "occScoreRange": [ 25, 36 ], "band": "low", "headlineShare": 0.16341505632949782, "headlineShareRange": [ 0.16341505632949782, 0.16341505632949782 ], "scoredTaskCount": 6 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:05.789Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-1047", "market": "us", "socCode": "53-1047", "title": "First-Line Supervisors of Transportation and Material Moving Workers, Except Aircraft Cargo Handling Supervisors", "slug": "first-line-supervisors-of-transportation-and-material-moving-workers-except-airc", "description": "BLS publishes one OEWS employment and wage estimate covering this combination of detailed occupations rather than one for each, so it is reported here as a single occupation covering four detailed occupations: First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand, First-Line Supervisors of Material-Moving Machine and Vehicle Operators, First-Line Supervisors of Passenger Attendants and First-Line Supervisors of Transportation Workers, All Other. O*NET publishes task statements for First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand, First-Line Supervisors of Material-Moving Machine and Vehicle Operators and First-Line Supervisors of Passenger Attendants; it publishes none for First-Line Supervisors of Transportation Workers, All Other, which is a statistical residual. The task statements recorded against this occupation are the union of those detailed occupations' official O*NET tasks, kept grouped by detailed occupation so the weighting stays honest.", "taskIds": [ "us-53-1047-20830", "us-53-1047-17890", "us-53-1047-17892", "us-53-1047-23696", "us-53-1047-23697", "us-53-1047-23703", "us-53-1047-23705", "us-53-1047-23706", "us-53-1047-23707", "us-53-1047-23708", "us-53-1047-23710", "us-53-1047-23711", "us-53-1047-23712", "us-53-1047-23713", "us-53-1047-23714" ], "employment": { "value": 623640, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 62890, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [], "quality": "none" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 31, 45 ], "band": "low", "headlineShare": 0.22293874524444435, "headlineShareRange": [ 0.22293874524444435, 0.35968416505549483 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "73 of this occupation's 88 published task statements are not yet scored and are omitted from this release. Every exposure figure on this page is computed from the 15 that are, so treat it as a partial reading of the job rather than a complete one.", "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "No cross-market counterpart is mapped for this occupation, so there is no US↔UK comparison on this page.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-2011", "market": "us", "socCode": "53-2011", "title": "Airline Pilots, Copilots, and Flight Engineers", "slug": "airline-pilots-copilots-and-flight-engineers", "description": "Pilot and navigate the flight of fixed-wing aircraft, usually on scheduled air carrier routes, for the transport of passengers and cargo. Requires Federal Air Transport certificate and rating for specific aircraft type used. Includes regional, national, and international airline pilots and flight instructors of airline pilots.", "taskIds": [ "us-53-2011-10562", "us-53-2011-10563", "us-53-2011-10564", "us-53-2011-10565", "us-53-2011-10566", "us-53-2011-10567", "us-53-2011-10568", "us-53-2011-10569", "us-53-2011-10570", "us-53-2011-10571", "us-53-2011-10572", "us-53-2011-10573", "us-53-2011-10574", "us-53-2011-10575", "us-53-2011-10576", "us-53-2011-10577", "us-53-2011-10578", "us-53-2011-10579", "us-53-2011-10580", "us-53-2011-10581", "us-53-2011-10582", "us-53-2011-10583", "us-53-2011-10584", "us-53-2011-10586" ], "employment": { "value": 103560, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 232140, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3511" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 10, 19 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.030849840710253436 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-2012", "market": "us", "socCode": "53-2012", "title": "Commercial Pilots", "slug": "commercial-pilots", "description": "Pilot and navigate the flight of fixed-wing aircraft on nonscheduled air carrier routes, or helicopters. Requires Commercial Pilot certificate. Includes charter pilots with similar certification, and air ambulance and air tour pilots. Excludes regional, national, and international airline pilots.", "taskIds": [ "us-53-2012-10587", "us-53-2012-10588", "us-53-2012-10589", "us-53-2012-10590", "us-53-2012-10591", "us-53-2012-10592", "us-53-2012-10593", "us-53-2012-10594", "us-53-2012-10595", "us-53-2012-10596", "us-53-2012-10597", "us-53-2012-10598", "us-53-2012-10599", "us-53-2012-10600", "us-53-2012-10601", "us-53-2012-10602", "us-53-2012-10604", "us-53-2012-10605", "us-53-2012-10606", "us-53-2012-10607", "us-53-2012-10608", "us-53-2012-10609", "us-53-2012-10610", "us-53-2012-20831" ], "employment": { "value": 47630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 123220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3511" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 20, 28 ], "band": "low", "headlineShare": 0.2373770368676841, "headlineShareRange": [ 0.13408233123558067, 0.2555406602299575 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-2021", "market": "us", "socCode": "53-2021", "title": "Air Traffic Controllers", "slug": "air-traffic-controllers", "description": "Control air traffic on and within vicinity of airport, and movement of air traffic between altitude sectors and control centers, according to established procedures and policies. Authorize, regulate, and control commercial airline flights according to government or company regulations to expedite and ensure flight safety.", "taskIds": [ "us-53-2021-12728", "us-53-2021-12729", "us-53-2021-12730", "us-53-2021-12731", "us-53-2021-12732", "us-53-2021-12733", "us-53-2021-12734", "us-53-2021-12735", "us-53-2021-12736", "us-53-2021-12737", "us-53-2021-12738", "us-53-2021-12739", "us-53-2021-12740", "us-53-2021-12741", "us-53-2021-12742", "us-53-2021-12743", "us-53-2021-12744", "us-53-2021-12745", "us-53-2021-12746", "us-53-2021-12747", "us-53-2021-12748", "us-53-2021-12749", "us-53-2021-20691" ], "employment": { "value": 22510, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 148080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3511" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 35, 45 ], "band": "partial", "headlineShare": 0.20357516135262177, "headlineShareRange": [ 0.09688814798497399, 0.20357516135262177 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:36.532Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-2022", "market": "us", "socCode": "53-2022", "title": "Airfield Operations Specialists", "slug": "airfield-operations-specialists", "description": "Ensure the safe takeoff and landing of commercial and military aircraft. Duties include coordination between air-traffic control and maintenance personnel, dispatching, using airfield landing and navigational aids, implementing airfield safety procedures, monitoring and maintaining flight records, and applying knowledge of weather information.", "taskIds": [ "us-53-2022-10613", "us-53-2022-10614", "us-53-2022-10615", "us-53-2022-10616", "us-53-2022-10617", "us-53-2022-10618", "us-53-2022-10619", "us-53-2022-10620", "us-53-2022-10621", "us-53-2022-10622", "us-53-2022-10623", "us-53-2022-10624", "us-53-2022-10625", "us-53-2022-10626", "us-53-2022-10627", "us-53-2022-10628", "us-53-2022-10629", "us-53-2022-10630", "us-53-2022-10631", "us-53-2022-10632", "us-53-2022-10633", "us-53-2022-10634", "us-53-2022-20456", "us-53-2022-20457", "us-53-2022-23939", "us-53-2022-23940", "us-53-2022-23941" ], "employment": { "value": 15190, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 56850, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7213" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 22, 35 ], "band": "low", "headlineShare": 0.1217317797471636, "headlineShareRange": [ 0.03633658459132373, 0.20163498851862688 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:35:34.990Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-2031", "market": "us", "socCode": "53-2031", "title": "Flight Attendants", "slug": "flight-attendants", "description": "Monitor safety of the aircraft cabin. Provide services to airline passengers, explain safety information, serve food and beverages, and respond to emergency incidents.", "taskIds": [ "us-53-2031-9636", "us-53-2031-9637", "us-53-2031-9638", "us-53-2031-9639", "us-53-2031-9640", "us-53-2031-9641", "us-53-2031-9642", "us-53-2031-9643", "us-53-2031-9644", "us-53-2031-9645", "us-53-2031-9646", "us-53-2031-9647", "us-53-2031-9648", "us-53-2031-9649", "us-53-2031-9650", "us-53-2031-9651", "us-53-2031-9652", "us-53-2031-9653", "us-53-2031-9654", "us-53-2031-9655", "us-53-2031-9656", "us-53-2031-9657", "us-53-2031-9658", "us-53-2031-9659", "us-53-2031-23942" ], "employment": { "value": 131650, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 63580, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6213" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 6, 14 ], "band": "minimal", "headlineShare": 0.03409741841171008, "headlineShareRange": [ 0.03409741841171008, 0.03409741841171008 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-3011", "market": "us", "socCode": "53-3011", "title": "Ambulance Drivers and Attendants, Except Emergency Medical Technicians", "slug": "ambulance-drivers-and-attendants-except-emergency-medical-technicians", "description": "Drive ambulance or assist ambulance driver in transporting sick, injured, or convalescent persons. Assist in lifting patients.", "taskIds": [ "us-53-3011-8606", "us-53-3011-8607", "us-53-3011-8608", "us-53-3011-8609", "us-53-3011-8610", "us-53-3011-8611", "us-53-3011-8612", "us-53-3011-8613", "us-53-3011-8614", "us-53-3011-21028", "us-53-3011-21029" ], "employment": { "value": 12630, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35450, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8213", "uk-soc-8219", "uk-soc-8214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:39:01.278Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-3031", "market": "us", "socCode": "53-3031", "title": "Driver/Sales Workers", "slug": "driver-sales-workers", "description": "Drive truck or other vehicle over established routes or within an established territory and sell or deliver goods, such as food products, including restaurant take-out items, or pick up or deliver items such as commercial laundry. May also take orders, collect payment, or stock merchandise at point of delivery.", "taskIds": [ "us-53-3031-3154", "us-53-3031-3155", "us-53-3031-3156", "us-53-3031-3157", "us-53-3031-3158", "us-53-3031-3159", "us-53-3031-3161", "us-53-3031-3162", "us-53-3031-3163", "us-53-3031-3164", "us-53-3031-3165" ], "employment": { "value": 409180, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 38770, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8213", "uk-soc-8219", "uk-soc-8214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 16, 24 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.12226088493989037 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:46:54.548Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-3032", "market": "us", "socCode": "53-3032", "title": "Heavy and Tractor-Trailer Truck Drivers", "slug": "heavy-and-tractor-trailer-truck-drivers", "description": "Drive a tractor-trailer combination or a truck with a capacity of at least 26,001 pounds Gross Vehicle Weight (GVW). May be required to unload truck. Requires commercial drivers' license. Includes tow truck drivers.", "taskIds": [ "us-53-3032-10635", "us-53-3032-10636", "us-53-3032-10637", "us-53-3032-10638", "us-53-3032-10640", "us-53-3032-10641", "us-53-3032-10642", "us-53-3032-10643", "us-53-3032-10644", "us-53-3032-10645", "us-53-3032-10646", "us-53-3032-10647", "us-53-3032-10650", "us-53-3032-10651", "us-53-3032-10653", "us-53-3032-10655", "us-53-3032-10656", "us-53-3032-10658", "us-53-3032-10659", "us-53-3032-10660", "us-53-3032-10662", "us-53-3032-19922", "us-53-3032-19923", "us-53-3032-20692", "us-53-3032-20693", "us-53-3032-20694", "us-53-3032-20695", "us-53-3032-20696", "us-53-3032-20697" ], "employment": { "value": 2062040, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58640, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8211" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 15, 23 ], "band": "minimal", "headlineShare": 0.19793362965578717, "headlineShareRange": [ 0.1552896788380452, 0.19793362965578717 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-3033", "market": "us", "socCode": "53-3033", "title": "Light Truck Drivers", "slug": "light-truck-drivers", "description": "Drive a light vehicle, such as a truck or van, with a capacity of less than 26,001 pounds Gross Vehicle Weight (GVW), primarily to pick up merchandise or packages from a distribution center and deliver. May load and unload vehicle.", "taskIds": [ "us-53-3033-8615", "us-53-3033-8616", "us-53-3033-8617", "us-53-3033-8618", "us-53-3033-8619", "us-53-3033-8620", "us-53-3033-8621", "us-53-3033-8622", "us-53-3033-8623", "us-53-3033-8624", "us-53-3033-8626", "us-53-3033-8628", "us-53-3033-8629" ], "employment": { "value": 983300, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 44860, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8213", "uk-soc-8219", "uk-soc-8214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-3051", "market": "us", "socCode": "53-3051", "title": "Bus Drivers, School", "slug": "bus-drivers-school", "description": "Drive a school bus to transport students. Ensure adherence to safety rules. May assist students in boarding or exiting.", "taskIds": [ "us-53-3051-23715", "us-53-3051-23716", "us-53-3051-23717", "us-53-3051-23718", "us-53-3051-23719", "us-53-3051-23720", "us-53-3051-23721", "us-53-3051-23722", "us-53-3051-23723", "us-53-3051-23724", "us-53-3051-23725", "us-53-3051-23726", "us-53-3051-23727", "us-53-3051-23728", "us-53-3051-23729", "us-53-3051-23730", "us-53-3051-23731" ], "employment": { "value": 402930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47920, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 12, 20 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.11292704784029677 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:57:03.538Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-3052", "market": "us", "socCode": "53-3052", "title": "Bus Drivers, Transit and Intercity", "slug": "bus-drivers-transit-and-intercity", "description": "Drive bus or motor coach, including regular route operations, charters, and private carriage. May assist passengers with baggage. May collect fares or tickets.", "taskIds": [ "us-53-3052-3144", "us-53-3052-3146", "us-53-3052-3148", "us-53-3052-3149", "us-53-3052-3150", "us-53-3052-3151", "us-53-3052-18794", "us-53-3052-18795", "us-53-3052-18796", "us-53-3052-18797", "us-53-3052-18798", "us-53-3052-18799", "us-53-3052-21085", "us-53-3052-21086" ], "employment": { "value": 159240, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59050, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 19, 26 ], "band": "low", "headlineShare": 0.16927885608256907, "headlineShareRange": [ 0.16927885608256907, 0.2517594182198827 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-3053", "market": "us", "socCode": "53-3053", "title": "Shuttle Drivers and Chauffeurs", "slug": "shuttle-drivers-and-chauffeurs", "description": "Drive a motor vehicle to transport passengers on a planned or scheduled basis. May collect a fare. Includes nonemergency medical transporters and hearse drivers.", "taskIds": [ "us-53-3053-23732", "us-53-3053-23733", "us-53-3053-23734", "us-53-3053-23735", "us-53-3053-23736", "us-53-3053-23737", "us-53-3053-23738", "us-53-3053-23739", "us-53-3053-23740", "us-53-3053-23741", "us-53-3053-23742", "us-53-3053-23743", "us-53-3053-23744", "us-53-3053-23745", "us-53-3053-23746", "us-53-3053-23747", "us-53-3053-23748", "us-53-3053-23749", "us-53-3053-23750", "us-53-3053-23751", "us-53-3053-23752", "us-53-3053-23753", "us-53-3053-23754", "us-53-3053-23755", "us-53-3053-23756", "us-53-3053-23757" ], "employment": { "value": 248530, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37290, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8213", "uk-soc-8212", "uk-soc-8219", "uk-soc-8214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 11, 21 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "16 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-3054", "market": "us", "socCode": "53-3054", "title": "Taxi Drivers", "slug": "taxi-drivers", "description": "Drive a motor vehicle to transport passengers on an unplanned basis and charge a fare, usually based on a meter.", "taskIds": [ "us-53-3054-23758", "us-53-3054-23759", "us-53-3054-23760", "us-53-3054-23761", "us-53-3054-23762", "us-53-3054-23763", "us-53-3054-23764", "us-53-3054-23765", "us-53-3054-23766", "us-53-3054-23767", "us-53-3054-23768", "us-53-3054-23769", "us-53-3054-23770", "us-53-3054-23771", "us-53-3054-23772", "us-53-3054-23773" ], "employment": { "value": 41050, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8213", "uk-soc-8219", "uk-soc-8214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 10, 18 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-3099", "market": "us", "socCode": "53-3099", "title": "Motor Vehicle Operators, All Other", "slug": "motor-vehicle-operators-all-other", "description": "All motor vehicle operators not listed separately.", "taskIds": [], "employment": { "value": 46880, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37180, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8214", "uk-soc-9211", "uk-soc-8239" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-4011", "market": "us", "socCode": "53-4011", "title": "Locomotive Engineers", "slug": "locomotive-engineers", "description": "Drive electric, diesel-electric, steam, or gas-turbine-electric locomotives to transport passengers or freight. Interpret train orders, electronic or manual signals, and railroad rules and regulations.", "taskIds": [ "us-53-4011-12750", "us-53-4011-12751", "us-53-4011-12752", "us-53-4011-12753", "us-53-4011-12754", "us-53-4011-12755", "us-53-4011-12756", "us-53-4011-12757", "us-53-4011-12758", "us-53-4011-12759", "us-53-4011-12760", "us-53-4011-12761", "us-53-4011-12762", "us-53-4011-12764" ], "employment": { "value": 33470, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 81410, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8231" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 8, 17 ], "band": "minimal", "headlineShare": 0.0675663922088741, "headlineShareRange": [ 0.0675663922088741, 0.0675663922088741 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:15:27.973Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-4013", "market": "us", "socCode": "53-4013", "title": "Rail Yard Engineers, Dinkey Operators, and Hostlers", "slug": "rail-yard-engineers-dinkey-operators-and-hostlers", "description": "Drive switching or other locomotive or dinkey engines within railroad yard, industrial plant, quarry, construction project, or similar location.", "taskIds": [ "us-53-4013-10665", "us-53-4013-10666", "us-53-4013-10667", "us-53-4013-10668", "us-53-4013-10669", "us-53-4013-10670", "us-53-4013-10671", "us-53-4013-10672", "us-53-4013-10673", "us-53-4013-10674", "us-53-4013-10675", "us-53-4013-10676", "us-53-4013-10677", "us-53-4013-10678", "us-53-4013-10679", "us-53-4013-10680", "us-53-4013-10681", "us-53-4013-10682", "us-53-4013-10683", "us-53-4013-10684", "us-53-4013-10685", "us-53-4013-10687", "us-53-4013-10688" ], "employment": { "value": 3920, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 60600, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8231" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 6, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-4022", "market": "us", "socCode": "53-4022", "title": "Railroad Brake, Signal, and Switch Operators and Locomotive Firers", "slug": "railroad-brake-signal-and-switch-operators-and-locomotive-firers", "description": "Operate or monitor railroad track switches or locomotive instruments. May couple or uncouple rolling stock to make up or break up trains. Watch for and relay traffic signals. May inspect couplings, air hoses, journal boxes, and hand brakes. May watch for dragging equipment or obstacles on rights-of-way.", "taskIds": [ "us-53-4022-23774", "us-53-4022-23775", "us-53-4022-23776", "us-53-4022-23777", "us-53-4022-23778", "us-53-4022-23779", "us-53-4022-23780", "us-53-4022-23781", "us-53-4022-23782", "us-53-4022-23783", "us-53-4022-23784", "us-53-4022-23785", "us-53-4022-23786", "us-53-4022-23787", "us-53-4022-23788", "us-53-4022-23789", "us-53-4022-23790", "us-53-4022-23791", "us-53-4022-23792", "us-53-4022-23793", "us-53-4022-23794", "us-53-4022-23795", "us-53-4022-23796", "us-53-4022-23798", "us-53-4022-23799", "us-53-4022-23801" ], "employment": { "value": 12400, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 68840, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8234", "uk-soc-8231" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 1, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:54:37.562Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-4031", "market": "us", "socCode": "53-4031", "title": "Railroad Conductors and Yardmasters", "slug": "railroad-conductors-and-yardmasters", "description": "Coordinate activities of switch-engine crew within railroad yard, industrial plant, or similar location. Conductors coordinate activities of train crew on passenger or freight trains. Yardmasters review train schedules and switching orders and coordinate activities of workers engaged in railroad traffic operations, such as the makeup or breakup of trains and yard switching.", "taskIds": [ "us-53-4031-10690", "us-53-4031-10691", "us-53-4031-10692", "us-53-4031-10693", "us-53-4031-10694", "us-53-4031-10695", "us-53-4031-10696", "us-53-4031-10697", "us-53-4031-10698", "us-53-4031-10699", "us-53-4031-10700", "us-53-4031-10701", "us-53-4031-10702", "us-53-4031-10703", "us-53-4031-10704", "us-53-4031-10705", "us-53-4031-10706", "us-53-4031-10707", "us-53-4031-10708", "us-53-4031-10710" ], "employment": { "value": 46440, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 78000, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8234" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 19, 29 ], "band": "low", "headlineShare": 0.13319031464222023, "headlineShareRange": [ 0.13319031464222023, 0.13319031464222023 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-4041", "market": "us", "socCode": "53-4041", "title": "Subway and Streetcar Operators", "slug": "subway-and-streetcar-operators", "description": "Operate subway or elevated suburban trains with no separate locomotive, or electric-powered streetcar, to transport passengers. May handle fares.", "taskIds": [ "us-53-4041-12765", "us-53-4041-12766", "us-53-4041-12767", "us-53-4041-12768", "us-53-4041-12769", "us-53-4041-12770", "us-53-4041-12771", "us-53-4041-12772", "us-53-4041-12773", "us-53-4041-12774" ], "employment": { "value": 10200, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 86380, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8231", "uk-soc-8212" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 12, 21 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.09309750539614278 ], "scoredTaskCount": 10 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:05.789Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-4099", "market": "us", "socCode": "53-4099", "title": "Rail Transportation Workers, All Other", "slug": "rail-transportation-workers-all-other", "description": "All rail transportation workers not listed separately.", "taskIds": [], "employment": { "value": 1120, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 56360, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8234" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-5011", "market": "us", "socCode": "53-5011", "title": "Sailors and Marine Oilers", "slug": "sailors-and-marine-oilers", "description": "Stand watch to look for obstructions in path of vessel, measure water depth, turn wheel on bridge, or use emergency equipment as directed by captain, mate, or pilot. Break out, rig, overhaul, and store cargo-handling gear, stationary rigging, and running gear. Perform a variety of maintenance tasks to preserve the painted surface of the ship and to maintain line and ship equipment. Must hold government-issued certification and tankerman certification when working aboard liquid-carrying vessels. Includes able seamen and ordinary seamen.", "taskIds": [ "us-53-5011-14457", "us-53-5011-14458", "us-53-5011-14459", "us-53-5011-14460", "us-53-5011-14461", "us-53-5011-14462", "us-53-5011-14463", "us-53-5011-14464", "us-53-5011-14465", "us-53-5011-14467", "us-53-5011-14468", "us-53-5011-14469", "us-53-5011-14470", "us-53-5011-14471", "us-53-5011-14472", "us-53-5011-14473", "us-53-5011-14474", "us-53-5011-14475", "us-53-5011-14476", "us-53-5011-14477", "us-53-5011-14479", "us-53-5011-14480", "us-53-5011-14481", "us-53-5011-14482", "us-53-5011-14483", "us-53-5011-14484", "us-53-5011-20934", "us-53-5011-20935" ], "employment": { "value": 31670, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 51520, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8232", "uk-soc-3311" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.01638448638985808 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:13:27.864Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-5021", "market": "us", "socCode": "53-5021", "title": "Captains, Mates, and Pilots of Water Vessels", "slug": "captains-mates-and-pilots-of-water-vessels", "description": "Command or supervise operations of ships and water vessels, such as tugboats and ferryboats. Required to hold license issued by U.S. Coast Guard.", "taskIds": [ "us-53-5021-23802", "us-53-5021-23803", "us-53-5021-23804", "us-53-5021-23805", "us-53-5021-23806", "us-53-5021-23807", "us-53-5021-23808", "us-53-5021-23809", "us-53-5021-23810", "us-53-5021-23811", "us-53-5021-23812", "us-53-5021-23813", "us-53-5021-23814", "us-53-5021-23815", "us-53-5021-23816", "us-53-5021-23817", "us-53-5021-23818", "us-53-5021-23819", "us-53-5021-23820", "us-53-5021-23821", "us-53-5021-23822", "us-53-5021-23823", "us-53-5021-23824", "us-53-5021-23825", "us-53-5021-23826", "us-53-5021-23827", "us-53-5021-23828", "us-53-5021-23829", "us-53-5021-23830", "us-53-5021-23831" ], "employment": { "value": 36850, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 92460, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3512", "uk-soc-1161" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 9, 19 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.024043233957654855 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-5022", "market": "us", "socCode": "53-5022", "title": "Motorboat Operators", "slug": "motorboat-operators", "description": "Operate small motor-driven boats. May assist in navigational activities.", "taskIds": [ "us-53-5022-14535", "us-53-5022-14536", "us-53-5022-14537", "us-53-5022-14538", "us-53-5022-14539", "us-53-5022-14540", "us-53-5022-14541", "us-53-5022-14542", "us-53-5022-14543", "us-53-5022-14544", "us-53-5022-14545", "us-53-5022-14546", "us-53-5022-14547", "us-53-5022-14548", "us-53-5022-14549", "us-53-5022-14550" ], "employment": { "value": 2480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 47520, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8232", "uk-soc-3512" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 5, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 16 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-5031", "market": "us", "socCode": "53-5031", "title": "Ship Engineers", "slug": "ship-engineers", "description": "Supervise and coordinate activities of crew engaged in operating and maintaining engines, boilers, deck machinery, and electrical, sanitary, and refrigeration equipment aboard ship.", "taskIds": [ "us-53-5031-14552", "us-53-5031-14553", "us-53-5031-14554", "us-53-5031-14555", "us-53-5031-14556", "us-53-5031-14557", "us-53-5031-14558", "us-53-5031-14559", "us-53-5031-14560", "us-53-5031-14561", "us-53-5031-14562", "us-53-5031-14563", "us-53-5031-14564", "us-53-5031-14565", "us-53-5031-14566", "us-53-5031-14567", "us-53-5031-14568" ], "employment": { "value": 8400, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 109530, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3512" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 16 ], "band": "minimal", "headlineShare": 0.06762911623986176, "headlineShareRange": [ 0, 0.06762911623986176 ], "scoredTaskCount": 17 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-6011", "market": "us", "socCode": "53-6011", "title": "Bridge and Lock Tenders", "slug": "bridge-and-lock-tenders", "description": "Operate and tend bridges, canal locks, and lighthouses to permit marine passage on inland waterways, near shores, and at danger points in waterway passages. May supervise such operations. Includes drawbridge operators, lock operators, and slip bridge operators.", "taskIds": [ "us-53-6011-7150", "us-53-6011-7151", "us-53-6011-7152", "us-53-6011-7153", "us-53-6011-7154", "us-53-6011-7155", "us-53-6011-7156", "us-53-6011-7157", "us-53-6011-7158", "us-53-6011-7159", "us-53-6011-7160", "us-53-6011-7161", "us-53-6011-7162", "us-53-6011-7163", "us-53-6011-7164", "us-53-6011-7165", "us-53-6011-7166", "us-53-6011-7169" ], "employment": { "value": 3040, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 57700, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8221" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 19 ], "band": "minimal", "headlineShare": 0.051010086064263244, "headlineShareRange": [ 0.051010086064263244, 0.11111677889845156 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-6021", "market": "us", "socCode": "53-6021", "title": "Parking Attendants", "slug": "parking-attendants", "description": "Park vehicles or issue tickets for customers in a parking lot or garage. May park or tend vehicles in environments such as a car dealership or rental car facility. May collect fee.", "taskIds": [ "us-53-6021-3187", "us-53-6021-3188", "us-53-6021-3189", "us-53-6021-3190", "us-53-6021-3191", "us-53-6021-3192", "us-53-6021-3195", "us-53-6021-3196", "us-53-6021-3198", "us-53-6021-3200", "us-53-6021-20835", "us-53-6021-20836", "us-53-6021-20837", "us-53-6021-20838", "us-53-6021-20839" ], "employment": { "value": 137880, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35150, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9267", "uk-soc-6312" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 2, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:22:05.609Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-6031", "market": "us", "socCode": "53-6031", "title": "Automotive and Watercraft Service Attendants", "slug": "automotive-and-watercraft-service-attendants", "description": "Service automobiles, buses, trucks, boats, and other automotive or marine vehicles with fuel, lubricants, and accessories. Collect payment for services and supplies. May lubricate vehicle, change motor oil, refill antifreeze, or replace lights or other accessories, such as windshield wiper blades or fan belts. May repair or replace tires.", "taskIds": [ "us-53-6031-10712", "us-53-6031-10713", "us-53-6031-10714", "us-53-6031-10715", "us-53-6031-10718", "us-53-6031-10719", "us-53-6031-10720", "us-53-6031-10721", "us-53-6031-10723", "us-53-6031-10724", "us-53-6031-10725", "us-53-6031-10726", "us-53-6031-20936", "us-53-6031-20937" ], "employment": { "value": 102010, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35670, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-7112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.050207518070762104, "headlineShareRange": [ 0.050207518070762104, 0.0797487274938362 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-6032", "market": "us", "socCode": "53-6032", "title": "Aircraft Service Attendants", "slug": "aircraft-service-attendants", "description": "Service aircraft with fuel. May de-ice aircraft, refill water and cooling agents, empty sewage tanks, service air and oxygen systems, or clean and polish exterior.", "taskIds": [ "us-53-6032-23832", "us-53-6032-23833", "us-53-6032-23834", "us-53-6032-23835", "us-53-6032-23836", "us-53-6032-23837", "us-53-6032-23838", "us-53-6032-23839", "us-53-6032-23840", "us-53-6032-23841", "us-53-6032-23842", "us-53-6032-23843", "us-53-6032-23844", "us-53-6032-23845", "us-53-6032-23846", "us-53-6032-23847", "us-53-6032-23848", "us-53-6032-23849" ], "employment": { "value": 31300, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40450, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8239" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 8 ], "band": "minimal", "headlineShare": 0.05555555555555555, "headlineShareRange": [ 0.05555555555555555, 0.05555555555555555 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-6041", "market": "us", "socCode": "53-6041", "title": "Traffic Technicians", "slug": "traffic-technicians", "description": "Conduct field studies to determine traffic volume, speed, effectiveness of signals, adequacy of lighting, and other factors influencing traffic conditions, under direction of traffic engineer.", "taskIds": [ "us-53-6041-8630", "us-53-6041-8631", "us-53-6041-8632", "us-53-6041-8633", "us-53-6041-8634", "us-53-6041-8635", "us-53-6041-8636", "us-53-6041-8637", "us-53-6041-8638", "us-53-6041-8639", "us-53-6041-8640", "us-53-6041-8641", "us-53-6041-8642", "us-53-6041-8643", "us-53-6041-8644", "us-53-6041-8645", "us-53-6041-8646", "us-53-6041-8647", "us-53-6041-8648", "us-53-6041-8649", "us-53-6041-8650", "us-53-6041-8652", "us-53-6041-20938" ], "employment": { "value": 7860, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 59090, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3115", "uk-soc-3119", "uk-soc-7214" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 34, 45 ], "band": "low", "headlineShare": 0.3119089038231374, "headlineShareRange": [ 0.21870061270842966, 0.37346727263145013 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:50:31.216Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-6051", "market": "us", "socCode": "53-6051", "title": "Transportation Inspectors", "slug": "transportation-inspectors", "description": "Inspect equipment or goods in connection with the safe transport of cargo or people. Includes rail transportation inspectors, such as freight inspectors, rail inspectors, and other inspectors of transportation vehicles not elsewhere classified.", "taskIds": [ "us-53-6051-10728", "us-53-6051-10729", "us-53-6051-10730", "us-53-6051-10731", "us-53-6051-10732", "us-53-6051-10733", "us-53-6051-10734", "us-53-6051-10735", "us-53-6051-10736", "us-53-6051-10738", "us-53-6051-10740", "us-53-6051-10741", "us-53-6051-10742", "us-53-6051-14569", "us-53-6051-14570", "us-53-6051-14572", "us-53-6051-14573", "us-53-6051-14574", "us-53-6051-14575", "us-53-6051-14576", "us-53-6051-14577", "us-53-6051-14579", "us-53-6051-14580", "us-53-6051-19924", "us-53-6051-19926", "us-53-6051-19927", "us-53-6051-19929", "us-53-6051-23850", "us-53-6051-23851", "us-53-6051-23852", "us-53-6051-23853", "us-53-6051-23854", "us-53-6051-23855", "us-53-6051-23856", "us-53-6051-23857", "us-53-6051-23858", "us-53-6051-23859", "us-53-6051-23860", "us-53-6051-23861", "us-53-6051-23864", "us-53-6051-23865", "us-53-6051-23868", "us-53-6051-23869", "us-53-6051-23870" ], "employment": { "value": 24500, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 92100, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-3581", "uk-soc-2483" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 19, 29 ], "band": "low", "headlineShare": 0.1802028202137169, "headlineShareRange": [ 0.13658908188978194, 0.1802028202137169 ], "scoredTaskCount": 44 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt-with-imputed" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-6061", "market": "us", "socCode": "53-6061", "title": "Passenger Attendants", "slug": "passenger-attendants", "description": "Provide services to ensure the safety of passengers aboard ships, buses, trains, or within the station or terminal. Perform duties such as explaining the use of safety equipment, serving meals or beverages, or answering questions related to travel.", "taskIds": [ "us-53-6061-13172", "us-53-6061-13173", "us-53-6061-13174", "us-53-6061-13175", "us-53-6061-13176", "us-53-6061-13177", "us-53-6061-13178", "us-53-6061-13179", "us-53-6061-13182", "us-53-6061-13183", "us-53-6061-13184", "us-53-6061-20841" ], "employment": { "value": 27110, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37720, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-6214", "uk-soc-6213" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 20 ], "band": "minimal", "headlineShare": 0.055080928333423235, "headlineShareRange": [ 0.055080928333423235, 0.055080928333423235 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-6099", "market": "us", "socCode": "53-6099", "title": "Transportation Workers, All Other", "slug": "transportation-workers-all-other", "description": "All transportation workers not listed separately.", "taskIds": [], "employment": { "value": 13550, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 45650, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8239" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7011", "market": "us", "socCode": "53-7011", "title": "Conveyor Operators and Tenders", "slug": "conveyor-operators-and-tenders", "description": "Control or tend conveyors or conveyor systems that move materials or products to and from stockpiles, processing stations, departments, or vehicles. May control speed and routing of materials or products.", "taskIds": [ "us-53-7011-10744", "us-53-7011-10745", "us-53-7011-10746", "us-53-7011-10747", "us-53-7011-10748", "us-53-7011-10749", "us-53-7011-10750", "us-53-7011-10752", "us-53-7011-10753", "us-53-7011-10754", "us-53-7011-10755", "us-53-7011-10756", "us-53-7011-10757", "us-53-7011-10759", "us-53-7011-10760", "us-53-7011-10761", "us-53-7011-10764", "us-53-7011-10765", "us-53-7011-10766", "us-53-7011-21030" ], "employment": { "value": 22930, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 42420, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8139" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 19 ], "band": "minimal", "headlineShare": 0.06819108155452559, "headlineShareRange": [ 0.06819108155452559, 0.06819108155452559 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:25:42.237Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7021", "market": "us", "socCode": "53-7021", "title": "Crane and Tower Operators", "slug": "crane-and-tower-operators", "description": "Operate mechanical boom and cable or tower and cable equipment to lift and move materials, machines, or products in many directions.", "taskIds": [ "us-53-7021-10767", "us-53-7021-10768", "us-53-7021-10769", "us-53-7021-10770", "us-53-7021-10771", "us-53-7021-10772", "us-53-7021-10773", "us-53-7021-10774", "us-53-7021-10775", "us-53-7021-10776", "us-53-7021-10777" ], "employment": { "value": 42890, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 68080, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8221" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.07209852733438958 ], "scoredTaskCount": 11 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7031", "market": "us", "socCode": "53-7031", "title": "Dredge Operators", "slug": "dredge-operators", "description": "Operate dredge to remove sand, gravel, or other materials in order to excavate and maintain navigable channels in waterways.", "taskIds": [ "us-53-7031-15177", "us-53-7031-15178", "us-53-7031-15179", "us-53-7031-15180", "us-53-7031-15181", "us-53-7031-15182" ], "employment": { "value": 1040, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49640, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8229" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 0, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 6 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7041", "market": "us", "socCode": "53-7041", "title": "Hoist and Winch Operators", "slug": "hoist-and-winch-operators", "description": "Operate or tend hoists or winches to lift and pull loads using power-operated cable equipment.", "taskIds": [ "us-53-7041-4979", "us-53-7041-4980", "us-53-7041-4981", "us-53-7041-4982", "us-53-7041-4983", "us-53-7041-4984", "us-53-7041-4985", "us-53-7041-4986", "us-53-7041-4987", "us-53-7041-4988", "us-53-7041-4989", "us-53-7041-4990", "us-53-7041-4991" ], "employment": { "value": 2600, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 56450, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8221" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 1, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:55:12.172Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7051", "market": "us", "socCode": "53-7051", "title": "Industrial Truck and Tractor Operators", "slug": "industrial-truck-and-tractor-operators", "description": "Operate industrial trucks or tractors equipped to move materials around a warehouse, storage yard, factory, construction site, or similar location.", "taskIds": [ "us-53-7051-3201", "us-53-7051-3202", "us-53-7051-3203", "us-53-7051-3205", "us-53-7051-3206", "us-53-7051-3207", "us-53-7051-3210", "us-53-7051-15265", "us-53-7051-15266" ], "employment": { "value": 774420, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 46420, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8222" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 1, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 9 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:29:53.473Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7061", "market": "us", "socCode": "53-7061", "title": "Cleaners of Vehicles and Equipment", "slug": "cleaners-of-vehicles-and-equipment", "description": "Wash or otherwise clean vehicles, machinery, and other equipment. Use such materials as water, cleaning agents, brushes, cloths, and hoses.", "taskIds": [ "us-53-7061-4992", "us-53-7061-4993", "us-53-7061-4994", "us-53-7061-4995", "us-53-7061-4996", "us-53-7061-4997", "us-53-7061-4998", "us-53-7061-4999", "us-53-7061-5000", "us-53-7061-5001", "us-53-7061-5002", "us-53-7061-5003", "us-53-7061-5004", "us-53-7061-5005", "us-53-7061-5006", "us-53-7061-5007", "us-53-7061-5008", "us-53-7061-5009", "us-53-7061-5011", "us-53-7061-5012" ], "employment": { "value": 380430, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 35830, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9262", "uk-soc-9226", "uk-soc-9229", "uk-soc-9223" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 20 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T15:46:54.548Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7062", "market": "us", "socCode": "53-7062", "title": "Laborers and Freight, Stock, and Material Movers, Hand", "slug": "laborers-and-freight-stock-and-material-movers-hand", "description": "Manually move freight, stock, luggage, or other materials, or perform other general labor. Includes all manual laborers not elsewhere classified.", "taskIds": [ "us-53-7062-10778", "us-53-7062-10779", "us-53-7062-10780", "us-53-7062-10781", "us-53-7062-10782", "us-53-7062-10783", "us-53-7062-10786", "us-53-7062-10787", "us-53-7062-10788", "us-53-7062-10789", "us-53-7062-10790", "us-53-7062-10792", "us-53-7062-10796", "us-53-7062-17871", "us-53-7062-17872", "us-53-7062-17873", "us-53-7062-17874", "us-53-7062-17876", "us-53-7062-17877", "us-53-7062-17878", "us-53-7062-17879", "us-53-7062-17881", "us-53-7062-17882", "us-53-7062-17883", "us-53-7062-17884", "us-53-7062-17885", "us-53-7062-17886" ], "employment": { "value": 2950280, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 40240, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9252", "uk-soc-9259", "uk-soc-9253", "uk-soc-9251", "uk-soc-8233", "uk-soc-9139", "uk-soc-9131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:19:37.666Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7063", "market": "us", "socCode": "53-7063", "title": "Machine Feeders and Offbearers", "slug": "machine-feeders-and-offbearers", "description": "Feed materials into or remove materials from machines or equipment that is automatic or tended by other workers.", "taskIds": [ "us-53-7063-14583", "us-53-7063-14584", "us-53-7063-14585", "us-53-7063-14586", "us-53-7063-14587", "us-53-7063-14588", "us-53-7063-14589", "us-53-7063-14590", "us-53-7063-14591", "us-53-7063-14592", "us-53-7063-14593", "us-53-7063-14594", "us-53-7063-14595" ], "employment": { "value": 42330, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41220, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9139", "uk-soc-9131" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 7, 12 ], "band": "minimal", "headlineShare": 0.1024653968822039, "headlineShareRange": [ 0.1024653968822039, 0.1024653968822039 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:12:22.429Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7064", "market": "us", "socCode": "53-7064", "title": "Packers and Packagers, Hand", "slug": "packers-and-packagers-hand", "description": "Pack or package by hand a wide variety of products and materials.", "taskIds": [ "us-53-7064-3211", "us-53-7064-3212", "us-53-7064-3214", "us-53-7064-3215", "us-53-7064-3216", "us-53-7064-3217", "us-53-7064-3218", "us-53-7064-3219", "us-53-7064-3220", "us-53-7064-3221", "us-53-7064-3222", "us-53-7064-21216" ], "employment": { "value": 559820, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 36280, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 6, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.09448236337577827 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T16:45:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7065", "market": "us", "socCode": "53-7065", "title": "Stockers and Order Fillers", "slug": "stockers-and-order-fillers", "description": "Receive, store, and issue merchandise, materials, equipment, and other items from stockroom, warehouse, or storage yard to fill shelves, racks, tables, or customers' orders. May operate power equipment to fill orders. May mark prices on merchandise and set up sales displays.", "taskIds": [ "us-53-7065-23871", "us-53-7065-23872", "us-53-7065-23873", "us-53-7065-23874", "us-53-7065-23875", "us-53-7065-23876", "us-53-7065-23877", "us-53-7065-23878", "us-53-7065-23879", "us-53-7065-23880", "us-53-7065-23881", "us-53-7065-23882", "us-53-7065-23883", "us-53-7065-23884", "us-53-7065-23885", "us-53-7065-23886", "us-53-7065-23887", "us-53-7065-23888", "us-53-7065-23889", "us-53-7065-23890", "us-53-7065-23891", "us-53-7065-23892", "us-53-7065-23893", "us-53-7065-23894", "us-53-7065-23895", "us-53-7065-23896", "us-53-7065-23897", "us-53-7065-23898", "us-53-7065-23899", "us-53-7065-23900" ], "employment": { "value": 2833810, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 37330, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9241", "uk-soc-4133", "uk-soc-9249" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 18, 26 ], "band": "low", "headlineShare": 0.14155831414855402, "headlineShareRange": [ 0.14155831414855402, 0.22459667677784903 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:51:27.741Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7071", "market": "us", "socCode": "53-7071", "title": "Gas Compressor and Gas Pumping Station Operators", "slug": "gas-compressor-and-gas-pumping-station-operators", "description": "Operate steam-, gas-, electric motor-, or internal combustion-engine driven compressors. Transmit, compress, or recover gases, such as butane, nitrogen, hydrogen, and natural gas.", "taskIds": [ "us-53-7071-14596", "us-53-7071-14597", "us-53-7071-14598", "us-53-7071-14599", "us-53-7071-14600", "us-53-7071-14601", "us-53-7071-14602", "us-53-7071-14603", "us-53-7071-14604", "us-53-7071-14605", "us-53-7071-14606", "us-53-7071-14607", "us-53-7071-14608" ], "employment": { "value": 3510, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 77320, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8133", "uk-soc-8113" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 22, "occScoreRange": [ 19, 27 ], "band": "low", "headlineShare": 0.17313128516587867, "headlineShareRange": [ 0.17313128516587867, 0.17313128516587867 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7072", "market": "us", "socCode": "53-7072", "title": "Pump Operators, Except Wellhead Pumpers", "slug": "pump-operators-except-wellhead-pumpers", "description": "Tend, control, or operate power-driven, stationary, or portable pumps and manifold systems to transfer gases, oil, other liquids, slurries, or powdered materials to and from various vessels and processes.", "taskIds": [ "us-53-7072-14609", "us-53-7072-14610", "us-53-7072-14611", "us-53-7072-14612", "us-53-7072-14613", "us-53-7072-14614", "us-53-7072-14615", "us-53-7072-14616", "us-53-7072-14617", "us-53-7072-14618", "us-53-7072-14619", "us-53-7072-14620", "us-53-7072-14621", "us-53-7072-14622" ], "employment": { "value": 9780, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 61770, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8134" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 19 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.08214978710888994 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:43:05.789Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7073", "market": "us", "socCode": "53-7073", "title": "Wellhead Pumpers", "slug": "wellhead-pumpers", "description": "Operate power pumps and auxiliary equipment to produce flow of oil or gas from wells in oil field.", "taskIds": [ "us-53-7073-5013", "us-53-7073-5014", "us-53-7073-5015", "us-53-7073-5016", "us-53-7073-5017", "us-53-7073-5018", "us-53-7073-5019", "us-53-7073-5020", "us-53-7073-5021", "us-53-7073-5023", "us-53-7073-5025", "us-53-7073-21159", "us-53-7073-21160", "us-53-7073-21161" ], "employment": { "value": 17990, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 69960, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8132", "uk-soc-1123", "uk-soc-8159" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 2, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:31:50.705Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7081", "market": "us", "socCode": "53-7081", "title": "Refuse and Recyclable Material Collectors", "slug": "refuse-and-recyclable-material-collectors", "description": "Collect and dump refuse or recyclable materials from containers into truck. May drive truck.", "taskIds": [ "us-53-7081-7170", "us-53-7081-7171", "us-53-7081-7172", "us-53-7081-7174", "us-53-7081-7175", "us-53-7081-7176", "us-53-7081-7177", "us-53-7081-7178", "us-53-7081-7179", "us-53-7081-7180", "us-53-7081-7181", "us-53-7081-7183", "us-53-7081-19932", "us-53-7081-20313" ], "employment": { "value": 147240, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 49690, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9225", "uk-soc-1254" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 13, 19 ], "band": "minimal", "headlineShare": 0.10316126012153806, "headlineShareRange": [ 0.10316126012153806, 0.18693387013636648 ], "scoredTaskCount": 14 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:19:38.820Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7121", "market": "us", "socCode": "53-7121", "title": "Tank Car, Truck, and Ship Loaders", "slug": "tank-car-truck-and-ship-loaders", "description": "Load and unload chemicals and bulk solids, such as coal, sand, and grain, into or from tank cars, trucks, or ships, using material moving equipment. May perform a variety of other tasks relating to shipment of products. May gauge or sample shipping tanks and test them for leaks.", "taskIds": [ "us-53-7121-12792", "us-53-7121-12793", "us-53-7121-12794", "us-53-7121-12795", "us-53-7121-12796", "us-53-7121-12797", "us-53-7121-12798", "us-53-7121-12799", "us-53-7121-12800", "us-53-7121-12801", "us-53-7121-12802", "us-53-7121-12803", "us-53-7121-12804", "us-53-7121-12805", "us-53-7121-12806", "us-53-7121-12807", "us-53-7121-12808", "us-53-7121-12809", "us-53-7121-12810" ], "employment": { "value": 10700, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 58870, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-9259", "uk-soc-9253", "uk-soc-9252", "uk-soc-9251", "uk-soc-8233" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0.07024484600068702, "headlineShareRange": [ 0.07024484600068702, 0.07024484600068702 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "im-rt" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:42:05.118Z" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "us-soc-53-7199", "market": "us", "socCode": "53-7199", "title": "Material Moving Workers, All Other", "slug": "material-moving-workers-all-other", "description": "All material moving workers not listed separately.", "taskIds": [], "employment": { "value": 23480, "year": 2025, "source": "bls-oews" }, "medianPay": { "value": 41800, "currency": "USD", "period": "year", "year": 2025, "source": "bls-oews" }, "crosswalk": { "ids": [ "uk-soc-8229", "uk-soc-8132" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 0 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 0 }, "provenance": { "tasks": { "source": "onet-db", "transforms": [ "catalogue-bridge", "onet-im-rt-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "onet-db", "weightSource": "none" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-q4.1" }, "employment": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" }, "pay": { "source": "bls-oews", "referencePeriod": "May 2025 estimates (national_M2025_dl.xlsx)" } }, "gaps": [ "This is a BLS \"… All Other\" statistical residual: it is a real published occupation with real pay and employment, but the taxonomy publishes no task statements for it, so no exposure score can be computed. The figures below are the official ones; the exposure section is empty because there is nothing to measure, not because the score is zero.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1111", "market": "uk", "socCode": "1111", "title": "Chief executives and senior officials", "slug": "chief-executives-and-senior-officials", "description": "Chief executives and senior officials head large enterprises and organisations. They plan, direct and co-ordinate, with directors and managers, the resources necessary for the various functions and specialist activities of these enterprises and organisations. The chief executives of hospitals will be classified in this unit group. Senior officials in national government direct the operations of government departments. Senior officials in local government participate in the implementation of local government policies and ensure that legal, statutory and other provisions concerning the running of a local authority are observed. Senior officials of special interest organisations ensure that legal, statutory and other regulations concerning the running of trade associations, employers’ associations, learned societies, trades unions, charitable organisations and similar bodies are observed. Chief executives and senior officials also act as representatives of the organisations concerned for the purposes of high-level consultation and negotiation.", "taskIds": [ "uk-1111-T-01822", "uk-1111-T-08711", "uk-1111-T-01315", "uk-1111-T-04733", "uk-1111-T-12395", "uk-1111-T-19219", "uk-1111-T-00298", "uk-1111-T-02552", "uk-1111-T-06735", "uk-1111-T-14489", "uk-1111-T-18029", "uk-1111-T-19221", "uk-1111-T-00928", "uk-1111-T-04909", "uk-1111-T-09001", "uk-1111-T-15515", "uk-1111-T-00998", "uk-1111-T-04409", "uk-1111-T-04914", "uk-1111-T-07033", "uk-1111-T-14556", "uk-1111-T-15803", "uk-1111-T-18673", "uk-1111-T-04916", "uk-1111-T-10856", "uk-1111-T-17516", "uk-1111-T-17129", "uk-1111-T-18458", "uk-1111-T-09031", "uk-1111-T-05531", "uk-1111-T-09842", "uk-1111-T-12377", "uk-1111-T-13639", "uk-1111-T-14482", "uk-1111-T-18005", "uk-1111-T-02331", "uk-1111-T-09050", "uk-1111-T-01325", "uk-1111-T-07106", "uk-1111-T-09894", "uk-1111-T-16348", "uk-1111-T-18038", "uk-1111-T-00951", "uk-1111-T-07042", "uk-1111-T-11283", "uk-1111-T-14473", "uk-1111-T-12661", "uk-1111-T-04799", "uk-1111-T-14301", "uk-1111-T-06732", "uk-1111-T-12931", "uk-1111-T-09032", "uk-1111-T-13114", "uk-1111-T-16500", "uk-1111-T-00908", "uk-1111-T-09278", "uk-1111-T-14543", "uk-1111-T-16554", "uk-1111-T-02992", "uk-1111-T-07467", "uk-1111-T-15454", "uk-1111-T-16765", "uk-1111-T-00767", "uk-1111-T-07462", "uk-1111-T-13606", "uk-1111-T-14763", "uk-1111-T-17582", "uk-1111-T-18594", "uk-1111-T-04309", "uk-1111-T-13675", "uk-1111-T-18372", "uk-1111-T-21325", "uk-1111-T-01398", "uk-1111-T-14397", "uk-1111-T-16151", "uk-1111-T-18385", "uk-1111-T-20996", "uk-1111-T-09880", "uk-1111-T-00611", "uk-1111-T-10753", "uk-1111-T-21055" ], "employment": { "value": 208400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 99944, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-1011", "us-soc-11-1021", "us-soc-11-9161" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 40, 51 ], "band": "partial", "headlineShare": 0.36557059961315286, "headlineShareRange": [ 0.3249516441005803, 0.4358478401031594 ], "scoredTaskCount": 108 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1112", "market": "uk", "socCode": "1112", "title": "Elected officers and representatives", "slug": "elected-officers-and-representatives", "description": "Elected representatives in national government formulate and ratify legislation and government policy, act as elected representatives in Parliament, Regional Parliaments or Assemblies, and as representatives of the government and its executive. Elected officers in local government act as representatives in the local authority and participate in the formulation, ratification and implementation of local government policies.", "taskIds": [ "uk-1112-T-03559", "uk-1112-T-01789", "uk-1112-T-05471", "uk-1112-T-08446", "uk-1112-T-14723", "uk-1112-T-03575", "uk-1112-T-07733", "uk-1112-T-09381", "uk-1112-T-14661", "uk-1112-T-18041", "uk-1112-T-21835", "uk-1112-T-01307", "uk-1112-T-06099", "uk-1112-T-09021", "uk-1112-T-12208", "uk-1112-T-12209", "uk-1112-T-13690", "uk-1112-T-15515", "uk-1112-T-18506", "uk-1112-T-19629", "uk-1112-T-21963", "uk-1112-T-03884", "uk-1112-T-08206", "uk-1112-T-12238", "uk-1112-T-13657", "uk-1112-T-14664", "uk-1112-T-18655", "uk-1112-T-20164", "uk-1112-T-02171", "uk-1112-T-07674", "uk-1112-T-12149", "uk-1112-T-12252", "uk-1112-T-14306", "uk-1112-T-16989", "uk-1112-T-19605", "uk-1112-T-12609", "uk-1112-T-12812", "uk-1112-T-02540", "uk-1112-T-12682", "uk-1112-T-08035" ], "employment": { "value": 12400, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": null, "taskClusterIds": [], "rollup": { "occScore": 32, "occScoreRange": [ 27, 38 ], "band": "low", "headlineShare": 0.2047169811320754, "headlineShareRange": [ 0.17641509433962257, 0.2603773584905659 ], "scoredTaskCount": 75 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "No cross-market counterpart is mapped for this occupation, so there is no US↔UK comparison on this page.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1121", "market": "uk", "socCode": "1121", "title": "Production managers and directors in manufacturing", "slug": "production-managers-and-directors-in-manufacturing", "description": "Production managers and directors in manufacturing plan, organise, direct and co-ordinate the activities and resources necessary for production in manufacturing industries including the maintenance of engineering items, equipment and machinery.", "taskIds": [ "uk-1121-T-00185", "uk-1121-T-08037", "uk-1121-T-09944", "uk-1121-T-13392", "uk-1121-T-00046", "uk-1121-T-00263", "uk-1121-T-04126", "uk-1121-T-04932", "uk-1121-T-07487", "uk-1121-T-09914", "uk-1121-T-12104", "uk-1121-T-12663", "uk-1121-T-13395", "uk-1121-T-15190", "uk-1121-T-17498", "uk-1121-T-18633", "uk-1121-T-19953", "uk-1121-T-00137", "uk-1121-T-00927", "uk-1121-T-03371", "uk-1121-T-03785", "uk-1121-T-04291", "uk-1121-T-04890", "uk-1121-T-05009", "uk-1121-T-06755", "uk-1121-T-09842", "uk-1121-T-12061", "uk-1121-T-12661", "uk-1121-T-13396", "uk-1121-T-14241", "uk-1121-T-15206", "uk-1121-T-15811", "uk-1121-T-17964", "uk-1121-T-18646", "uk-1121-T-19296", "uk-1121-T-20050", "uk-1121-T-01320", "uk-1121-T-03643", "uk-1121-T-04308", "uk-1121-T-04629", "uk-1121-T-05011", "uk-1121-T-06746", "uk-1121-T-08517", "uk-1121-T-11832", "uk-1121-T-13602", "uk-1121-T-15580", "uk-1121-T-17430", "uk-1121-T-18700", "uk-1121-T-19101", "uk-1121-T-20652", "uk-1121-T-21916", "uk-1121-T-04417", "uk-1121-T-06719", "uk-1121-T-09789", "uk-1121-T-13193", "uk-1121-T-15611", "uk-1121-T-19099", "uk-1121-T-20719" ], "employment": { "value": 227800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 58640, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3051" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 38, 50 ], "band": "partial", "headlineShare": 0.3054347826086954, "headlineShareRange": [ 0.2576086956521737, 0.40434782608695624 ], "scoredTaskCount": 58 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1122", "market": "uk", "socCode": "1122", "title": "Production managers and directors in construction", "slug": "production-managers-and-directors-in-construction", "description": "Production managers and directors in construction direct and co-ordinate resources for the construction and maintenance of civil and structural engineering works including houses, flats, factories, roads and runways, bridges, tunnels and railway works, harbour, dock and marine works and water supply, drainage and sewage works.", "taskIds": [ "uk-1122-T-00340", "uk-1122-T-02866", "uk-1122-T-05797", "uk-1122-T-07129", "uk-1122-T-07633", "uk-1122-T-08225", "uk-1122-T-09895", "uk-1122-T-12598", "uk-1122-T-15803", "uk-1122-T-16909", "uk-1122-T-18618", "uk-1122-T-01152", "uk-1122-T-01555", "uk-1122-T-01791", "uk-1122-T-03927", "uk-1122-T-04942", "uk-1122-T-06395", "uk-1122-T-07105", "uk-1122-T-07232", "uk-1122-T-07627", "uk-1122-T-07714", "uk-1122-T-07897", "uk-1122-T-08358", "uk-1122-T-09614", "uk-1122-T-09927", "uk-1122-T-12561", "uk-1122-T-12603", "uk-1122-T-13236", "uk-1122-T-15882", "uk-1122-T-16316", "uk-1122-T-17392", "uk-1122-T-18463", "uk-1122-T-20774", "uk-1122-T-01320", "uk-1122-T-01673", "uk-1122-T-04888", "uk-1122-T-05011", "uk-1122-T-06731", "uk-1122-T-07235", "uk-1122-T-07855", "uk-1122-T-08442", "uk-1122-T-11683", "uk-1122-T-13002", "uk-1122-T-15988", "uk-1122-T-17992", "uk-1122-T-21827", "uk-1122-T-00193", "uk-1122-T-01737", "uk-1122-T-04961", "uk-1122-T-06764", "uk-1122-T-07435", "uk-1122-T-07879", "uk-1122-T-08954", "uk-1122-T-12339", "uk-1122-T-13173", "uk-1122-T-15989", "uk-1122-T-18061" ], "employment": { "value": 167400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 56021, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 35, 48 ], "band": "partial", "headlineShare": 0.29729729729729687, "headlineShareRange": [ 0.17454954954954935, 0.31644144144144104 ], "scoredTaskCount": 57 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1123", "market": "uk", "socCode": "1123", "title": "Production managers and directors in mining and energy", "slug": "production-managers-and-directors-in-mining-and-energy", "description": "Production managers and directors in mining, energy and water supply plan, organise, direct and co-ordinate the activities and resources necessary for the extraction of minerals and other natural deposits, the utilisation of sustainable and renewable energy sources and the production, storage and provision of gas, water and electricity supplies.", "taskIds": [ "uk-1123-T-00725", "uk-1123-T-09893", "uk-1123-T-12653", "uk-1123-T-21431", "uk-1123-T-00262", "uk-1123-T-00928", "uk-1123-T-01822", "uk-1123-T-04733", "uk-1123-T-07033", "uk-1123-T-09895", "uk-1123-T-12349", "uk-1123-T-12661", "uk-1123-T-13627", "uk-1123-T-15515", "uk-1123-T-18673", "uk-1123-T-00298", "uk-1123-T-00998", "uk-1123-T-02552", "uk-1123-T-04909", "uk-1123-T-06735", "uk-1123-T-09001", "uk-1123-T-10169", "uk-1123-T-11397", "uk-1123-T-12395", "uk-1123-T-12678", "uk-1123-T-14489", "uk-1123-T-15803", "uk-1123-T-18458", "uk-1123-T-00345", "uk-1123-T-01315", "uk-1123-T-03818", "uk-1123-T-04914", "uk-1123-T-07106", "uk-1123-T-10856", "uk-1123-T-11645", "uk-1123-T-13218", "uk-1123-T-14473", "uk-1123-T-16829", "uk-1123-T-18029", "uk-1123-T-21909", "uk-1123-T-04409", "uk-1123-T-04916", "uk-1123-T-08711", "uk-1123-T-19219", "uk-1123-T-00951", "uk-1123-T-06583", "uk-1123-T-14556", "uk-1123-T-03551", "uk-1123-T-06903", "uk-1123-T-09465", "uk-1123-T-11931", "uk-1123-T-12727", "uk-1123-T-14500", "uk-1123-T-18638", "uk-1123-T-20629", "uk-1123-T-00145", "uk-1123-T-04363", "uk-1123-T-06751", "uk-1123-T-07101", "uk-1123-T-08252", "uk-1123-T-09937", "uk-1123-T-11924", "uk-1123-T-12034", "uk-1123-T-12721", "uk-1123-T-13157", "uk-1123-T-14233", "uk-1123-T-14584", "uk-1123-T-17453", "uk-1123-T-18726", "uk-1123-T-19983", "uk-1123-T-01984", "uk-1123-T-06682", "uk-1123-T-07130", "uk-1123-T-10300", "uk-1123-T-12091", "uk-1123-T-13654", "uk-1123-T-15166", "uk-1123-T-19980", "uk-1123-T-05207", "uk-1123-T-08183", "uk-1123-T-11163", "uk-1123-T-12388", "uk-1123-T-13994", "uk-1123-T-16823" ], "employment": { "value": 14900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 63241, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-5011", "us-soc-47-5012", "us-soc-47-5013", "us-soc-47-5071", "us-soc-53-7073" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 52 ], "band": "partial", "headlineShare": 0.3678431372549021, "headlineShareRange": [ 0.3207843137254902, 0.4376470588235296 ], "scoredTaskCount": 84 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "37 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1131", "market": "uk", "socCode": "1131", "title": "Financial managers and directors", "slug": "financial-managers-and-directors", "description": "Financial managers and directors plan, organise, direct and co-ordinate the financial information of companies, the activities and resources of financial institutions, such as banks and insurance companies, and advise on company financial policy.", "taskIds": [ "uk-1131-T-07093", "uk-1131-T-11087", "uk-1131-T-01324", "uk-1131-T-01622", "uk-1131-T-04904", "uk-1131-T-09402", "uk-1131-T-12660", "uk-1131-T-15483", "uk-1131-T-16103", "uk-1131-T-18598", "uk-1131-T-00880", "uk-1131-T-01620", "uk-1131-T-03641", "uk-1131-T-08014", "uk-1131-T-12248", "uk-1131-T-13425", "uk-1131-T-15810", "uk-1131-T-18247", "uk-1131-T-00960", "uk-1131-T-02193", "uk-1131-T-05363", "uk-1131-T-08361", "uk-1131-T-11316", "uk-1131-T-12318", "uk-1131-T-15538", "uk-1131-T-18450", "uk-1131-T-00743", "uk-1131-T-01762", "uk-1131-T-03553", "uk-1131-T-06549", "uk-1131-T-08214", "uk-1131-T-08828", "uk-1131-T-09044", "uk-1131-T-11284", "uk-1131-T-11315", "uk-1131-T-13271", "uk-1131-T-14252", "uk-1131-T-15926", "uk-1131-T-17421", "uk-1131-T-20669", "uk-1131-T-03633", "uk-1131-T-08216", "uk-1131-T-11314", "uk-1131-T-13683", "uk-1131-T-15805", "uk-1131-T-03301", "uk-1131-T-07046", "uk-1131-T-09038", "uk-1131-T-11298", "uk-1131-T-13426", "uk-1131-T-13820", "uk-1131-T-16574", "uk-1131-T-18670", "uk-1131-T-07326", "uk-1131-T-12937", "uk-1131-T-19284", "uk-1131-T-01411", "uk-1131-T-12460", "uk-1131-T-00917", "uk-1131-T-04756", "uk-1131-T-06515", "uk-1131-T-09030", "uk-1131-T-11192", "uk-1131-T-12377", "uk-1131-T-12633", "uk-1131-T-16170", "uk-1131-T-19883", "uk-1131-T-00931", "uk-1131-T-04254", "uk-1131-T-06513", "uk-1131-T-07827", "uk-1131-T-09828", "uk-1131-T-10788", "uk-1131-T-12632", "uk-1131-T-13467", "uk-1131-T-14544", "uk-1131-T-15935", "uk-1131-T-18113", "uk-1131-T-02395", "uk-1131-T-04758", "uk-1131-T-06735", "uk-1131-T-08771", "uk-1131-T-10763", "uk-1131-T-12587", "uk-1131-T-13124", "uk-1131-T-15740", "uk-1131-T-16661", "uk-1131-T-18644", "uk-1131-T-02466", "uk-1131-T-07445", "uk-1131-T-11999", "uk-1131-T-14394", "uk-1131-T-16420", "uk-1131-T-19936", "uk-1131-T-02153", "uk-1131-T-07366", "uk-1131-T-10759", "uk-1131-T-12967", "uk-1131-T-14226", "uk-1131-T-14774", "uk-1131-T-16417", "uk-1131-T-21351", "uk-1131-T-14309", "uk-1131-T-14855", "uk-1131-T-16959", "uk-1131-T-06247", "uk-1131-T-07462", "uk-1131-T-13893", "uk-1131-T-14986", "uk-1131-T-00984", "uk-1131-T-09260", "uk-1131-T-00394", "uk-1131-T-00920", "uk-1131-T-01509", "uk-1131-T-01598", "uk-1131-T-03635", "uk-1131-T-03972", "uk-1131-T-06517", "uk-1131-T-08027", "uk-1131-T-08336", "uk-1131-T-13871", "uk-1131-T-16572", "uk-1131-T-18418", "uk-1131-T-00454", "uk-1131-T-01570", "uk-1131-T-01739", "uk-1131-T-03294", "uk-1131-T-04100", "uk-1131-T-05193", "uk-1131-T-06361", "uk-1131-T-06626", "uk-1131-T-08300", "uk-1131-T-12074", "uk-1131-T-12827", "uk-1131-T-13689", "uk-1131-T-14909", "uk-1131-T-16087", "uk-1131-T-16906", "uk-1131-T-20099", "uk-1131-T-21450", "uk-1131-T-00855", "uk-1131-T-02841", "uk-1131-T-03295", "uk-1131-T-04033", "uk-1131-T-04119", "uk-1131-T-06219", "uk-1131-T-07179", "uk-1131-T-10805", "uk-1131-T-12741", "uk-1131-T-13464", "uk-1131-T-15754", "uk-1131-T-16652", "uk-1131-T-19732", "uk-1131-T-20684", "uk-1131-T-02960", "uk-1131-T-03709", "uk-1131-T-04477", "uk-1131-T-07430", "uk-1131-T-13259", "uk-1131-T-13703", "uk-1131-T-16010", "uk-1131-T-19631", "uk-1131-T-21357" ], "employment": { "value": 461400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 76447, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-1021", "us-soc-11-3031", "us-soc-13-2051" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 52, 63 ], "band": "partial", "headlineShare": 0.5576684580405133, "headlineShareRange": [ 0.5047540305911539, 0.5957007027697404 ], "scoredTaskCount": 165 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1132", "market": "uk", "socCode": "1132", "title": "Marketing, sales and advertising directors", "slug": "marketing-sales-and-advertising-directors", "description": "Marketing, sales and advertising directors plan, organise and direct advertising campaigns and market research and formulate and implement an organisation’s marketing, sales and social media policies.", "taskIds": [ "uk-1132-T-00804", "uk-1132-T-04119", "uk-1132-T-04838", "uk-1132-T-06310", "uk-1132-T-09478", "uk-1132-T-15045", "uk-1132-T-20979", "uk-1132-T-01738", "uk-1132-T-03235", "uk-1132-T-04225", "uk-1132-T-04858", "uk-1132-T-06596", "uk-1132-T-08379", "uk-1132-T-09761", "uk-1132-T-12373", "uk-1132-T-14692", "uk-1132-T-19892", "uk-1132-T-21341", "uk-1132-T-02579", "uk-1132-T-03305", "uk-1132-T-04551", "uk-1132-T-05106", "uk-1132-T-06757", "uk-1132-T-07368", "uk-1132-T-08380", "uk-1132-T-09986", "uk-1132-T-12381", "uk-1132-T-13635", "uk-1132-T-16025", "uk-1132-T-16878", "uk-1132-T-19261", "uk-1132-T-02192", "uk-1132-T-03542", "uk-1132-T-05336", "uk-1132-T-06401", "uk-1132-T-07131", "uk-1132-T-12341", "uk-1132-T-12583", "uk-1132-T-13376", "uk-1132-T-16014", "uk-1132-T-16827", "uk-1132-T-19080", "uk-1132-T-21707", "uk-1132-T-03739", "uk-1132-T-06941", "uk-1132-T-12986", "uk-1132-T-16707", "uk-1132-T-18578", "uk-1132-T-03281", "uk-1132-T-07137", "uk-1132-T-09054", "uk-1132-T-12613", "uk-1132-T-16045", "uk-1132-T-17154", "uk-1132-T-21541", "uk-1132-T-07225", "uk-1132-T-15599", "uk-1132-T-18223", "uk-1132-T-21671", "uk-1132-T-00041", "uk-1132-T-00917", "uk-1132-T-03641", "uk-1132-T-06800", "uk-1132-T-10427", "uk-1132-T-13254", "uk-1132-T-16351", "uk-1132-T-00947", "uk-1132-T-03244", "uk-1132-T-06160", "uk-1132-T-06807", "uk-1132-T-07818", "uk-1132-T-09265", "uk-1132-T-12225", "uk-1132-T-14532", "uk-1132-T-17400", "uk-1132-T-01141", "uk-1132-T-03290", "uk-1132-T-06468", "uk-1132-T-07097", "uk-1132-T-07911", "uk-1132-T-11462", "uk-1132-T-12297", "uk-1132-T-14533", "uk-1132-T-18677", "uk-1132-T-01320", "uk-1132-T-04576", "uk-1132-T-07198", "uk-1132-T-08049", "uk-1132-T-12347", "uk-1132-T-15516", "uk-1132-T-20314", "uk-1132-T-01629", "uk-1132-T-08430", "uk-1132-T-19761", "uk-1132-T-07274", "uk-1132-T-11170", "uk-1132-T-14457", "uk-1132-T-19964" ], "employment": { "value": 253900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 94135, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-2021", "us-soc-11-2022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 41, 53 ], "band": "partial", "headlineShare": 0.3398876404494379, "headlineShareRange": [ 0.2787921348314605, 0.4550561797752805 ], "scoredTaskCount": 100 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "53 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1133", "market": "uk", "socCode": "1133", "title": "Public relations and communications directors", "slug": "public-relations-and-communications-directors", "description": "Public relations and communications directors plan, organise, direct and co-ordinate the public relations, communications and public information activities of an organisation or on behalf of clients.", "taskIds": [ "uk-1133-T-01833", "uk-1133-T-02366", "uk-1133-T-06884", "uk-1133-T-15205", "uk-1133-T-00692", "uk-1133-T-05258", "uk-1133-T-07036", "uk-1133-T-08161", "uk-1133-T-09018", "uk-1133-T-13504", "uk-1133-T-15766", "uk-1133-T-02147", "uk-1133-T-06454", "uk-1133-T-06854", "uk-1133-T-08295", "uk-1133-T-09659", "uk-1133-T-12596", "uk-1133-T-15652", "uk-1133-T-18035", "uk-1133-T-18704", "uk-1133-T-21856", "uk-1133-T-06566", "uk-1133-T-07466", "uk-1133-T-18378", "uk-1133-T-21392", "uk-1133-T-06684", "uk-1133-T-07582", "uk-1133-T-13751", "uk-1133-T-03641", "uk-1133-T-11705", "uk-1133-T-14387", "uk-1133-T-19657", "uk-1133-T-08735", "uk-1133-T-08736", "uk-1133-T-12502", "uk-1133-T-21889", "uk-1133-T-05795" ], "employment": { "value": 32200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 72887, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-2011", "us-soc-11-2032", "us-soc-11-2033" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 48, 58 ], "band": "partial", "headlineShare": 0.5411764705882351, "headlineShareRange": [ 0.42521008403361327, 0.5613445378151258 ], "scoredTaskCount": 37 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1134", "market": "uk", "socCode": "1134", "title": "Purchasing managers and directors", "slug": "purchasing-managers-and-directors", "description": "Purchasing managers and directors (not retail) plan, organise, direct and co-ordinate the purchasing functions of industrial, commercial, government organisations and public agencies to ensure cost-effectiveness.", "taskIds": [ "uk-1134-T-06445", "uk-1134-T-15612", "uk-1134-T-03463", "uk-1134-T-05007", "uk-1134-T-08383", "uk-1134-T-15555", "uk-1134-T-15613", "uk-1134-T-19371", "uk-1134-T-04136", "uk-1134-T-07194", "uk-1134-T-12396", "uk-1134-T-18603", "uk-1134-T-04303", "uk-1134-T-18285", "uk-1134-T-17350", "uk-1134-T-08803", "uk-1134-T-00654", "uk-1134-T-00382", "uk-1134-T-04246", "uk-1134-T-05009", "uk-1134-T-06364", "uk-1134-T-07106", "uk-1134-T-09930", "uk-1134-T-12340", "uk-1134-T-13641", "uk-1134-T-00336", "uk-1134-T-00831", "uk-1134-T-04773", "uk-1134-T-06169", "uk-1134-T-06447", "uk-1134-T-07970", "uk-1134-T-08980", "uk-1134-T-09730", "uk-1134-T-09949", "uk-1134-T-11265", "uk-1134-T-11819", "uk-1134-T-12256", "uk-1134-T-12622", "uk-1134-T-14376", "uk-1134-T-15469", "uk-1134-T-18564", "uk-1134-T-18725", "uk-1134-T-19565", "uk-1134-T-21294", "uk-1134-T-00914", "uk-1134-T-06888", "uk-1134-T-08070", "uk-1134-T-08981", "uk-1134-T-09799", "uk-1134-T-09995", "uk-1134-T-11376", "uk-1134-T-12026", "uk-1134-T-13325", "uk-1134-T-15506", "uk-1134-T-18273", "uk-1134-T-18657", "uk-1134-T-19282", "uk-1134-T-19900", "uk-1134-T-04910", "uk-1134-T-09608", "uk-1134-T-10951", "uk-1134-T-11985", "uk-1134-T-13471", "uk-1134-T-15808", "uk-1134-T-20652", "uk-1134-T-00041", "uk-1134-T-05600", "uk-1134-T-11193", "uk-1134-T-13481", "uk-1134-T-14716", "uk-1134-T-15968", "uk-1134-T-20684" ], "employment": { "value": 61700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 58005, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3071" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 58, "occScoreRange": [ 52, 65 ], "band": "partial", "headlineShare": 0.5454545454545456, "headlineShareRange": [ 0.41835016835016836, 0.6464646464646469 ], "scoredTaskCount": 72 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1135", "market": "uk", "socCode": "1135", "title": "Charitable organisation managers and directors", "slug": "charitable-organisation-managers-and-directors", "description": "Charitable organisation managers and directors plan, organise, co-ordinate and direct the activities of organisations in the charitable and not-for-profit sector.", "taskIds": [ "uk-1135-T-08167", "uk-1135-T-00298", "uk-1135-T-01315", "uk-1135-T-01822", "uk-1135-T-04193", "uk-1135-T-04909", "uk-1135-T-06316", "uk-1135-T-08032", "uk-1135-T-09001", "uk-1135-T-12395", "uk-1135-T-14482", "uk-1135-T-15515", "uk-1135-T-18029", "uk-1135-T-18914", "uk-1135-T-21843", "uk-1135-T-00928", "uk-1135-T-01325", "uk-1135-T-02130", "uk-1135-T-04733", "uk-1135-T-04914", "uk-1135-T-06735", "uk-1135-T-08711", "uk-1135-T-09679", "uk-1135-T-12976", "uk-1135-T-14489", "uk-1135-T-15803", "uk-1135-T-18032", "uk-1135-T-18673", "uk-1135-T-19221", "uk-1135-T-00998", "uk-1135-T-04409", "uk-1135-T-04916", "uk-1135-T-07033", "uk-1135-T-09176", "uk-1135-T-10856", "uk-1135-T-13619", "uk-1135-T-14556", "uk-1135-T-15979", "uk-1135-T-18458", "uk-1135-T-19219", "uk-1135-T-00951", "uk-1135-T-07042", "uk-1135-T-09896", "uk-1135-T-10979", "uk-1135-T-14313", "uk-1135-T-17129", "uk-1135-T-18489", "uk-1135-T-07106", "uk-1135-T-11283", "uk-1135-T-17516", "uk-1135-T-19155" ], "employment": { "value": 48600, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-11-9072", "us-soc-11-9179", "us-soc-11-9199" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 38, 50 ], "band": "partial", "headlineShare": 0.3173198482932993, "headlineShareRange": [ 0.19848293299620717, 0.43109987357774937 ], "scoredTaskCount": 51 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "24 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1136", "market": "uk", "socCode": "1136", "title": "Human resource managers and directors", "slug": "human-resource-managers-and-directors", "description": "Human resource managers and directors plan, organise and direct the personnel, training and industrial relations policies of organisations, advise on resource allocation and utilisation problems, measure the effectiveness of an organisation’s systems, methods and procedures and advise on, plan and implement procedures to improve utilisation of labour, equipment and materials.", "taskIds": [ "uk-1136-T-00470", "uk-1136-T-00471", "uk-1136-T-00303", "uk-1136-T-00474", "uk-1136-T-01388", "uk-1136-T-06052", "uk-1136-T-06538", "uk-1136-T-09019", "uk-1136-T-10798", 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"uk-1136-T-05566", "uk-1136-T-05757", "uk-1136-T-06500", "uk-1136-T-06900", "uk-1136-T-10147", "uk-1136-T-15033", "uk-1136-T-20671", "uk-1136-T-00833", "uk-1136-T-04410", "uk-1136-T-05338", "uk-1136-T-05349", "uk-1136-T-05754", "uk-1136-T-06056", "uk-1136-T-06691", "uk-1136-T-07653", "uk-1136-T-08376", "uk-1136-T-18114", "uk-1136-T-04325", "uk-1136-T-06348", "uk-1136-T-08322", "uk-1136-T-18477", "uk-1136-T-21131", "uk-1136-T-08167", "uk-1136-T-04811", "uk-1136-T-07767", "uk-1136-T-16033", "uk-1136-T-17479", "uk-1136-T-06404", "uk-1136-T-09745", "uk-1136-T-04001", "uk-1136-T-07619", "uk-1136-T-09410", "uk-1136-T-08661", "uk-1136-T-14552", "uk-1136-T-04814", "uk-1136-T-16380", "uk-1136-T-00693", "uk-1136-T-04904", "uk-1136-T-11000", "uk-1136-T-00339", "uk-1136-T-06060", "uk-1136-T-16825", "uk-1136-T-00353", "uk-1136-T-07038", "uk-1136-T-11802", "uk-1136-T-14573" ], "employment": { "value": 229100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 57529, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3111", "us-soc-11-3121", "us-soc-11-3131", "us-soc-13-1075" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 51, "occScoreRange": [ 45, 57 ], "band": "partial", "headlineShare": 0.5117924528301888, "headlineShareRange": [ 0.31772237196765485, 0.5592991913746631 ], "scoredTaskCount": 199 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1137", "market": "uk", "socCode": "1137", "title": "Information technology directors", "slug": "information-technology-directors", "description": "Information technology directors plan, organise, direct and co-ordinate the work and resources necessary to provide and operate IT infrastructure and services, including networks, devices, servers and software that runs on the infrastructure within an organisation. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1139", "market": "uk", "socCode": "1139", "title": "Functional managers and directors n.e.c.", "slug": "functional-managers-and-directors-n-e-c", "description": "Job holders in this unit group perform a variety of senior management tasks in respect of other specialist functions or fields of activity in organisations not elsewhere classified in minor group 113: Functional managers and directors.", "taskIds": [ "uk-1139-T-00947", "uk-1139-T-13254", "uk-1139-T-16351", "uk-1139-T-01320", "uk-1139-T-11462", "uk-1139-T-15516", "uk-1139-T-06160", "uk-1139-T-09265", "uk-1139-T-14532", "uk-1139-T-17404", "uk-1139-T-07097", "uk-1139-T-12347", "uk-1139-T-18677", "uk-1139-T-01629", "uk-1139-T-07198", "uk-1139-T-19964", 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"uk-1139-T-18489", "uk-1139-T-20292", "uk-1139-T-04861", "uk-1139-T-11829", "uk-1139-T-04556", "uk-1139-T-06147", "uk-1139-T-14476", "uk-1139-T-01361", "uk-1139-T-01442", "uk-1139-T-04894", "uk-1139-T-06766", "uk-1139-T-08004", "uk-1139-T-09329", "uk-1139-T-12300", "uk-1139-T-13667", "uk-1139-T-14357", "uk-1139-T-15230", "uk-1139-T-20890", "uk-1139-T-01347", "uk-1139-T-01434", "uk-1139-T-04950", "uk-1139-T-07904", "uk-1139-T-08170", "uk-1139-T-09411", "uk-1139-T-11423", "uk-1139-T-13602", "uk-1139-T-13666", "uk-1139-T-14399", "uk-1139-T-16227", "uk-1139-T-18201", "uk-1139-T-18960", "uk-1139-T-19969", "uk-1139-T-20712", "uk-1139-T-01427", "uk-1139-T-07852", "uk-1139-T-08326", "uk-1139-T-09420", "uk-1139-T-12540", "uk-1139-T-13645", "uk-1139-T-14376", "uk-1139-T-16467", "uk-1139-T-18174", "uk-1139-T-18561", "uk-1139-T-20092", "uk-1139-T-02963", "uk-1139-T-07859", "uk-1139-T-12348", "uk-1139-T-13817", "uk-1139-T-18034", "uk-1139-T-18451", "uk-1139-T-19385", "uk-1139-T-00185", 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"uk-1139-T-15611", "uk-1139-T-19848", "uk-1139-T-06444", "uk-1139-T-07230", "uk-1139-T-09059", "uk-1139-T-19058", "uk-1139-T-05881", "uk-1139-T-17593" ], "employment": { "value": 199800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 75711, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3012", "us-soc-11-3013", "us-soc-11-3061", "us-soc-11-9131", "us-soc-11-9171", "us-soc-13-1121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 49, "occScoreRange": [ 44, 55 ], "band": "partial", "headlineShare": 0.41135001762425116, "headlineShareRange": [ 0.3457878040183294, 0.4910116320056399 ], "scoredTaskCount": 186 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "40 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1140", "market": "uk", "socCode": "1140", "title": "Directors in logistics, warehousing and transport", "slug": "directors-in-logistics-warehousing-and-transport", "description": "Directors in logistics, warehousing and transport plan, organise, direct and co-ordinate the activities and resources necessary for the safe, efficient and economic movement of passengers and freight by road, rail, sea and air transport, and the receipt, storage and warehousing of goods and the maintenance of stocks at an optimal level.", "taskIds": [ "uk-1140-T-06329", "uk-1140-T-07788", "uk-1140-T-12575", "uk-1140-T-00892", "uk-1140-T-05994", "uk-1140-T-06742", "uk-1140-T-07522", "uk-1140-T-08234", "uk-1140-T-08978", "uk-1140-T-09834", "uk-1140-T-09995", "uk-1140-T-11374", "uk-1140-T-12484", "uk-1140-T-12604", "uk-1140-T-13636", "uk-1140-T-16715", "uk-1140-T-20201", "uk-1140-T-00903", "uk-1140-T-04257", "uk-1140-T-06043", "uk-1140-T-06796", "uk-1140-T-07223", "uk-1140-T-08313", "uk-1140-T-08467", "uk-1140-T-08981", "uk-1140-T-09891", "uk-1140-T-09996", "uk-1140-T-11040", "uk-1140-T-11419", "uk-1140-T-12306", "uk-1140-T-13290", "uk-1140-T-13672", "uk-1140-T-14497", "uk-1140-T-16929", "uk-1140-T-17493", "uk-1140-T-20040", "uk-1140-T-02414", "uk-1140-T-06091", "uk-1140-T-07017", "uk-1140-T-08324", "uk-1140-T-08732", "uk-1140-T-10001", "uk-1140-T-11068", "uk-1140-T-11525", "uk-1140-T-13471", "uk-1140-T-13676", "uk-1140-T-17328", "uk-1140-T-18559", "uk-1140-T-07403" ], "employment": { "value": 30300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 83447, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3071" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 51, 64 ], "band": "partial", "headlineShare": 0.5455696202531645, "headlineShareRange": [ 0.3189873417721517, 0.6468354430379746 ], "scoredTaskCount": 49 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1150", "market": "uk", "socCode": "1150", "title": "Managers and directors in retail and wholesale", "slug": "managers-and-directors-in-retail-and-wholesale", "description": "Retail and wholesale managers and directors plan, organise, direct and co-ordinate the operations of major retail and wholesale establishments in order to maximise business performance and meet financial goals.", "taskIds": [ "uk-1150-T-00136", "uk-1150-T-02548", "uk-1150-T-00045", "uk-1150-T-00768", "uk-1150-T-00962", "uk-1150-T-07891", "uk-1150-T-09961", "uk-1150-T-11273", "uk-1150-T-12341", "uk-1150-T-12416", "uk-1150-T-13534", "uk-1150-T-16548", "uk-1150-T-18253", "uk-1150-T-00127", "uk-1150-T-00917", "uk-1150-T-04309", "uk-1150-T-06629", "uk-1150-T-07903", "uk-1150-T-09541", "uk-1150-T-10983", "uk-1150-T-11344", "uk-1150-T-11713", "uk-1150-T-12366", "uk-1150-T-12377", "uk-1150-T-12472", "uk-1150-T-13145", "uk-1150-T-15066", "uk-1150-T-17405", "uk-1150-T-19250", "uk-1150-T-00804", "uk-1150-T-04889", "uk-1150-T-07043", "uk-1150-T-09841", "uk-1150-T-10102", "uk-1150-T-11299", "uk-1150-T-12104", "uk-1150-T-12676", "uk-1150-T-13234", "uk-1150-T-13326", "uk-1150-T-13484", "uk-1150-T-14394", "uk-1150-T-16688", "uk-1150-T-17579", "uk-1150-T-01823", "uk-1150-T-05674", "uk-1150-T-10080", "uk-1150-T-11683", "uk-1150-T-13392", "uk-1150-T-14607", "uk-1150-T-16292", "uk-1150-T-18733", "uk-1150-T-01397", "uk-1150-T-08076", "uk-1150-T-10928", "uk-1150-T-14571", "uk-1150-T-16179", "uk-1150-T-21827" ], "employment": { "value": 299300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 38447, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-1021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 34, 45 ], "band": "low", "headlineShare": 0.3247863247863246, "headlineShareRange": [ 0.2777777777777776, 0.3429487179487178 ], "scoredTaskCount": 57 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1161", "market": "uk", "socCode": "1161", "title": "Officers in armed forces", "slug": "officers-in-armed-forces", "description": "Officers in armed forces serve as commissioned officers in His Majesty’s armed forces, foreign and Commonwealth armed forces plan, direct, organise and administer military operations; and perform duties for which there is no civilian equivalent.", "taskIds": [ "uk-1161-T-03534", "uk-1161-T-11349", "uk-1161-T-04897", "uk-1161-T-10430", "uk-1161-T-00701", "uk-1161-T-09031", "uk-1161-T-11950", "uk-1161-T-20020", "uk-1161-T-03575", "uk-1161-T-10720", "uk-1161-T-14366", "uk-1161-T-10427", "uk-1161-T-16923", "uk-1161-T-00077", "uk-1161-T-14977", "uk-1161-T-17082", "uk-1161-T-01333", "uk-1161-T-14974", "uk-1161-T-08071", "uk-1161-T-15417", "uk-1161-T-18829", "uk-1161-T-01375", "uk-1161-T-06833", "uk-1161-T-10280", "uk-1161-T-11258", "uk-1161-T-16443", "uk-1161-T-19934", "uk-1161-T-00909", "uk-1161-T-04543", "uk-1161-T-09496", "uk-1161-T-10731", "uk-1161-T-12371", "uk-1161-T-15727", "uk-1161-T-18782", "uk-1161-T-20652", "uk-1161-T-20671", "uk-1161-T-00069", "uk-1161-T-02783", "uk-1161-T-04834", "uk-1161-T-04972", "uk-1161-T-12304", "uk-1161-T-13726", "uk-1161-T-19960", "uk-1161-T-20225", "uk-1161-T-20433", "uk-1161-T-06866", "uk-1161-T-15912", "uk-1161-T-10841", "uk-1161-T-14587", "uk-1161-T-00067", "uk-1161-T-00718", "uk-1161-T-01828", "uk-1161-T-03395", "uk-1161-T-04539", "uk-1161-T-07858", "uk-1161-T-12648", "uk-1161-T-14703", "uk-1161-T-16065", "uk-1161-T-18804", "uk-1161-T-20309", "uk-1161-T-21344", "uk-1161-T-00624", "uk-1161-T-01419", "uk-1161-T-04275", "uk-1161-T-04907", "uk-1161-T-04919", "uk-1161-T-12747", "uk-1161-T-13507", "uk-1161-T-14113", "uk-1161-T-14706", "uk-1161-T-17556", "uk-1161-T-20087", "uk-1161-T-21355", "uk-1161-T-02882", "uk-1161-T-10905", "uk-1161-T-11792", "uk-1161-T-13317", "uk-1161-T-14205", "uk-1161-T-16899", "uk-1161-T-17927", "uk-1161-T-19973", "uk-1161-T-21404", "uk-1161-T-11368", "uk-1161-T-12003", "uk-1161-T-12037", "uk-1161-T-12061", "uk-1161-T-12908", "uk-1161-T-16999", "uk-1161-T-19520", "uk-1161-T-20617" ], "employment": { "value": 33700, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-53-5021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 21, 32 ], "band": "low", "headlineShare": 0.14459373000639786, "headlineShareRange": [ 0.12412028150991675, 0.1746641074856045 ], "scoredTaskCount": 99 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1162", "market": "uk", "socCode": "1162", "title": "Senior police officers", "slug": "senior-police-officers", "description": "Senior police officers plan, organise, direct and co-ordinate the resources and activities of a specific geographical or functional area of generalised or specialised police work. Senior officers of the British Transport Police direct the specialised police service for the railway network across Britain.", "taskIds": [ "uk-1162-T-04991", "uk-1162-T-01762", "uk-1162-T-09854", "uk-1162-T-01815", "uk-1162-T-07140", "uk-1162-T-08624", "uk-1162-T-10108", "uk-1162-T-11000", "uk-1162-T-14596", "uk-1162-T-20073", "uk-1162-T-02208", "uk-1162-T-07172", "uk-1162-T-10122", "uk-1162-T-12377", "uk-1162-T-14202", "uk-1162-T-14699", "uk-1162-T-15926", "uk-1162-T-18533", "uk-1162-T-20595", "uk-1162-T-07228", "uk-1162-T-11014", "uk-1162-T-13256", "uk-1162-T-14343", "uk-1162-T-15421", "uk-1162-T-18365", "uk-1162-T-10348", "uk-1162-T-11986", "uk-1162-T-15768", "uk-1162-T-18071", "uk-1162-T-03356", "uk-1162-T-00901", "uk-1162-T-05923", "uk-1162-T-08422", "uk-1162-T-18315", "uk-1162-T-18592", "uk-1162-T-08164", "uk-1162-T-14519" ], "employment": { "value": 11000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 66690, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-33-3021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 36, 48 ], "band": "partial", "headlineShare": 0.2806557377049181, "headlineShareRange": [ 0.2695081967213115, 0.3619672131147542 ], "scoredTaskCount": 95 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1163", "market": "uk", "socCode": "1163", "title": "Senior officers in fire, ambulance, prison and related services", "slug": "senior-officers-in-fire-ambulance-prison-and-related-services", "description": "Fire officers plan, organise, direct and co-ordinate the activities and resources of a specific physical or functional area of a statutory or private fire brigade/service and the resources necessary for the protection of property at fires within a salvage corps area. Ambulance officers plan, organise, direct and co-ordinate the resources necessary for the provision of ambulance services. Prison officers (principal officer and above) plan, organise, direct, and co-ordinate the activities and resources necessary for the running of a prison, remand or detention centre. Customs officers plan and direct the work of customs, excise and immigration staff in the monitoring and inspection of goods and persons crossing national borders.", "taskIds": [ "uk-1163-T-01753", "uk-1163-T-04351", "uk-1163-T-04359", "uk-1163-T-09824", "uk-1163-T-12441", "uk-1163-T-03643", "uk-1163-T-04732", "uk-1163-T-08240", "uk-1163-T-09918", "uk-1163-T-12675", "uk-1163-T-15412", "uk-1163-T-19947", "uk-1163-T-02126", "uk-1163-T-04896", "uk-1163-T-07246", "uk-1163-T-10018", "uk-1163-T-12384", "uk-1163-T-13485", "uk-1163-T-17427", "uk-1163-T-19271", "uk-1163-T-21136", "uk-1163-T-00429", "uk-1163-T-02931", "uk-1163-T-06580", "uk-1163-T-07724", "uk-1163-T-11751", "uk-1163-T-14350", "uk-1163-T-18568", "uk-1163-T-11187", "uk-1163-T-19912", "uk-1163-T-00704", "uk-1163-T-04274", "uk-1163-T-07081", "uk-1163-T-07143", "uk-1163-T-10337", "uk-1163-T-10695", "uk-1163-T-11865", "uk-1163-T-20078", "uk-1163-T-00714", "uk-1163-T-01634", "uk-1163-T-06899", "uk-1163-T-07087", "uk-1163-T-08362", "uk-1163-T-10066", "uk-1163-T-10405", "uk-1163-T-11255", "uk-1163-T-16540", "uk-1163-T-19989", "uk-1163-T-20520", "uk-1163-T-00802", "uk-1163-T-03586", "uk-1163-T-07051", "uk-1163-T-08278", "uk-1163-T-09637", "uk-1163-T-10833", "uk-1163-T-13280", "uk-1163-T-16643", "uk-1163-T-18074", "uk-1163-T-18983", "uk-1163-T-00471", "uk-1163-T-01581", "uk-1163-T-03708", "uk-1163-T-03879", "uk-1163-T-07524", "uk-1163-T-09069", "uk-1163-T-11052", "uk-1163-T-11645", "uk-1163-T-15760", "uk-1163-T-17172", "uk-1163-T-18857", "uk-1163-T-03820", "uk-1163-T-05526", "uk-1163-T-14547", "uk-1163-T-06467", "uk-1163-T-09853", "uk-1163-T-17437", "uk-1163-T-00295", "uk-1163-T-06833", "uk-1163-T-09500", "uk-1163-T-12205", "uk-1163-T-17025", "uk-1163-T-18616", "uk-1163-T-19440", "uk-1163-T-08197", "uk-1163-T-12609", "uk-1163-T-18038", "uk-1163-T-19305", "uk-1163-T-09410", "uk-1163-T-12528", "uk-1163-T-17284", "uk-1163-T-19195", "uk-1163-T-12140", "uk-1163-T-16444", "uk-1163-T-07703", "uk-1163-T-08072", "uk-1163-T-04052", "uk-1163-T-06806", "uk-1163-T-07707", "uk-1163-T-11957", "uk-1163-T-14908", "uk-1163-T-19946", "uk-1163-T-04263", "uk-1163-T-04998", "uk-1163-T-07867", "uk-1163-T-11912", "uk-1163-T-13439", "uk-1163-T-14924", "uk-1163-T-16461", "uk-1163-T-20043", "uk-1163-T-03772", "uk-1163-T-04309", "uk-1163-T-04806", "uk-1163-T-07969", "uk-1163-T-11634", "uk-1163-T-12927", "uk-1163-T-15926", "uk-1163-T-18612", "uk-1163-T-20023", "uk-1163-T-20227", "uk-1163-T-21784", "uk-1163-T-04722", "uk-1163-T-10321", "uk-1163-T-18938", "uk-1163-T-20740", "uk-1163-T-02538", "uk-1163-T-07555", "uk-1163-T-20000", "uk-1163-T-03352", "uk-1163-T-04946", "uk-1163-T-06571", "uk-1163-T-08303", "uk-1163-T-10952", "uk-1163-T-18562", "uk-1163-T-21266", "uk-1163-T-01170", "uk-1163-T-03980", "uk-1163-T-06849", "uk-1163-T-09092", "uk-1163-T-14338", "uk-1163-T-16047", "uk-1163-T-17418", "uk-1163-T-02642", "uk-1163-T-04334", "uk-1163-T-09002", "uk-1163-T-09334", "uk-1163-T-11383", "uk-1163-T-15918", "uk-1163-T-17500", "uk-1163-T-02797", "uk-1163-T-11654", "uk-1163-T-00370", "uk-1163-T-03466", "uk-1163-T-07607" ], "employment": { "value": 8000, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-11-9072", "us-soc-11-9179", "us-soc-11-9199", "us-soc-13-1082", "us-soc-33-1011", "us-soc-33-1021", "us-soc-33-2022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 33, 44 ], "band": "low", "headlineShare": 0.30985358132172525, "headlineShareRange": [ 0.26790660862682997, 0.35813217253660445 ], "scoredTaskCount": 174 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "61 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1171", "market": "uk", "socCode": "1171", "title": "Health services and public health managers and directors", "slug": "health-services-and-public-health-managers-and-directors", "description": "Managers and directors in this unit group plan, organise, direct and co-ordinate the resources and activities of health care providers and purchasers at both district and unit levels.", "taskIds": [ "uk-1171-T-00817", "uk-1171-T-05517", "uk-1171-T-06428", "uk-1171-T-07894", "uk-1171-T-08231", "uk-1171-T-09979", "uk-1171-T-13119", "uk-1171-T-14454", "uk-1171-T-15562", "uk-1171-T-18658", "uk-1171-T-21459", "uk-1171-T-04593", "uk-1171-T-05803", "uk-1171-T-06460", "uk-1171-T-08114", "uk-1171-T-08999", "uk-1171-T-12418", "uk-1171-T-15155", "uk-1171-T-15873", "uk-1171-T-17248", "uk-1171-T-18991", "uk-1171-T-19977", "uk-1171-T-01617", "uk-1171-T-04591", "uk-1171-T-05526", "uk-1171-T-05852", "uk-1171-T-06871", "uk-1171-T-08220", "uk-1171-T-08784", "uk-1171-T-09031", "uk-1171-T-10850", "uk-1171-T-13465", "uk-1171-T-15732", "uk-1171-T-16810", "uk-1171-T-17022", "uk-1171-T-17461", "uk-1171-T-18719", "uk-1171-T-19909", "uk-1171-T-21855", "uk-1171-T-03757", "uk-1171-T-09120", "uk-1171-T-13517", "uk-1171-T-16862", "uk-1171-T-20671", "uk-1171-T-00715", "uk-1171-T-04590", "uk-1171-T-04643", "uk-1171-T-12275", "uk-1171-T-13870", "uk-1171-T-17139", "uk-1171-T-18291", "uk-1171-T-19566", "uk-1171-T-20644", "uk-1171-T-00841", "uk-1171-T-07248", "uk-1171-T-00820", "uk-1171-T-03250", "uk-1171-T-04782", "uk-1171-T-07139", "uk-1171-T-07921", "uk-1171-T-09918", "uk-1171-T-12377", "uk-1171-T-12442", "uk-1171-T-13485", "uk-1171-T-14471", "uk-1171-T-19260", "uk-1171-T-21688", "uk-1171-T-00875", "uk-1171-T-03643", "uk-1171-T-04359", "uk-1171-T-04965", "uk-1171-T-07852", "uk-1171-T-08682", "uk-1171-T-11751", "uk-1171-T-12394", "uk-1171-T-12519", "uk-1171-T-12679", "uk-1171-T-14479", "uk-1171-T-15074", "uk-1171-T-17435", "uk-1171-T-19299", "uk-1171-T-19947", "uk-1171-T-20050", "uk-1171-T-02126", "uk-1171-T-04308", "uk-1171-T-04732", "uk-1171-T-04976", "uk-1171-T-08240", "uk-1171-T-09925", "uk-1171-T-12344", "uk-1171-T-12480", "uk-1171-T-12544", "uk-1171-T-13707", "uk-1171-T-14502", "uk-1171-T-16899", "uk-1171-T-19271", "uk-1171-T-19936", "uk-1171-T-19963", "uk-1171-T-21136", "uk-1171-T-21916", "uk-1171-T-04763", "uk-1171-T-07246", "uk-1171-T-14350", "uk-1171-T-15060", "uk-1171-T-20719", "uk-1171-T-05605", "uk-1171-T-11439", "uk-1171-T-13701", "uk-1171-T-14681", "uk-1171-T-18039", "uk-1171-T-20138" ], "employment": { "value": 86300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 61573, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9111", "us-soc-29-2072" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 51, "occScoreRange": [ 45, 57 ], "band": "partial", "headlineShare": 0.41481950601646594, "headlineShareRange": [ 0.35085497150094985, 0.4686510449651679 ], "scoredTaskCount": 111 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "46 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1172", "market": "uk", "socCode": "1172", "title": "Social services managers and directors", "slug": "social-services-managers-and-directors", "description": "Social services managers and directors plan, organise, direct and co-ordinate the resources and commission the services necessary to protect the welfare of certain groups within local authorities including children and young people, families under stress, people with disabilities, elderly people and people needing help as a result of illness.", "taskIds": [ "uk-1172-T-01611", "uk-1172-T-08007", "uk-1172-T-00298", "uk-1172-T-03315", "uk-1172-T-07038", "uk-1172-T-08164", "uk-1172-T-09031", "uk-1172-T-12357", "uk-1172-T-12447", "uk-1172-T-17481", "uk-1172-T-20050", "uk-1172-T-00951", "uk-1172-T-04670", "uk-1172-T-08598", "uk-1172-T-09977", "uk-1172-T-12386", "uk-1172-T-16652", "uk-1172-T-18083", "uk-1172-T-01753", "uk-1172-T-04914", "uk-1172-T-11789", "uk-1172-T-13643", "uk-1172-T-15789", "uk-1172-T-18250", "uk-1172-T-03394", "uk-1172-T-05173", "uk-1172-T-12563", "uk-1172-T-18030", "uk-1172-T-14361", "uk-1172-T-14485" ], "employment": { "value": 35600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 48549, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 34, 46 ], "band": "partial", "headlineShare": 0.2579281183932347, "headlineShareRange": [ 0.22410147991543342, 0.2938689217758986 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1211", "market": "uk", "socCode": "1211", "title": "Managers and proprietors in agriculture and horticulture", "slug": "managers-and-proprietors-in-agriculture-and-horticulture", "description": "Managers and proprietors in this unit group plan, organise and co-ordinate the activities and resources of farming and mixed farming establishments cultivating arable crops, fruits, trees and shrubs, and/or raising cattle, sheep, pigs and poultry. Managers and proprietors in horticulture oversee the production of plants for wholesale and/or retail.", "taskIds": [ "uk-1211-T-00167", "uk-1211-T-01181", "uk-1211-T-04076", "uk-1211-T-06148", "uk-1211-T-07852", "uk-1211-T-00915", "uk-1211-T-01430", "uk-1211-T-04854", "uk-1211-T-06403", "uk-1211-T-07122", "uk-1211-T-08757", "uk-1211-T-11438", "uk-1211-T-12377", "uk-1211-T-13198", "uk-1211-T-13799", "uk-1211-T-14541", "uk-1211-T-15151", "uk-1211-T-19974", "uk-1211-T-00574", "uk-1211-T-02609", "uk-1211-T-04781", "uk-1211-T-04890", "uk-1211-T-06537", "uk-1211-T-10280", "uk-1211-T-10769", "uk-1211-T-11853", "uk-1211-T-11949", "uk-1211-T-12514", "uk-1211-T-12534", "uk-1211-T-13615", "uk-1211-T-13644", "uk-1211-T-15156", "uk-1211-T-15224", "uk-1211-T-15258", "uk-1211-T-15849", "uk-1211-T-16921", "uk-1211-T-19856", "uk-1211-T-20077", "uk-1211-T-20645", "uk-1211-T-04557", "uk-1211-T-06618", "uk-1211-T-11879", "uk-1211-T-12150", "uk-1211-T-12479", "uk-1211-T-14161", "uk-1211-T-15323", "uk-1211-T-16273", "uk-1211-T-17251", "uk-1211-T-17586", "uk-1211-T-06728", "uk-1211-T-16634", "uk-1211-T-19663" ], "employment": { "value": 40300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 38182, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9013" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 29, 41 ], "band": "low", "headlineShare": 0.2296195652173915, "headlineShareRange": [ 0.1915760869565219, 0.3247282608695654 ], "scoredTaskCount": 52 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "19 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1212", "market": "uk", "socCode": "1212", "title": "Managers and proprietors in forestry, fishing and related services", "slug": "managers-and-proprietors-in-forestry-fishing-and-related-services", "description": "Managers and proprietors in this unit group plan, organise and co-ordinate the activities and resources of forestry, fishing, animal husbandry and related operations and establishments.", "taskIds": [ "uk-1212-T-00712", "uk-1212-T-07188", "uk-1212-T-13757", "uk-1212-T-16854", "uk-1212-T-03420", "uk-1212-T-02659", "uk-1212-T-06674", "uk-1212-T-08240", "uk-1212-T-10386", "uk-1212-T-11827", "uk-1212-T-12471", "uk-1212-T-14758", "uk-1212-T-17753", "uk-1212-T-18720", "uk-1212-T-20794", "uk-1212-T-00289", "uk-1212-T-02407", "uk-1212-T-07622", "uk-1212-T-10245", "uk-1212-T-10280", "uk-1212-T-11123", "uk-1212-T-13131", "uk-1212-T-14215", "uk-1212-T-14561", "uk-1212-T-18541", "uk-1212-T-01445", "uk-1212-T-01217", "uk-1212-T-01678", "uk-1212-T-13282", "uk-1212-T-15374", "uk-1212-T-19865", "uk-1212-T-02476", "uk-1212-T-08086", "uk-1212-T-08930", "uk-1212-T-12102", "uk-1212-T-12165", "uk-1212-T-14746", "uk-1212-T-15130", "uk-1212-T-16841", "uk-1212-T-17365", "uk-1212-T-19140", "uk-1212-T-07549", "uk-1212-T-11828", "uk-1212-T-17786", "uk-1212-T-08468", "uk-1212-T-00402", "uk-1212-T-00583", "uk-1212-T-08186", "uk-1212-T-00488", "uk-1212-T-00643", "uk-1212-T-03340", "uk-1212-T-06927", "uk-1212-T-07923", "uk-1212-T-08311", "uk-1212-T-10775", "uk-1212-T-12516", "uk-1212-T-15043", "uk-1212-T-15290", "uk-1212-T-16346", "uk-1212-T-16559", "uk-1212-T-20249", "uk-1212-T-00999", "uk-1212-T-03523", "uk-1212-T-04921", "uk-1212-T-07070", "uk-1212-T-07993", "uk-1212-T-08419", "uk-1212-T-10288", "uk-1212-T-11027", "uk-1212-T-11744", "uk-1212-T-12858", "uk-1212-T-13100", "uk-1212-T-13411", "uk-1212-T-13626", "uk-1212-T-14671", "uk-1212-T-15092", "uk-1212-T-15840", "uk-1212-T-16393", "uk-1212-T-19004", "uk-1212-T-19935", "uk-1212-T-20259", "uk-1212-T-03621", "uk-1212-T-05018", "uk-1212-T-07753", "uk-1212-T-07760", "uk-1212-T-09936", "uk-1212-T-10753", "uk-1212-T-10973", "uk-1212-T-11410", "uk-1212-T-12919", "uk-1212-T-13219", "uk-1212-T-13512", "uk-1212-T-13681", "uk-1212-T-14681", "uk-1212-T-15900", "uk-1212-T-16163", "uk-1212-T-16504", "uk-1212-T-19879", "uk-1212-T-20331", "uk-1212-T-03641", "uk-1212-T-17774", "uk-1212-T-07623", "uk-1212-T-06458", "uk-1212-T-10705", "uk-1212-T-13305", "uk-1212-T-20679", "uk-1212-T-00325", "uk-1212-T-08330", "uk-1212-T-11168", "uk-1212-T-15015", "uk-1212-T-18424", "uk-1212-T-21078", "uk-1212-T-21300", "uk-1212-T-03658", "uk-1212-T-08756", "uk-1212-T-12539", "uk-1212-T-12599", "uk-1212-T-15152", "uk-1212-T-20381", "uk-1212-T-04354" ], "employment": { "value": 18600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33011, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9013", "us-soc-19-1032" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 26, 37 ], "band": "low", "headlineShare": 0.2007240547063555, "headlineShareRange": [ 0.2007240547063555, 0.28559935639581646 ], "scoredTaskCount": 168 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "51 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1221", "market": "uk", "socCode": "1221", "title": "Hotel and accommodation managers and proprietors", "slug": "hotel-and-accommodation-managers-and-proprietors", "description": "Hotel and accommodation managers and proprietors plan, organise, direct and co-ordinate the activities and resources of halls of residence, hotels, hostels, caravan sites, holiday camps, holiday flats and chalets, and organise the domestic, catering, and entertainment facilities on passenger ships.", "taskIds": [ "uk-1221-T-00143", "uk-1221-T-01053", "uk-1221-T-09204", "uk-1221-T-12943", "uk-1221-T-18245", "uk-1221-T-18267", "uk-1221-T-18268", "uk-1221-T-00043", "uk-1221-T-00721", "uk-1221-T-01418", "uk-1221-T-04397", "uk-1221-T-04700", "uk-1221-T-04821", "uk-1221-T-04888", "uk-1221-T-04995", "uk-1221-T-07852", "uk-1221-T-07864", "uk-1221-T-07925", "uk-1221-T-08005", "uk-1221-T-08175", "uk-1221-T-10295", "uk-1221-T-11859", "uk-1221-T-12453", "uk-1221-T-12497", "uk-1221-T-12586", "uk-1221-T-12590", "uk-1221-T-12620", "uk-1221-T-13429", "uk-1221-T-13432", "uk-1221-T-13748", "uk-1221-T-14418", "uk-1221-T-14441", "uk-1221-T-15516", "uk-1221-T-18857", "uk-1221-T-20097", "uk-1221-T-20719", "uk-1221-T-00916", "uk-1221-T-04391", "uk-1221-T-04981", "uk-1221-T-05281", "uk-1221-T-06596", "uk-1221-T-08985", "uk-1221-T-09898", "uk-1221-T-09926", "uk-1221-T-10360", "uk-1221-T-10373", "uk-1221-T-12407", "uk-1221-T-14553", "uk-1221-T-15142", "uk-1221-T-17432", "uk-1221-T-18848", "uk-1221-T-19302", "uk-1221-T-19304", "uk-1221-T-19960" ], "employment": { "value": 41300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36419, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9081" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 34, 46 ], "band": "partial", "headlineShare": 0.25178147268408513, "headlineShareRange": [ 0.19714964370546292, 0.3277909738717334 ], "scoredTaskCount": 54 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1222", "market": "uk", "socCode": "1222", "title": "Restaurant and catering establishment managers and proprietors", "slug": "restaurant-and-catering-establishment-managers-and-proprietors", "description": "Restaurant and catering establishment managers and proprietors plan, direct and co-ordinate the catering services of restaurants, hotels and large-scale catering services within other organisations.", "taskIds": [ "uk-1222-T-00136", "uk-1222-T-09208", "uk-1222-T-00721", "uk-1222-T-00788", "uk-1222-T-01082", "uk-1222-T-01365", "uk-1222-T-04887", "uk-1222-T-04888", "uk-1222-T-04922", "uk-1222-T-07852", "uk-1222-T-07864", "uk-1222-T-07890", "uk-1222-T-08066", "uk-1222-T-09986", "uk-1222-T-10997", "uk-1222-T-11869", "uk-1222-T-12100", "uk-1222-T-12109", "uk-1222-T-12377", "uk-1222-T-12599", "uk-1222-T-12605", "uk-1222-T-13237", "uk-1222-T-13432", "uk-1222-T-14255", "uk-1222-T-14594", "uk-1222-T-16899", "uk-1222-T-18232", "uk-1222-T-18860", "uk-1222-T-02002", "uk-1222-T-03759", "uk-1222-T-06706", "uk-1222-T-08249", "uk-1222-T-09861", "uk-1222-T-13207", "uk-1222-T-13288", "uk-1222-T-13533", "uk-1222-T-13834", "uk-1222-T-14299", "uk-1222-T-14395", "uk-1222-T-15073", "uk-1222-T-15182", "uk-1222-T-15197", "uk-1222-T-17053", "uk-1222-T-17414", "uk-1222-T-18283", "uk-1222-T-18606", "uk-1222-T-18720", "uk-1222-T-19260", "uk-1222-T-20674", "uk-1222-T-20719", "uk-1222-T-21646", "uk-1222-T-03115", "uk-1222-T-08195", "uk-1222-T-11175", "uk-1222-T-12535", "uk-1222-T-13501", "uk-1222-T-14912", "uk-1222-T-15922", "uk-1222-T-20505", "uk-1222-T-07859", "uk-1222-T-00917", "uk-1222-T-00955", "uk-1222-T-04862", "uk-1222-T-06596", "uk-1222-T-06787", "uk-1222-T-08307", "uk-1222-T-10974", "uk-1222-T-11273", "uk-1222-T-13162", "uk-1222-T-13614", "uk-1222-T-14600", "uk-1222-T-15181", "uk-1222-T-17410", "uk-1222-T-04878", "uk-1222-T-08917", "uk-1222-T-09213", "uk-1222-T-10006", "uk-1222-T-12200", "uk-1222-T-15993", "uk-1222-T-16292", "uk-1222-T-17364", "uk-1222-T-19402", "uk-1222-T-19505", "uk-1222-T-08188", "uk-1222-T-09220" ], "employment": { "value": 140500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31692, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9051" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 44, "occScoreRange": [ 38, 50 ], "band": "partial", "headlineShare": 0.3624943921040829, "headlineShareRange": [ 0.3140421713772994, 0.4549125168236884 ], "scoredTaskCount": 152 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1223", "market": "uk", "socCode": "1223", "title": "Publicans and managers of licensed premises", "slug": "publicans-and-managers-of-licensed-premises", "description": "Publicans and managers of licensed premises organise, direct and co-ordinate the activities and resources of public houses (non-residential and residential) and bar and catering facilities at non-residential clubs.", "taskIds": [ "uk-1223-T-07890", "uk-1223-T-01353", "uk-1223-T-02228", "uk-1223-T-06345", "uk-1223-T-07852", "uk-1223-T-08000", "uk-1223-T-08051", "uk-1223-T-10997", "uk-1223-T-12599", "uk-1223-T-12605", "uk-1223-T-13432", "uk-1223-T-17409", "uk-1223-T-17420", "uk-1223-T-19204", "uk-1223-T-20652", "uk-1223-T-20656", "uk-1223-T-00338", "uk-1223-T-01418", "uk-1223-T-03387", "uk-1223-T-08090", "uk-1223-T-09410", "uk-1223-T-11858", "uk-1223-T-12379", "uk-1223-T-12837", "uk-1223-T-13743", "uk-1223-T-19210", "uk-1223-T-20024", "uk-1223-T-20719", "uk-1223-T-01391", "uk-1223-T-03233", "uk-1223-T-07621", "uk-1223-T-10386", "uk-1223-T-12072", "uk-1223-T-12383", "uk-1223-T-13098", "uk-1223-T-13533", "uk-1223-T-17393", "uk-1223-T-18839", "uk-1223-T-19228", "uk-1223-T-00373", "uk-1223-T-01676", "uk-1223-T-03747", "uk-1223-T-04345", "uk-1223-T-11733", "uk-1223-T-12555", "uk-1223-T-14348", "uk-1223-T-17353", "uk-1223-T-18398", "uk-1223-T-19303", "uk-1223-T-03793", "uk-1223-T-14674", "uk-1223-T-14986" ], "employment": { "value": 31100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 38043, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9081" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 30, 41 ], "band": "low", "headlineShare": 0.20398009950248738, "headlineShareRange": [ 0.20398009950248738, 0.2574626865671639 ], "scoredTaskCount": 52 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1224", "market": "uk", "socCode": "1224", "title": "Leisure and sports managers and proprietors", "slug": "leisure-and-sports-managers-and-proprietors", "description": "Leisure and sports managers organise and proprietors, direct and co-ordinate the activities and resources required for the provision of sporting, artistic, theatrical and other recreational and amenity services.", "taskIds": [ "uk-1224-T-00721", "uk-1224-T-10899", "uk-1224-T-18861", "uk-1224-T-10089", "uk-1224-T-11462", "uk-1224-T-04362", "uk-1224-T-15209", "uk-1224-T-07618", "uk-1224-T-15229", "uk-1224-T-20379", "uk-1224-T-21800", "uk-1224-T-21770", "uk-1224-T-17312", "uk-1224-T-19794", "uk-1224-T-18360", "uk-1224-T-20377", "uk-1224-T-10903", "uk-1224-T-09978", "uk-1224-T-12649", "uk-1224-T-14597", "uk-1224-T-16550", "uk-1224-T-11745", "uk-1224-T-14583", "uk-1224-T-17397", "uk-1224-T-19796", "uk-1224-T-04273", "uk-1224-T-07852", "uk-1224-T-20652", "uk-1224-T-00372", "uk-1224-T-04694", "uk-1224-T-04888", "uk-1224-T-06402", "uk-1224-T-07889", "uk-1224-T-13380", "uk-1224-T-14509", "uk-1224-T-20012", "uk-1224-T-01375", "uk-1224-T-04359", "uk-1224-T-04836", "uk-1224-T-06679", "uk-1224-T-08422", "uk-1224-T-09915", "uk-1224-T-11729", "uk-1224-T-14501", "uk-1224-T-16297", "uk-1224-T-16899", "uk-1224-T-17416", "uk-1224-T-19990", "uk-1224-T-21109", "uk-1224-T-00463", "uk-1224-T-03543", "uk-1224-T-04780", "uk-1224-T-05175", "uk-1224-T-05727", "uk-1224-T-07956", "uk-1224-T-09134", "uk-1224-T-11633", "uk-1224-T-12383", "uk-1224-T-14317", "uk-1224-T-15428", "uk-1224-T-16321", "uk-1224-T-17157", "uk-1224-T-18231", "uk-1224-T-20632", "uk-1224-T-21035", "uk-1224-T-21871", "uk-1224-T-01346", "uk-1224-T-05655", "uk-1224-T-06904", "uk-1224-T-09412", "uk-1224-T-10678", "uk-1224-T-12475", "uk-1224-T-14315", "uk-1224-T-14359", "uk-1224-T-16630", "uk-1224-T-19969", "uk-1224-T-20419", "uk-1224-T-05695", "uk-1224-T-09513", "uk-1224-T-10840", "uk-1224-T-12681", "uk-1224-T-07171", "uk-1224-T-09948", "uk-1224-T-10906", "uk-1224-T-12501", "uk-1224-T-14149", "uk-1224-T-16271", "uk-1224-T-04731", "uk-1224-T-09777", "uk-1224-T-12513", "uk-1224-T-13909", "uk-1224-T-15458", "uk-1224-T-00152", "uk-1224-T-06326", "uk-1224-T-07781", "uk-1224-T-12399", "uk-1224-T-12687", "uk-1224-T-14523", "uk-1224-T-06214", "uk-1224-T-18494", "uk-1224-T-04060", "uk-1224-T-06315", "uk-1224-T-07741", "uk-1224-T-14514", "uk-1224-T-16172", "uk-1224-T-21105", "uk-1224-T-07342", "uk-1224-T-18487", "uk-1224-T-10897", "uk-1224-T-11276", "uk-1224-T-06179", "uk-1224-T-07977", "uk-1224-T-12157", "uk-1224-T-15287", "uk-1224-T-20616", "uk-1224-T-04733", "uk-1224-T-06721", "uk-1224-T-08196", "uk-1224-T-10257", "uk-1224-T-13404", "uk-1224-T-20009", "uk-1224-T-04350", "uk-1224-T-07623", "uk-1224-T-12035", "uk-1224-T-14277", "uk-1224-T-17454", "uk-1224-T-02082", "uk-1224-T-04744", "uk-1224-T-07718", "uk-1224-T-08564", "uk-1224-T-11828", "uk-1224-T-13019", "uk-1224-T-14609", "uk-1224-T-17126", "uk-1224-T-17788", "uk-1224-T-11966", "uk-1224-T-15834", "uk-1224-T-18534", "uk-1224-T-02211", "uk-1224-T-10086", "uk-1224-T-11972", "uk-1224-T-13691", "uk-1224-T-17166", "uk-1224-T-18330", "uk-1224-T-05986", "uk-1224-T-10009", "uk-1224-T-10902", "uk-1224-T-02151", "uk-1224-T-07761", "uk-1224-T-13688", "uk-1224-T-16289", "uk-1224-T-09042", "uk-1224-T-11261", "uk-1224-T-16771", "uk-1224-T-07356", "uk-1224-T-09450", "uk-1224-T-12706", "uk-1224-T-18928", "uk-1224-T-09837" ], "employment": { "value": 60500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36026, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9071", "us-soc-11-9072", "us-soc-11-9179", "us-soc-11-9199", "us-soc-13-1082" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 36, 47 ], "band": "partial", "headlineShare": 0.2466237942122191, "headlineShareRange": [ 0.1954983922829585, 0.37588424437299117 ], "scoredTaskCount": 213 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "48 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1225", "market": "uk", "socCode": "1225", "title": "Travel agency managers and proprietors", "slug": "travel-agency-managers-and-proprietors", "description": "Travel agency managers and proprietors plan, organise, direct and co-ordinate the resources and activities of travel agencies and booking offices.", "taskIds": [ "uk-1225-T-02282", "uk-1225-T-16303", "uk-1225-T-19160", "uk-1225-T-00136", "uk-1225-T-02473", "uk-1225-T-06310", "uk-1225-T-07275", "uk-1225-T-11855", "uk-1225-T-12520", "uk-1225-T-12810", "uk-1225-T-16077", "uk-1225-T-17401", "uk-1225-T-18330", "uk-1225-T-19601", "uk-1225-T-03486", "uk-1225-T-05544", "uk-1225-T-06624", "uk-1225-T-11436", "uk-1225-T-12377", "uk-1225-T-12670", "uk-1225-T-13376", "uk-1225-T-16515", "uk-1225-T-17285", "uk-1225-T-18070", "uk-1225-T-19304", "uk-1225-T-19613", "uk-1225-T-04888", "uk-1225-T-07758", "uk-1225-T-12712", "uk-1225-T-13534", "uk-1225-T-16744", "uk-1225-T-04559", "uk-1225-T-06549", "uk-1225-T-11222", "uk-1225-T-14566" ], "employment": { "value": 10400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35105, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9072", "us-soc-11-9179", "us-soc-11-9199", "us-soc-13-1082" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 58, "occScoreRange": [ 52, 64 ], "band": "partial", "headlineShare": 0.5106382978723403, "headlineShareRange": [ 0.402482269503546, 0.5957446808510638 ], "scoredTaskCount": 35 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1231", "market": "uk", "socCode": "1231", "title": "Health care practice managers", "slug": "health-care-practice-managers", "description": "Healthcare practice managers plan, organise, direct and co-ordinate the work and resources of medical, dental and other types of healthcare practice, including veterinary practices.", "taskIds": [ "uk-1231-T-01753", "uk-1231-T-04896", "uk-1231-T-08240", "uk-1231-T-12450", "uk-1231-T-12677", "uk-1231-T-01340", "uk-1231-T-04359", "uk-1231-T-07632", "uk-1231-T-10012", "uk-1231-T-11751", "uk-1231-T-12656", "uk-1231-T-14350", "uk-1231-T-15073", "uk-1231-T-19947", "uk-1231-T-00193", "uk-1231-T-03643", "uk-1231-T-09824", "uk-1231-T-10983", "uk-1231-T-15412", "uk-1231-T-02931", "uk-1231-T-07246", "uk-1231-T-09918", "uk-1231-T-18568", "uk-1231-T-19299", "uk-1231-T-02126", "uk-1231-T-04732", "uk-1231-T-10018", "uk-1231-T-12384", "uk-1231-T-19271", "uk-1231-T-04782", "uk-1231-T-19912", "uk-1231-T-11187", "uk-1231-T-12655", "uk-1231-T-12672", "uk-1231-T-04888", "uk-1231-T-12504", "uk-1231-T-14479", "uk-1231-T-17422", "uk-1231-T-20016", "uk-1231-T-14246", "uk-1231-T-04780", "uk-1231-T-12586", "uk-1231-T-13485", "uk-1231-T-14557", "uk-1231-T-21136", "uk-1231-T-00429", "uk-1231-T-06600", "uk-1231-T-14877", "uk-1231-T-12451", "uk-1231-T-12680", "uk-1231-T-17440", "uk-1231-T-12671", "uk-1231-T-14480", "uk-1231-T-17419" ], "employment": { "value": 27200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 42559, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-31-9094", "us-soc-43-6013" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 49, "occScoreRange": [ 43, 55 ], "band": "partial", "headlineShare": 0.41056485355648525, "headlineShareRange": [ 0.3551255230125522, 0.43514644351464427 ], "scoredTaskCount": 124 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "19 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1232", "market": "uk", "socCode": "1232", "title": "Residential, day and domiciliary care managers and proprietors", "slug": "residential-day-and-domiciliary-care-managers-and-proprietors", "description": "Managers and proprietors in this group plan, organise, direct and co-ordinate the resources necessary in the provision and running of residential and day care establishments and domiciliary care services for persons who require support or specialised care and/or supervision.", "taskIds": [ "uk-1232-T-17458", "uk-1232-T-16495", "uk-1232-T-06081", "uk-1232-T-07201", "uk-1232-T-15515", "uk-1232-T-02209", "uk-1232-T-06747", "uk-1232-T-15448", "uk-1232-T-18474", "uk-1232-T-00753", "uk-1232-T-07140", "uk-1232-T-09395", "uk-1232-T-17163", "uk-1232-T-02036", "uk-1232-T-06669", "uk-1232-T-07039", "uk-1232-T-13406", "uk-1232-T-14296", "uk-1232-T-15170", "uk-1232-T-15597", "uk-1232-T-03398", "uk-1232-T-03402", "uk-1232-T-06222", "uk-1232-T-15485", "uk-1232-T-16992", "uk-1232-T-08228", "uk-1232-T-06397", "uk-1232-T-09343", "uk-1232-T-13211", "uk-1232-T-17413", "uk-1232-T-01447", "uk-1232-T-06735", "uk-1232-T-10386", "uk-1232-T-11462", "uk-1232-T-16835", "uk-1232-T-18278", "uk-1232-T-01388", "uk-1232-T-08603", "uk-1232-T-11019", "uk-1232-T-13743", "uk-1232-T-18071", "uk-1232-T-19743", "uk-1232-T-02037", "uk-1232-T-10142", "uk-1232-T-04362", "uk-1232-T-07043", "uk-1232-T-01814", "uk-1232-T-17431", "uk-1232-T-06288", "uk-1232-T-09502", "uk-1232-T-11279", "uk-1232-T-16299", "uk-1232-T-03673", "uk-1232-T-06930", "uk-1232-T-16349", "uk-1232-T-16604", "uk-1232-T-02376", "uk-1232-T-04632", "uk-1232-T-07685", "uk-1232-T-16543", "uk-1232-T-19261", "uk-1232-T-03445", "uk-1232-T-13055", "uk-1232-T-14189" ], "employment": { "value": 71300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 42700, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-1021", "us-soc-11-9111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 35, 47 ], "band": "partial", "headlineShare": 0.2375643224699829, "headlineShareRange": [ 0.2375643224699829, 0.3919382504288167 ], "scoredTaskCount": 77 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1233", "market": "uk", "socCode": "1233", "title": "Early education and childcare services proprietors", "slug": "early-education-and-childcare-services-proprietors", "description": "Early childhood and childcare services proprietors plan, organise, direct and co-ordinate the activities and resources of residential or day nurseries, play groups, and similar establishments.", "taskIds": [ "uk-1233-T-01834", "uk-1233-T-03977", "uk-1233-T-20397", "uk-1233-T-00101", "uk-1233-T-03565", "uk-1233-T-06669", "uk-1233-T-07709", "uk-1233-T-09732", "uk-1233-T-13740", "uk-1233-T-14328", "uk-1233-T-15193", "uk-1233-T-16668", "uk-1233-T-19942", "uk-1233-T-00355", "uk-1233-T-04578", "uk-1233-T-07196", "uk-1233-T-07450", "uk-1233-T-08222", "uk-1233-T-09689", "uk-1233-T-11621", "uk-1233-T-13862", "uk-1233-T-14316", "uk-1233-T-15090", "uk-1233-T-15444", "uk-1233-T-17028", "uk-1233-T-19923", "uk-1233-T-01893", "uk-1233-T-07211", "uk-1233-T-07732", "uk-1233-T-09389", "uk-1233-T-11895", "uk-1233-T-14305", "uk-1233-T-15125", "uk-1233-T-15812", "uk-1233-T-18999", "uk-1233-T-08760", "uk-1233-T-13438", "uk-1233-T-14456" ], "employment": { "value": 6300, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-11-9031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 19, 30 ], "band": "low", "headlineShare": 0.1018062397372742, "headlineShareRange": [ 0.1018062397372742, 0.17898193760262723 ], "scoredTaskCount": 38 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1241", "market": "uk", "socCode": "1241", "title": "Managers in transport and distribution", "slug": "managers-in-transport-and-distribution", "description": "Managers in transport and distribution plan, organise, and co-ordinate the activities and resources necessary for the safe, efficient and economic movement of passengers and freight by road, rail, sea and air transport.", "taskIds": [ "uk-1241-T-02557", "uk-1241-T-07831", "uk-1241-T-14450", "uk-1241-T-00879", "uk-1241-T-04777", "uk-1241-T-07849", "uk-1241-T-09866", "uk-1241-T-11748", "uk-1241-T-12114", "uk-1241-T-13248", "uk-1241-T-14595", "uk-1241-T-15030", "uk-1241-T-16579", "uk-1241-T-18270", "uk-1241-T-20302", "uk-1241-T-01594", "uk-1241-T-04960", "uk-1241-T-06834", "uk-1241-T-08014", "uk-1241-T-10910", "uk-1241-T-11807", "uk-1241-T-11868", "uk-1241-T-12416", "uk-1241-T-12577", "uk-1241-T-15027", "uk-1241-T-15153", "uk-1241-T-17159", "uk-1241-T-18531", "uk-1241-T-21085", "uk-1241-T-06719", "uk-1241-T-08234", "uk-1241-T-11820", "uk-1241-T-12474", "uk-1241-T-15148", "uk-1241-T-18521", "uk-1241-T-18586", "uk-1241-T-13676", "uk-1241-T-00878", "uk-1241-T-02700", "uk-1241-T-06119", "uk-1241-T-10235", "uk-1241-T-12690", "uk-1241-T-14321", "uk-1241-T-20046", "uk-1241-T-00144", "uk-1241-T-04958", "uk-1241-T-06334", "uk-1241-T-08603", "uk-1241-T-10328", "uk-1241-T-12377", "uk-1241-T-13131", "uk-1241-T-14276", "uk-1241-T-15064", "uk-1241-T-18287", "uk-1241-T-20094", "uk-1241-T-00621", "uk-1241-T-01938", "uk-1241-T-04418", "uk-1241-T-09617", "uk-1241-T-10742", "uk-1241-T-12048", "uk-1241-T-12414", "uk-1241-T-02004", "uk-1241-T-08483", "uk-1241-T-10865", "uk-1241-T-13433", "uk-1241-T-14171", "uk-1241-T-17170", "uk-1241-T-07900", "uk-1241-T-08085", "uk-1241-T-13181", "uk-1241-T-15897", "uk-1241-T-18863", "uk-1241-T-04080", "uk-1241-T-07886", "uk-1241-T-13125", "uk-1241-T-13192", "uk-1241-T-15227", "uk-1241-T-17982", "uk-1241-T-19569", "uk-1241-T-09976", "uk-1241-T-13429", "uk-1241-T-16513", "uk-1241-T-18011", "uk-1241-T-18852", "uk-1241-T-20038", "uk-1241-T-03954", "uk-1241-T-09516", "uk-1241-T-12078", "uk-1241-T-13430", "uk-1241-T-13506", "uk-1241-T-15253", "uk-1241-T-18559", "uk-1241-T-12134", "uk-1241-T-13397", "uk-1241-T-01432", "uk-1241-T-14915", "uk-1241-T-00152", "uk-1241-T-04731", "uk-1241-T-04060", "uk-1241-T-06326", "uk-1241-T-07342", "uk-1241-T-09777", "uk-1241-T-10122", "uk-1241-T-11098", "uk-1241-T-12501", "uk-1241-T-13256", "uk-1241-T-14344", "uk-1241-T-14698", "uk-1241-T-15926", "uk-1241-T-18365", "uk-1241-T-01762", "uk-1241-T-04991", "uk-1241-T-07140", "uk-1241-T-07741", "uk-1241-T-09854", "uk-1241-T-10348", "uk-1241-T-11987", "uk-1241-T-12513", "uk-1241-T-13909", "uk-1241-T-14514", "uk-1241-T-15421", "uk-1241-T-16172", "uk-1241-T-18487", "uk-1241-T-01815", "uk-1241-T-06214", "uk-1241-T-07171", "uk-1241-T-07781", "uk-1241-T-09948", "uk-1241-T-11000", "uk-1241-T-12681", "uk-1241-T-14149", "uk-1241-T-14523", "uk-1241-T-15458", "uk-1241-T-16271", "uk-1241-T-18494", "uk-1241-T-02208", "uk-1241-T-06315", "uk-1241-T-07172", "uk-1241-T-12399", "uk-1241-T-12687", "uk-1241-T-15770", "uk-1241-T-18071", "uk-1241-T-18533", "uk-1241-T-21105", "uk-1241-T-02729", "uk-1241-T-12551", "uk-1241-T-13583", "uk-1241-T-12345", "uk-1241-T-13492", "uk-1241-T-11542", "uk-1241-T-12125", "uk-1241-T-12473", "uk-1241-T-13486", "uk-1241-T-11956", "uk-1241-T-16257", "uk-1241-T-13915", "uk-1241-T-18320" ], "employment": { "value": 85500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 47504, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3071" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 50, "occScoreRange": [ 44, 55 ], "band": "partial", "headlineShare": 0.42626447288238933, "headlineShareRange": [ 0.40371724558196265, 0.5188909201706283 ], "scoredTaskCount": 213 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1242", "market": "uk", "socCode": "1242", "title": "Managers in storage and warehousing", "slug": "managers-in-storage-and-warehousing", "description": "Managers in storage and warehousing plan, organise, and co-ordinate the activities and resources necessary for the safe and efficient receipt, storage and warehousing of goods and for the maintenance of stocks at an optimal level.", "taskIds": [ "uk-1242-T-00136", "uk-1242-T-01432", "uk-1242-T-04888", "uk-1242-T-06334", "uk-1242-T-08085", "uk-1242-T-09373", "uk-1242-T-11176", "uk-1242-T-12377", "uk-1242-T-13429", "uk-1242-T-14406", "uk-1242-T-15148", "uk-1242-T-20091", "uk-1242-T-21085", "uk-1242-T-00711", "uk-1242-T-03641", "uk-1242-T-04908", "uk-1242-T-06834", "uk-1242-T-08234", "uk-1242-T-09617", "uk-1242-T-11683", "uk-1242-T-12414", "uk-1242-T-13433", "uk-1242-T-14473", "uk-1242-T-20094", "uk-1242-T-21288", "uk-1242-T-00878", "uk-1242-T-03954", "uk-1242-T-05009", "uk-1242-T-07995", "uk-1242-T-09330", "uk-1242-T-10742", "uk-1242-T-12078", "uk-1242-T-12690", "uk-1242-T-13481", "uk-1242-T-14554", "uk-1242-T-17403", "uk-1242-T-20095", "uk-1242-T-21356", "uk-1242-T-01397", "uk-1242-T-04080", "uk-1242-T-06119", "uk-1242-T-08014", "uk-1242-T-09338", "uk-1242-T-10910", "uk-1242-T-12104", "uk-1242-T-13192", "uk-1242-T-14276", "uk-1242-T-15032", "uk-1242-T-20046", "uk-1242-T-21084" ], "employment": { "value": 71000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 37470, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3071" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 47, 59 ], "band": "partial", "headlineShare": 0.48143053645116923, "headlineShareRange": [ 0.3988995873452547, 0.5378266850068775 ], "scoredTaskCount": 50 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "28 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1243", "market": "uk", "socCode": "1243", "title": "Managers in logistics", "slug": "managers-in-logistics", "description": "Managers in logistics plan, co-ordinate and organise the supply chain of goods and services between the point of production and consumption, including their efficient transportation, storage and retailing.", "taskIds": [ "uk-1243-T-00124", "uk-1243-T-00829", "uk-1243-T-03319", "uk-1243-T-04760", "uk-1243-T-06632", "uk-1243-T-08565", "uk-1243-T-11193", "uk-1243-T-12494", "uk-1243-T-13181", "uk-1243-T-15215", "uk-1243-T-17493", "uk-1243-T-20983", "uk-1243-T-21272", "uk-1243-T-00185", "uk-1243-T-00912", "uk-1243-T-03320", "uk-1243-T-05334", "uk-1243-T-07053", "uk-1243-T-08628", "uk-1243-T-11640", "uk-1243-T-12647", "uk-1243-T-13636", "uk-1243-T-15267", "uk-1243-T-19261", "uk-1243-T-21149", "uk-1243-T-21909", "uk-1243-T-00693", "uk-1243-T-00936", "uk-1243-T-04362", "uk-1243-T-06561", "uk-1243-T-07788", "uk-1243-T-09996", "uk-1243-T-11674", "uk-1243-T-12999", "uk-1243-T-14473", "uk-1243-T-15807", "uk-1243-T-19616", "uk-1243-T-21183", "uk-1243-T-00694", "uk-1243-T-01275", "uk-1243-T-04629", "uk-1243-T-06585", "uk-1243-T-07936", "uk-1243-T-10427", "uk-1243-T-12340", "uk-1243-T-13145", "uk-1243-T-14478", "uk-1243-T-17449", "uk-1243-T-20066", "uk-1243-T-21260" ], "employment": { "value": 34900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 46143, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3071" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 52, "occScoreRange": [ 45, 58 ], "band": "partial", "headlineShare": 0.38911564625850353, "headlineShareRange": [ 0.3088435374149661, 0.45034013605442186 ], "scoredTaskCount": 50 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:43:40.166Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1251", "market": "uk", "socCode": "1251", "title": "Property, housing and estate managers", "slug": "property-housing-and-estate-managers", "description": "Property, housing and estate managers manage shopping centres, residential areas, offices and private estates, arrange for the sale, purchase, rental and leasing of property on behalf of clients and employers, and provide facilities management services for businesses", "taskIds": [ "uk-1251-T-01418", "uk-1251-T-07835", "uk-1251-T-03545", "uk-1251-T-07913", "uk-1251-T-14537", "uk-1251-T-18312", "uk-1251-T-00295", "uk-1251-T-04780", "uk-1251-T-07978", "uk-1251-T-08184", "uk-1251-T-09964", "uk-1251-T-12377", "uk-1251-T-14446", "uk-1251-T-14602", "uk-1251-T-19963", "uk-1251-T-02393", "uk-1251-T-04959", "uk-1251-T-08973", "uk-1251-T-11272", "uk-1251-T-12404", "uk-1251-T-13157", "uk-1251-T-14601", "uk-1251-T-17738", "uk-1251-T-20042", "uk-1251-T-04483", "uk-1251-T-08056", "uk-1251-T-11195", "uk-1251-T-12436", "uk-1251-T-13623", "uk-1251-T-14583", "uk-1251-T-16158", "uk-1251-T-18616", "uk-1251-T-21524", "uk-1251-T-00406", "uk-1251-T-06011", "uk-1251-T-09030", "uk-1251-T-11066", "uk-1251-T-12328", "uk-1251-T-14553", "uk-1251-T-15048", "uk-1251-T-18502", "uk-1251-T-21303", "uk-1251-T-04995", "uk-1251-T-09039", "uk-1251-T-11944", "uk-1251-T-15243", "uk-1251-T-04776", "uk-1251-T-10408", "uk-1251-T-12310", "uk-1251-T-12488", "uk-1251-T-14655", "uk-1251-T-19795", "uk-1251-T-12631", "uk-1251-T-07332", "uk-1251-T-14373", "uk-1251-T-19960", "uk-1251-T-01375", "uk-1251-T-12332", "uk-1251-T-00299", "uk-1251-T-02994", "uk-1251-T-07847", "uk-1251-T-11932", "uk-1251-T-12496", "uk-1251-T-13124", "uk-1251-T-18535", "uk-1251-T-20942", "uk-1251-T-01619", "uk-1251-T-06085", "uk-1251-T-11410", "uk-1251-T-13685", "uk-1251-T-18773", "uk-1251-T-00877", "uk-1251-T-02920", "uk-1251-T-05658", "uk-1251-T-08450", "uk-1251-T-11411", "uk-1251-T-12571", "uk-1251-T-13677", "uk-1251-T-18062", "uk-1251-T-19256", "uk-1251-T-00549", "uk-1251-T-03251", "uk-1251-T-06163", "uk-1251-T-11019", "uk-1251-T-12652", "uk-1251-T-14229", "uk-1251-T-18278", "uk-1251-T-19300", "uk-1251-T-03315", "uk-1251-T-07038", "uk-1251-T-12029", "uk-1251-T-12815", "uk-1251-T-15219", "uk-1251-T-19506", "uk-1251-T-03357", "uk-1251-T-07270", "uk-1251-T-12046", "uk-1251-T-12959", "uk-1251-T-15570", "uk-1251-T-19728", "uk-1251-T-04398", "uk-1251-T-12050", "uk-1251-T-12963", "uk-1251-T-20330", "uk-1251-T-04639", "uk-1251-T-13695", "uk-1251-T-13687", "uk-1251-T-05657", "uk-1251-T-07633", "uk-1251-T-08006", "uk-1251-T-06735", "uk-1251-T-09376", "uk-1251-T-13629", "uk-1251-T-20966", "uk-1251-T-07077", "uk-1251-T-13674", "uk-1251-T-17977", "uk-1251-T-20977", "uk-1251-T-00298", "uk-1251-T-01822", "uk-1251-T-08711", "uk-1251-T-12395", "uk-1251-T-14489", "uk-1251-T-17516", "uk-1251-T-19219", "uk-1251-T-00998", "uk-1251-T-04733", "uk-1251-T-00928", "uk-1251-T-02552", "uk-1251-T-07033", "uk-1251-T-09001", "uk-1251-T-14556", "uk-1251-T-18029", "uk-1251-T-01315", "uk-1251-T-04909", "uk-1251-T-07042", "uk-1251-T-09896", "uk-1251-T-13631", "uk-1251-T-15515", "uk-1251-T-18458", "uk-1251-T-01325", "uk-1251-T-04914", "uk-1251-T-07106", "uk-1251-T-10856", "uk-1251-T-14313", "uk-1251-T-15803", "uk-1251-T-18673", "uk-1251-T-00951", "uk-1251-T-04409", "uk-1251-T-04916", "uk-1251-T-08032", "uk-1251-T-14473", "uk-1251-T-17129" ], "employment": { "value": 207700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 43365, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3012", "us-soc-11-3013", "us-soc-11-3061", "us-soc-11-9131", "us-soc-11-9141", "us-soc-11-9171", "us-soc-41-9021", "us-soc-41-9022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 37, 48 ], "band": "partial", "headlineShare": 0.27068126520681285, "headlineShareRange": [ 0.22536496350364976, 0.37287104622871065 ], "scoredTaskCount": 231 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "31 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1252", "market": "uk", "socCode": "1252", "title": "Garage managers and proprietors", "slug": "garage-managers-and-proprietors", "description": "Garage managers and proprietors plan, organise, direct and co-ordinate the day-to-day running of garages and specialist vehicle maintenance and repair establishments.", "taskIds": [ "uk-1252-T-00721", "uk-1252-T-00185", "uk-1252-T-04213", "uk-1252-T-07272", "uk-1252-T-10091", "uk-1252-T-11615", "uk-1252-T-00449", "uk-1252-T-02950", "uk-1252-T-06179", "uk-1252-T-09724", "uk-1252-T-10394", "uk-1252-T-12498", "uk-1252-T-17428", "uk-1252-T-18555", "uk-1252-T-20740", "uk-1252-T-00137", "uk-1252-T-04364", "uk-1252-T-09545", "uk-1252-T-10977", "uk-1252-T-14215", "uk-1252-T-14235", "uk-1252-T-17164", "uk-1252-T-20667", "uk-1252-T-03748", "uk-1252-T-03751", "uk-1252-T-10225", "uk-1252-T-12871", "uk-1252-T-15271", "uk-1252-T-16722", "uk-1252-T-02472", "uk-1252-T-10303", "uk-1252-T-13256", "uk-1252-T-13396", "uk-1252-T-16641", "uk-1252-T-17837", "uk-1252-T-04924", "uk-1252-T-13321", "uk-1252-T-02676", "uk-1252-T-10868", "uk-1252-T-19934", "uk-1252-T-14021" ], "employment": { "value": 17700, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-11-9072", "us-soc-11-9179", "us-soc-11-9199", "us-soc-13-1082" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 33, 44 ], "band": "low", "headlineShare": 0.2641509433962264, "headlineShareRange": [ 0.2169811320754717, 0.4166666666666666 ], "scoredTaskCount": 41 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1253", "market": "uk", "socCode": "1253", "title": "Hairdressing and beauty salon managers and proprietors", "slug": "hairdressing-and-beauty-salon-managers-and-proprietors", "description": "Hairdressing and beauty salon managers and proprietors plan, organise, direct and co-ordinate the activities and resources of hairdressing and nail salons, beauty treatment, pet grooming and similar establishments.", "taskIds": [ "uk-1253-T-00136", "uk-1253-T-01340", "uk-1253-T-04888", "uk-1253-T-10123", "uk-1253-T-12085", "uk-1253-T-12600", "uk-1253-T-17480", "uk-1253-T-20066", "uk-1253-T-20728", "uk-1253-T-01590", "uk-1253-T-04314", "uk-1253-T-04815", "uk-1253-T-08618", "uk-1253-T-09962", "uk-1253-T-13348", "uk-1253-T-14260", "uk-1253-T-18961", "uk-1253-T-20720", "uk-1253-T-03773", "uk-1253-T-04650", "uk-1253-T-06596", "uk-1253-T-09713", "uk-1253-T-10380", "uk-1253-T-12144", "uk-1253-T-13534", "uk-1253-T-15236", "uk-1253-T-17244", "uk-1253-T-21481", "uk-1253-T-04612", "uk-1253-T-08230", "uk-1253-T-09852", "uk-1253-T-11736", "uk-1253-T-13837", "uk-1253-T-14580", "uk-1253-T-15621", "uk-1253-T-09829", "uk-1253-T-14766", "uk-1253-T-05729", "uk-1253-T-08603", "uk-1253-T-11462", "uk-1253-T-17433", "uk-1253-T-04362", "uk-1253-T-07702", "uk-1253-T-13743", "uk-1253-T-20379", "uk-1253-T-06168", "uk-1253-T-10386", "uk-1253-T-19743", "uk-1253-T-01949", "uk-1253-T-10142" ], "employment": { "value": 20400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29715, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9072", "us-soc-11-9179", "us-soc-11-9199", "us-soc-13-1082" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 33, 45 ], "band": "low", "headlineShare": 0.2564766839378238, "headlineShareRange": [ 0.1955958549222798, 0.31994818652849727 ], "scoredTaskCount": 50 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "26 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1254", "market": "uk", "socCode": "1254", "title": "Waste disposal and environmental services managers", "slug": "waste-disposal-and-environmental-services-managers", "description": "Waste disposal and environmental services managers plan, organise, direct and co-ordinate the operations and development of waste disposal and related environmental services facilities within private firms or public authorities.", "taskIds": [ "uk-1254-T-00866", "uk-1254-T-03396", "uk-1254-T-10326", "uk-1254-T-12435", "uk-1254-T-00940", "uk-1254-T-03500", "uk-1254-T-06880", "uk-1254-T-09523", "uk-1254-T-10373", "uk-1254-T-11888", "uk-1254-T-12597", "uk-1254-T-17358", "uk-1254-T-00997", "uk-1254-T-03758", "uk-1254-T-07351", "uk-1254-T-10155", "uk-1254-T-11800", "uk-1254-T-13270", "uk-1254-T-17187", "uk-1254-T-02385", "uk-1254-T-03892", "uk-1254-T-07364", "uk-1254-T-11828", "uk-1254-T-13313", "uk-1254-T-16441", "uk-1254-T-21610", "uk-1254-T-02508", "uk-1254-T-06082", "uk-1254-T-11847", "uk-1254-T-13847", "uk-1254-T-21023", "uk-1254-T-00468", "uk-1254-T-03441", "uk-1254-T-04959", "uk-1254-T-11007", "uk-1254-T-12241", "uk-1254-T-12406", "uk-1254-T-18330", "uk-1254-T-19741", "uk-1254-T-00717", "uk-1254-T-03763", "uk-1254-T-04966", "uk-1254-T-06418", "uk-1254-T-11012", "uk-1254-T-12337", "uk-1254-T-12376", "uk-1254-T-13180", "uk-1254-T-14525", "uk-1254-T-16465", "uk-1254-T-18634", "uk-1254-T-19965", "uk-1254-T-01709", "uk-1254-T-04865", "uk-1254-T-05274", "uk-1254-T-10058", "uk-1254-T-11040", "uk-1254-T-12348", "uk-1254-T-13482", "uk-1254-T-15507", "uk-1254-T-21685", "uk-1254-T-21846", "uk-1254-T-01827", "uk-1254-T-04879", "uk-1254-T-08562", "uk-1254-T-11561", "uk-1254-T-13932", "uk-1254-T-17398", "uk-1254-T-21843", "uk-1254-T-14011", "uk-1254-T-07532", "uk-1254-T-20109", "uk-1254-T-01807", "uk-1254-T-01830", "uk-1254-T-17326", "uk-1254-T-04868", "uk-1254-T-14231", "uk-1254-T-01023", "uk-1254-T-13770", "uk-1254-T-17164", "uk-1254-T-08282", "uk-1254-T-17143", "uk-1254-T-08103", "uk-1254-T-18287", "uk-1254-T-04384", "uk-1254-T-13152", "uk-1254-T-14111", "uk-1254-T-20297", "uk-1254-T-01183", "uk-1254-T-02623", "uk-1254-T-12538", "uk-1254-T-13249", "uk-1254-T-14191", "uk-1254-T-19297", "uk-1254-T-21316", "uk-1254-T-02567", "uk-1254-T-04379", "uk-1254-T-13131", "uk-1254-T-14004", "uk-1254-T-18368", "uk-1254-T-01819", "uk-1254-T-04363", "uk-1254-T-11951", "uk-1254-T-14215", "uk-1254-T-18279", "uk-1254-T-20668", "uk-1254-T-01022", "uk-1254-T-03649", "uk-1254-T-04733", "uk-1254-T-08422", "uk-1254-T-12055", "uk-1254-T-13497", "uk-1254-T-15064", "uk-1254-T-17908", "uk-1254-T-19961", "uk-1254-T-02425", "uk-1254-T-06922", "uk-1254-T-00168", "uk-1254-T-05496", "uk-1254-T-08603", "uk-1254-T-13515", "uk-1254-T-15189", "uk-1254-T-17484", "uk-1254-T-17956", "uk-1254-T-04737", "uk-1254-T-08349", "uk-1254-T-15580" ], "employment": { "value": 25500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 49763, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-7081" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 39, 51 ], "band": "partial", "headlineShare": 0.30301455301455316, "headlineShareRange": [ 0.2635135135135136, 0.4054054054054057 ], "scoredTaskCount": 129 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "57 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1255", "market": "uk", "socCode": "1255", "title": "Managers and directors in the creative industries", "slug": "managers-and-directors-in-the-creative-industries", "description": "Managers and directors in creative industries plan, organise, direct and co-ordinate the activities and resources of organisations in sectors such as arts, publishing, music, media, design and architecture.", "taskIds": [ "uk-1255-T-06295", "uk-1255-T-08077", "uk-1255-T-16302", "uk-1255-T-02794", "uk-1255-T-05371", "uk-1255-T-07454", "uk-1255-T-07885", "uk-1255-T-12807", "uk-1255-T-15082", "uk-1255-T-19025", "uk-1255-T-21091", "uk-1255-T-01442", "uk-1255-T-04841", "uk-1255-T-06885", "uk-1255-T-11704", "uk-1255-T-12596", 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"uk-1255-T-18295", "uk-1255-T-19430", "uk-1255-T-01600", "uk-1255-T-05000", "uk-1255-T-08057", "uk-1255-T-09415", "uk-1255-T-12134", "uk-1255-T-12665", "uk-1255-T-14404", "uk-1255-T-16566", "uk-1255-T-18303", "uk-1255-T-18948", "uk-1255-T-21642", "uk-1255-T-01338", "uk-1255-T-05123", "uk-1255-T-09409", "uk-1255-T-12461", "uk-1255-T-14281", "uk-1255-T-16899", "uk-1255-T-18924", "uk-1255-T-01084", "uk-1255-T-02169", "uk-1255-T-09723", "uk-1255-T-12700", "uk-1255-T-14689", "uk-1255-T-03258", "uk-1255-T-07209", "uk-1255-T-09033", "uk-1255-T-12951", "uk-1255-T-03546", "uk-1255-T-07247", "uk-1255-T-11417", "uk-1255-T-20927", "uk-1255-T-06841", "uk-1255-T-13665", "uk-1255-T-19944", "uk-1255-T-01627", "uk-1255-T-04533", "uk-1255-T-06346", "uk-1255-T-07578", "uk-1255-T-08505", "uk-1255-T-11441", "uk-1255-T-13603", "uk-1255-T-14380", "uk-1255-T-16097", "uk-1255-T-19894", "uk-1255-T-20027", "uk-1255-T-01573", "uk-1255-T-04407", "uk-1255-T-06646", "uk-1255-T-10351", "uk-1255-T-13655", "uk-1255-T-15635", "uk-1255-T-19897", "uk-1255-T-21953", "uk-1255-T-04899", "uk-1255-T-11645", "uk-1255-T-16335", "uk-1255-T-00702", "uk-1255-T-02151", "uk-1255-T-07876", "uk-1255-T-11983", "uk-1255-T-14591", "uk-1255-T-16971", "uk-1255-T-20093", "uk-1255-T-16994", "uk-1255-T-02165", "uk-1255-T-06087", "uk-1255-T-09519", "uk-1255-T-12657", "uk-1255-T-15244", "uk-1255-T-18941", "uk-1255-T-06181", "uk-1255-T-09755", "uk-1255-T-12664", "uk-1255-T-15551", "uk-1255-T-19267", "uk-1255-T-21857", "uk-1255-T-07984", "uk-1255-T-06440", "uk-1255-T-07895", "uk-1255-T-14551", "uk-1255-T-02599", "uk-1255-T-05361", "uk-1255-T-06542", "uk-1255-T-07581", "uk-1255-T-13400", "uk-1255-T-15926", "uk-1255-T-18580", "uk-1255-T-00129", "uk-1255-T-05358", "uk-1255-T-07576", "uk-1255-T-08391", "uk-1255-T-12377", "uk-1255-T-15550", "uk-1255-T-16228", "uk-1255-T-18271", "uk-1255-T-02853", "uk-1255-T-06770", "uk-1255-T-09131", "uk-1255-T-13126", "uk-1255-T-18112", "uk-1255-T-05257", "uk-1255-T-07884", 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0.2462092007196098, 0.40606527884862553 ], "scoredTaskCount": 267 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "81 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1256", "market": "uk", "socCode": "1256", "title": "Betting shop and gambling establishment managers", "slug": "betting-shop-and-gambling-establishment-managers", "description": "Betting shop managers plan, organise, direct and co-ordinate the activities of betting shops and gambling establishments.", "taskIds": [ "uk-1256-T-08208", "uk-1256-T-00721", "uk-1256-T-05204", "uk-1256-T-08158", "uk-1256-T-13131", "uk-1256-T-15926", "uk-1256-T-18224", "uk-1256-T-07919", "uk-1256-T-13134", "uk-1256-T-15932", "uk-1256-T-02087", "uk-1256-T-04314", "uk-1256-T-07068", "uk-1256-T-09854", "uk-1256-T-12054", "uk-1256-T-13293", "uk-1256-T-15516", "uk-1256-T-17164", "uk-1256-T-18679", "uk-1256-T-02207", "uk-1256-T-03709", "uk-1256-T-06854", "uk-1256-T-08980", "uk-1256-T-09853", "uk-1256-T-12041", "uk-1256-T-13431", "uk-1256-T-15045", "uk-1256-T-02915", "uk-1256-T-04715", "uk-1256-T-09136", "uk-1256-T-10083", "uk-1256-T-13481", "uk-1256-T-17260", "uk-1256-T-19265", "uk-1256-T-01447", "uk-1256-T-04357", "uk-1256-T-08207", "uk-1256-T-10901", "uk-1256-T-18834", "uk-1256-T-01636", "uk-1256-T-01387", "uk-1256-T-17235", "uk-1256-T-18861", "uk-1256-T-03033", "uk-1256-T-06129", "uk-1256-T-08616", "uk-1256-T-11843", "uk-1256-T-13294", "uk-1256-T-17936", "uk-1256-T-20111", "uk-1256-T-09211", "uk-1256-T-11844", "uk-1256-T-13374", "uk-1256-T-17984", "uk-1256-T-20740", "uk-1256-T-10904", "uk-1256-T-13444", "uk-1256-T-18249", "uk-1256-T-03818", "uk-1256-T-13250", "uk-1256-T-14598", "uk-1256-T-18615" ], "employment": { "value": 8700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31961, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-33-9031", "us-soc-39-1013" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 36, 48 ], "band": "partial", "headlineShare": 0.28253424657534243, "headlineShareRange": [ 0.24143835616438347, 0.4469178082191781 ], "scoredTaskCount": 83 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "28 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1257", "market": "uk", "socCode": "1257", "title": "Hire services managers and proprietors", "slug": "hire-services-managers-and-proprietors", "description": "Managers and proprietors in hire services plan, organise and direct the activities of businesses which hire goods and services, such as tools, heavy machinery and vehicles.", "taskIds": [ "uk-1257-T-01433", "uk-1257-T-02207", "uk-1257-T-03782", "uk-1257-T-04724", "uk-1257-T-06854", "uk-1257-T-07068", "uk-1257-T-09853", "uk-1257-T-09854", "uk-1257-T-13131", "uk-1257-T-15516", "uk-1257-T-15926", "uk-1257-T-16141", "uk-1257-T-18235", "uk-1257-T-20049", "uk-1257-T-02633", "uk-1257-T-04314", "uk-1257-T-05204", "uk-1257-T-05355", "uk-1257-T-08948", "uk-1257-T-08980", "uk-1257-T-09022", "uk-1257-T-09136", "uk-1257-T-13481", "uk-1257-T-15045", "uk-1257-T-16111", "uk-1257-T-17164", "uk-1257-T-17737", "uk-1257-T-18679", "uk-1257-T-19265", "uk-1257-T-20053", "uk-1257-T-20701", "uk-1257-T-02915", "uk-1257-T-05229", "uk-1257-T-08503", "uk-1257-T-12041", "uk-1257-T-12057", "uk-1257-T-17242", "uk-1257-T-17262", "uk-1257-T-03041", "uk-1257-T-09209", "uk-1257-T-19161" ], "employment": { "value": 8700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31626, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9072", "us-soc-11-9179", "us-soc-11-9199", "us-soc-13-1082" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 47, 59 ], "band": "partial", "headlineShare": 0.43920972644376893, "headlineShareRange": [ 0.4148936170212765, 0.48784194528875374 ], "scoredTaskCount": 41 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1258", "market": "uk", "socCode": "1258", "title": "Directors in consultancy services", "slug": "directors-in-consultancy-services", "description": "Directors in consultancy services plan, organise, direct and co-ordinate the activities, resources and development of consultancies working in a variety of sectors, liaise with clients and promotes their business.", "taskIds": [ "uk-1258-T-00804", "uk-1258-T-06310", "uk-1258-T-06596", "uk-1258-T-04225", "uk-1258-T-04736", "uk-1258-T-04740", "uk-1258-T-05106", "uk-1258-T-07045", "uk-1258-T-08380", "uk-1258-T-09016", "uk-1258-T-09761", "uk-1258-T-12341", "uk-1258-T-12373", "uk-1258-T-12583", "uk-1258-T-13115", "uk-1258-T-13376", "uk-1258-T-13399", "uk-1258-T-15045", "uk-1258-T-19261", "uk-1258-T-21707", "uk-1258-T-02192", "uk-1258-T-04613", "uk-1258-T-04927", "uk-1258-T-04970", "uk-1258-T-05336", "uk-1258-T-07198", "uk-1258-T-09584", "uk-1258-T-10310", "uk-1258-T-13698", "uk-1258-T-14692", "uk-1258-T-16707", "uk-1258-T-16878", "uk-1258-T-18578", "uk-1258-T-19892", "uk-1258-T-07368", "uk-1258-T-07596", "uk-1258-T-00504", "uk-1258-T-07844", "uk-1258-T-00842", "uk-1258-T-00866", "uk-1258-T-01532", "uk-1258-T-01737", "uk-1258-T-01747", "uk-1258-T-03909", "uk-1258-T-03993", "uk-1258-T-04291", "uk-1258-T-06606", "uk-1258-T-08930", "uk-1258-T-09035", "uk-1258-T-10762", "uk-1258-T-11050", "uk-1258-T-13265", "uk-1258-T-13276", "uk-1258-T-02617", "uk-1258-T-03617", "uk-1258-T-04875", "uk-1258-T-06113", "uk-1258-T-09774", "uk-1258-T-10799", "uk-1258-T-10996", "uk-1258-T-14586", "uk-1258-T-15174", "uk-1258-T-16442", "uk-1258-T-17952", "uk-1258-T-01311", "uk-1258-T-05306", "uk-1258-T-06210", "uk-1258-T-12420", "uk-1258-T-15221", "uk-1258-T-15527", "uk-1258-T-18095", "uk-1258-T-19987", "uk-1258-T-20719", "uk-1258-T-20736", "uk-1258-T-00849", "uk-1258-T-00930", "uk-1258-T-08019", "uk-1258-T-03411", "uk-1258-T-04096", "uk-1258-T-06785", "uk-1258-T-07399", "uk-1258-T-15240", "uk-1258-T-16380", "uk-1258-T-17127", "uk-1258-T-18575", "uk-1258-T-04148", "uk-1258-T-04408", "uk-1258-T-15854", "uk-1258-T-16379", "uk-1258-T-17172", "uk-1258-T-20742", "uk-1258-T-07433", "uk-1258-T-01614", "uk-1258-T-10263", "uk-1258-T-15752", "uk-1258-T-21547", "uk-1258-T-00721", "uk-1258-T-08325", "uk-1258-T-11313", "uk-1258-T-16863", "uk-1258-T-21467", "uk-1258-T-01674", "uk-1258-T-16908", "uk-1258-T-01198", "uk-1258-T-04544", "uk-1258-T-07873", "uk-1258-T-12487", "uk-1258-T-13678", "uk-1258-T-16353", "uk-1258-T-19131", "uk-1258-T-21828", "uk-1258-T-01675", "uk-1258-T-03866", "uk-1258-T-07065", "uk-1258-T-08422", "uk-1258-T-09853", "uk-1258-T-12571", "uk-1258-T-15926", "uk-1258-T-18633", "uk-1258-T-19630", "uk-1258-T-04320", "uk-1258-T-09020", "uk-1258-T-10758", "uk-1258-T-13088", "uk-1258-T-18317" ], "employment": { "value": 65100, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-13-1111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 47, "occScoreRange": [ 41, 53 ], "band": "partial", "headlineShare": 0.3627858627858631, "headlineShareRange": [ 0.3227650727650731, 0.4298336798336803 ], "scoredTaskCount": 126 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "73 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-1259", "market": "uk", "socCode": "1259", "title": "Managers and proprietors in other services n.e.c.", "slug": "managers-and-proprietors-in-other-services-n-e-c", "description": "Job holders in this unit group perform a variety of managerial tasks in other service industries not elsewhere classified in minor group 125: Managers and proprietors in other services.", "taskIds": [ "uk-1259-T-01269", "uk-1259-T-07032", "uk-1259-T-00710", "uk-1259-T-02636", "uk-1259-T-05205", "uk-1259-T-08169", "uk-1259-T-09007", "uk-1259-T-09958", "uk-1259-T-11123", "uk-1259-T-12377", "uk-1259-T-13196", "uk-1259-T-14229", "uk-1259-T-19092", "uk-1259-T-00298", "uk-1259-T-01912", "uk-1259-T-03555", "uk-1259-T-05334", "uk-1259-T-08197", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2127", "market": "uk", "socCode": "2127", "title": "Engineering project managers and project engineers", "slug": "engineering-project-managers-and-project-engineers", "description": "Engineering project managers and project engineers schedule, manage and oversee engineering projects for quality of work, timeliness and completion within budget, plan, design and specify materials and equipment for the project and create necessary technical drawings.", "taskIds": [ "uk-2127-T-01751", "uk-2127-T-07978", "uk-2127-T-00742", "uk-2127-T-01817", "uk-2127-T-03636", "uk-2127-T-05271", "uk-2127-T-06423", "uk-2127-T-07817", "uk-2127-T-08247", "uk-2127-T-09502", "uk-2127-T-10878", "uk-2127-T-11762", "uk-2127-T-13402", "uk-2127-T-13798", "uk-2127-T-15137", "uk-2127-T-16653", "uk-2127-T-18048", "uk-2127-T-19007", "uk-2127-T-21827", "uk-2127-T-00079", "uk-2127-T-03607", "uk-2127-T-04633", "uk-2127-T-05269", "uk-2127-T-06192", "uk-2127-T-07710", "uk-2127-T-08461", "uk-2127-T-09545", "uk-2127-T-09935", "uk-2127-T-11321", "uk-2127-T-13165", "uk-2127-T-13474", "uk-2127-T-14804", "uk-2127-T-15257", "uk-2127-T-16864", "uk-2127-T-17905", "uk-2127-T-18608", "uk-2127-T-20936", "uk-2127-T-00769", "uk-2127-T-04152", "uk-2127-T-05123", "uk-2127-T-06560", "uk-2127-T-08326", "uk-2127-T-09604", "uk-2127-T-10893", "uk-2127-T-13246", "uk-2127-T-13703", "uk-2127-T-16377", "uk-2127-T-17445", "uk-2127-T-19318", "uk-2127-T-02803", "uk-2127-T-04680", "uk-2127-T-09490", "uk-2127-T-10746", "uk-2127-T-13119", "uk-2127-T-15047", "uk-2127-T-16570", "uk-2127-T-18301", "uk-2127-T-21063" ], "employment": { "value": 79700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 53064, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-17-2031", "us-soc-17-2111", "us-soc-17-2112", "us-soc-17-2131", "us-soc-17-2161", "us-soc-17-2199" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 54, "occScoreRange": [ 48, 61 ], "band": "partial", "headlineShare": 0.45266594124047854, "headlineShareRange": [ 0.2426550598476603, 0.5527747551686613 ], "scoredTaskCount": 58 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:28:52Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2129", "market": "uk", "socCode": "2129", "title": "Engineering professionals n.e.c.", "slug": "engineering-professionals-n-e-c", "description": "Job holders in this unit group perform a variety of professional engineering functions not elsewhere classified in minor group 212: Engineering professionals.", "taskIds": [ "uk-2129-T-02750", "uk-2129-T-05888", "uk-2129-T-13904", "uk-2129-T-20525", "uk-2129-T-04140", "uk-2129-T-13045", "uk-2129-T-13342", "uk-2129-T-16245", "uk-2129-T-17592", "uk-2129-T-19422", "uk-2129-T-21727", "uk-2129-T-03271", "uk-2129-T-08666", "uk-2129-T-13081", "uk-2129-T-16244", "uk-2129-T-21192", "uk-2129-T-00853", "uk-2129-T-09024", "uk-2129-T-13082", "uk-2129-T-18560", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2135", "market": "uk", "socCode": "2135", "title": "Cyber security professionals", "slug": "cyber-security-professionals", "description": "Cyber security professionals design, implement, test and maintain cyber security systems and track, investigate and analyse data linked to cybercrime.", "taskIds": [ "uk-2135-T-00754", "uk-2135-T-02545", "uk-2135-T-04098", "uk-2135-T-06053", "uk-2135-T-07717", "uk-2135-T-09849", "uk-2135-T-19532", "uk-2135-T-21171", "uk-2135-T-00162", "uk-2135-T-01919", "uk-2135-T-02589", "uk-2135-T-04871", "uk-2135-T-06615", "uk-2135-T-07695", "uk-2135-T-09578", "uk-2135-T-10998", "uk-2135-T-13252", "uk-2135-T-14667", "uk-2135-T-20482", "uk-2135-T-00869", "uk-2135-T-01275", "uk-2135-T-02079", "uk-2135-T-05154", "uk-2135-T-06820", "uk-2135-T-07391", "uk-2135-T-07945", "uk-2135-T-09938", "uk-2135-T-11697", "uk-2135-T-12619", "uk-2135-T-13340", "uk-2135-T-14528", "uk-2135-T-16260", "uk-2135-T-20159", "uk-2135-T-00803", "uk-2135-T-02375", "uk-2135-T-04824", "uk-2135-T-05659", "uk-2135-T-07197", "uk-2135-T-09934", "uk-2135-T-12123", "uk-2135-T-13061", "uk-2135-T-13500", "uk-2135-T-15393", "uk-2135-T-17908", "uk-2135-T-21904", "uk-2135-T-00807", "uk-2135-T-01151", "uk-2135-T-03901", "uk-2135-T-05871", "uk-2135-T-07229", "uk-2135-T-09685", "uk-2135-T-12427", "uk-2135-T-14472", "uk-2135-T-16333", "uk-2135-T-05914", "uk-2135-T-11765", "uk-2135-T-14720", "uk-2135-T-19486", "uk-2135-T-00970", "uk-2135-T-06292", "uk-2135-T-06804", "uk-2135-T-00628", "uk-2135-T-06481", "uk-2135-T-07438", "uk-2135-T-08452", "uk-2135-T-09705", "uk-2135-T-11058", "uk-2135-T-13448", "uk-2135-T-15091", "uk-2135-T-00360", "uk-2135-T-06428", "uk-2135-T-07199", "uk-2135-T-09068", "uk-2135-T-11656", "uk-2135-T-13164", "uk-2135-T-13289", "uk-2135-T-13384", "uk-2135-T-15155", "uk-2135-T-18108", "uk-2135-T-21130", "uk-2135-T-14454", "uk-2135-T-18086", "uk-2135-T-01617", "uk-2135-T-08220", "uk-2135-T-12418", "uk-2135-T-15877", "uk-2135-T-00715", "uk-2135-T-03757", "uk-2135-T-05526", "uk-2135-T-09979", "uk-2135-T-15732", "uk-2135-T-16810", "uk-2135-T-16862", "uk-2135-T-17139", "uk-2135-T-20167", "uk-2135-T-18291", "uk-2135-T-19566", "uk-2135-T-04590", "uk-2135-T-04591", "uk-2135-T-04593", "uk-2135-T-00018", "uk-2135-T-00060", "uk-2135-T-00911", "uk-2135-T-09168", "uk-2135-T-11141", "uk-2135-T-16047", "uk-2135-T-17386", "uk-2135-T-18426", "uk-2135-T-00189", "uk-2135-T-02639", "uk-2135-T-03526", "uk-2135-T-03965", "uk-2135-T-05303", "uk-2135-T-06642", "uk-2135-T-08490", "uk-2135-T-08929", "uk-2135-T-09337", "uk-2135-T-11029", "uk-2135-T-11189", "uk-2135-T-11909", "uk-2135-T-15990", "uk-2135-T-17215", "uk-2135-T-18911", "uk-2135-T-21025", "uk-2135-T-21776", "uk-2135-T-00809", "uk-2135-T-03622", "uk-2135-T-03671", "uk-2135-T-06720", "uk-2135-T-11009", "uk-2135-T-11014", "uk-2135-T-11402", "uk-2135-T-13845", "uk-2135-T-16009", "uk-2135-T-03356", "uk-2135-T-04182", "uk-2135-T-09726", "uk-2135-T-11772", "uk-2135-T-18930", "uk-2135-T-20934", "uk-2135-T-03454", "uk-2135-T-12075", "uk-2135-T-19512", "uk-2135-T-19948", "uk-2135-T-06113", "uk-2135-T-00535", "uk-2135-T-09967", "uk-2135-T-16064", "uk-2135-T-01019", "uk-2135-T-04215", "uk-2135-T-06051", "uk-2135-T-15050", "uk-2135-T-01126", "uk-2135-T-06014", "uk-2135-T-06686", "uk-2135-T-16044", "uk-2135-T-20955", "uk-2135-T-20960", "uk-2135-T-04420", "uk-2135-T-14832", "uk-2135-T-21765" ], "employment": { "value": 91200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 54647, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1082", "us-soc-15-1212", "us-soc-15-1243", "us-soc-15-1253", "us-soc-15-1255", "us-soc-15-1299" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 53, 65 ], "band": "partial", "headlineShare": 0.553805774278215, "headlineShareRange": [ 0.46106736657917763, 0.6573344998541841 ], "scoredTaskCount": 210 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:49:34.819Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "50 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2136", "market": "uk", "socCode": "2136", "title": "IT quality and testing professionals", "slug": "it-quality-and-testing-professionals", "description": "IT quality and testing professionals test the quality of IT software, systems and computer games and identify and recommend solutions to problems and improvements that could be made.", "taskIds": [ "uk-2136-T-02654", "uk-2136-T-03964", "uk-2136-T-04329", "uk-2136-T-00835", "uk-2136-T-02758", "uk-2136-T-04117", "uk-2136-T-04300", "uk-2136-T-05762", "uk-2136-T-06877", "uk-2136-T-09524", "uk-2136-T-20527", "uk-2136-T-03344", "uk-2136-T-04198", "uk-2136-T-05312", "uk-2136-T-06017", "uk-2136-T-06019", "uk-2136-T-06882", "uk-2136-T-08301", "uk-2136-T-09558", "uk-2136-T-09711", "uk-2136-T-13400", "uk-2136-T-13475", "uk-2136-T-16567", "uk-2136-T-17941", "uk-2136-T-19645", "uk-2136-T-20548", "uk-2136-T-20563", "uk-2136-T-20577", "uk-2136-T-02868", "uk-2136-T-03585", "uk-2136-T-05163", "uk-2136-T-07413", "uk-2136-T-10451", "uk-2136-T-13209", "uk-2136-T-15242", "uk-2136-T-15991", "uk-2136-T-16642", "uk-2136-T-21389", "uk-2136-T-21801", "uk-2136-T-01694", "uk-2136-T-03264", "uk-2136-T-07011", "uk-2136-T-08283", "uk-2136-T-12092", "uk-2136-T-13852", "uk-2136-T-15987", "uk-2136-T-18688", "uk-2136-T-21040", "uk-2136-T-21827", "uk-2136-T-00858", "uk-2136-T-02723", "uk-2136-T-13806", "uk-2136-T-16232", "uk-2136-T-18356", "uk-2136-T-20206", "uk-2136-T-21676" ], "employment": { "value": 32600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 47118, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-15-1243", "us-soc-15-1253", "us-soc-15-1255", "us-soc-15-1299" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 71, "occScoreRange": [ 65, 76 ], "band": "high", "headlineShare": 0.7538293216630195, "headlineShareRange": [ 0.6849015317286649, 0.8818380743982495 ], "scoredTaskCount": 56 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:49:34.819Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "38 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2137", "market": "uk", "socCode": "2137", "title": "IT network professionals", "slug": "it-network-professionals", "description": "IT network professionals design, set up and maintain computer networks, support the network users and fix problems which arise.", "taskIds": [ "uk-2137-T-00734", "uk-2137-T-07000", "uk-2137-T-00922", "uk-2137-T-01618", "uk-2137-T-04424", "uk-2137-T-04425", "uk-2137-T-04426", "uk-2137-T-04427", "uk-2137-T-05759", "uk-2137-T-06029", "uk-2137-T-09770", "uk-2137-T-10447", "uk-2137-T-10449", "uk-2137-T-13337", "uk-2137-T-18937", "uk-2137-T-20130", "uk-2137-T-20501", "uk-2137-T-02196", "uk-2137-T-03780", "uk-2137-T-05518", "uk-2137-T-05535", "uk-2137-T-08023", "uk-2137-T-09670", "uk-2137-T-11015", "uk-2137-T-11943", "uk-2137-T-15264", "uk-2137-T-17904", "uk-2137-T-19433", "uk-2137-T-20482", "uk-2137-T-21096", "uk-2137-T-21097", "uk-2137-T-01126", "uk-2137-T-03570", "uk-2137-T-04344", "uk-2137-T-09062", "uk-2137-T-10034", "uk-2137-T-10858", "uk-2137-T-11925", "uk-2137-T-12419", "uk-2137-T-12994", "uk-2137-T-16734", "uk-2137-T-16810", "uk-2137-T-16824", "uk-2137-T-18854", "uk-2137-T-21086", "uk-2137-T-01275", "uk-2137-T-09141", "uk-2137-T-11630", "uk-2137-T-12382", "uk-2137-T-12550", "uk-2137-T-13310", "uk-2137-T-17280", "uk-2137-T-17305", "uk-2137-T-18736", "uk-2137-T-19622" ], "employment": { "value": 33500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 48907, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-15-1231", "us-soc-15-1241" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 61, "occScoreRange": [ 55, 67 ], "band": "high", "headlineShare": 0.505202312138728, "headlineShareRange": [ 0.4104046242774563, 0.7086705202312134 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:49:34.819Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2139", "market": "uk", "socCode": "2139", "title": "Information technology professionals n.e.c.", "slug": "information-technology-professionals-n-e-c", "description": "Job holders in this unit group perform a variety of tasks not elsewhere classified in minor group 213: Information technology professionals.", "taskIds": [ "uk-2139-T-02213", "uk-2139-T-02335", "uk-2139-T-09954", "uk-2139-T-02085", "uk-2139-T-08667", "uk-2139-T-09820", "uk-2139-T-10033", "uk-2139-T-15393", "uk-2139-T-06415", "uk-2139-T-07742", "uk-2139-T-08968", "uk-2139-T-18876", "uk-2139-T-20941", "uk-2139-T-21726", "uk-2139-T-01261", "uk-2139-T-06816", "uk-2139-T-08469", "uk-2139-T-11926", "uk-2139-T-13337", "uk-2139-T-15277", "uk-2139-T-19482", "uk-2139-T-20891", "uk-2139-T-21446", "uk-2139-T-00975", "uk-2139-T-04425", "uk-2139-T-06481", "uk-2139-T-07104", "uk-2139-T-11664", "uk-2139-T-14932", "uk-2139-T-17748", "uk-2139-T-20501", "uk-2139-T-21098", "uk-2139-T-21827", "uk-2139-T-00089", "uk-2139-T-04419", "uk-2139-T-04554", "uk-2139-T-06128", "uk-2139-T-06706", "uk-2139-T-07080", "uk-2139-T-12189", "uk-2139-T-14062", "uk-2139-T-19815", "uk-2139-T-20035", "uk-2139-T-20729", "uk-2139-T-00899", "uk-2139-T-01613", "uk-2139-T-07708", "uk-2139-T-13155", "uk-2139-T-13806", "uk-2139-T-19643", "uk-2139-T-19986", "uk-2139-T-20067", "uk-2139-T-00905", "uk-2139-T-00814", "uk-2139-T-03570", "uk-2139-T-00807", "uk-2139-T-01859", "uk-2139-T-02988", "uk-2139-T-03636", "uk-2139-T-04094", "uk-2139-T-06258", "uk-2139-T-07768", "uk-2139-T-11332", "uk-2139-T-16193", "uk-2139-T-21703", "uk-2139-T-00803", "uk-2139-T-01126", "uk-2139-T-02545", "uk-2139-T-03671", "uk-2139-T-05676", "uk-2139-T-07345", "uk-2139-T-09856", "uk-2139-T-12619", "uk-2139-T-16033", "uk-2139-T-21265", "uk-2139-T-00869", "uk-2139-T-01275", "uk-2139-T-02629", "uk-2139-T-04948", "uk-2139-T-06631", "uk-2139-T-08323", "uk-2139-T-12720", "uk-2139-T-21133", "uk-2139-T-00907", "uk-2139-T-01279", "uk-2139-T-02315", "uk-2139-T-03901", "uk-2139-T-05770", "uk-2139-T-07268", "uk-2139-T-08492", "uk-2139-T-09910", "uk-2139-T-10584", "uk-2139-T-12987", "uk-2139-T-15257", "uk-2139-T-18277", "uk-2139-T-21202", "uk-2139-T-01151", "uk-2139-T-02322", "uk-2139-T-05541", "uk-2139-T-05871", "uk-2139-T-09685", "uk-2139-T-10487", "uk-2139-T-14720", "uk-2139-T-16720", "uk-2139-T-20548", "uk-2139-T-21864", "uk-2139-T-16909", "uk-2139-T-00314", "uk-2139-T-01014", "uk-2139-T-03282", "uk-2139-T-06183", "uk-2139-T-09560", "uk-2139-T-10587", "uk-2139-T-13510", "uk-2139-T-19412", "uk-2139-T-21057", "uk-2139-T-00982", "uk-2139-T-02978", "uk-2139-T-04373", "uk-2139-T-06683", "uk-2139-T-06878", "uk-2139-T-08896", "uk-2139-T-10017", "uk-2139-T-12402", "uk-2139-T-13448", "uk-2139-T-17142", "uk-2139-T-17994", "uk-2139-T-21764", "uk-2139-T-02776", "uk-2139-T-06296", "uk-2139-T-06859", "uk-2139-T-09448", "uk-2139-T-10141", "uk-2139-T-12730", "uk-2139-T-17288", "uk-2139-T-20682", "uk-2139-T-02217", "uk-2139-T-03949", "uk-2139-T-06734", "uk-2139-T-06919", "uk-2139-T-08392", "uk-2139-T-09569", "uk-2139-T-10140", "uk-2139-T-12355", "uk-2139-T-14291", "uk-2139-T-17176", "uk-2139-T-18859", "uk-2139-T-20265", "uk-2139-T-08418", "uk-2139-T-12428" ], "employment": { "value": 140000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 54107, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-15-1211", "us-soc-15-1221" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 63, "occScoreRange": [ 57, 69 ], "band": "high", "headlineShare": 0.620175438596492, "headlineShareRange": [ 0.5416666666666672, 0.6776315789473694 ], "scoredTaskCount": 154 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "62 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2141", "market": "uk", "socCode": "2141", "title": "Web design professionals", "slug": "web-design-professionals", "description": "Web design professionals design, develop and maintain websites and web and mobile applications to meet a client’s specified requirements.", "taskIds": [ "uk-2141-T-21726", "uk-2141-T-00975", "uk-2141-T-04374", "uk-2141-T-05980", "uk-2141-T-06816", "uk-2141-T-21711", "uk-2141-T-00089", "uk-2141-T-02630", "uk-2141-T-05347", "uk-2141-T-06281", "uk-2141-T-06477", "uk-2141-T-06817", "uk-2141-T-07104", "uk-2141-T-10144", "uk-2141-T-11302", "uk-2141-T-11338", "uk-2141-T-17748", "uk-2141-T-18986", "uk-2141-T-21098", "uk-2141-T-21754", "uk-2141-T-21892", "uk-2141-T-00899", "uk-2141-T-02995", "uk-2141-T-04554", "uk-2141-T-05514", "uk-2141-T-06342", "uk-2141-T-06706", "uk-2141-T-06912", "uk-2141-T-07080", "uk-2141-T-08436", "uk-2141-T-10646", "uk-2141-T-11331", "uk-2141-T-11346", "uk-2141-T-13222", "uk-2141-T-16958", "uk-2141-T-19815", "uk-2141-T-20035", "uk-2141-T-20568", "uk-2141-T-21832", "uk-2141-T-01613", "uk-2141-T-06947", "uk-2141-T-12707", "uk-2141-T-13806", "uk-2141-T-16992", "uk-2141-T-01015", "uk-2141-T-03269", "uk-2141-T-04373", "uk-2141-T-05320", "uk-2141-T-06776", "uk-2141-T-09560", "uk-2141-T-17494", "uk-2141-T-00789", "uk-2141-T-02978", "uk-2141-T-03282", "uk-2141-T-04240", "uk-2141-T-05318", "uk-2141-T-06298", "uk-2141-T-06911", "uk-2141-T-17491", "uk-2141-T-20772", "uk-2141-T-02252", "uk-2141-T-03321", "uk-2141-T-04220", "uk-2141-T-06216", "uk-2141-T-06859", "uk-2141-T-07754", "uk-2141-T-09764", "uk-2141-T-15265", "uk-2141-T-16587", "uk-2141-T-18154", "uk-2141-T-02250", "uk-2141-T-03226", "uk-2141-T-04125", "uk-2141-T-04387", "uk-2141-T-06048", "uk-2141-T-06439", "uk-2141-T-09379", "uk-2141-T-11320", "uk-2141-T-14297", "uk-2141-T-16039", "uk-2141-T-16294", "uk-2141-T-17569", "uk-2141-T-18086", "uk-2141-T-21700", "uk-2141-T-21809", "uk-2141-T-02372", "uk-2141-T-03956", "uk-2141-T-04355", "uk-2141-T-06482", "uk-2141-T-08100", "uk-2141-T-09565", "uk-2141-T-12166", "uk-2141-T-15841", "uk-2141-T-16155", "uk-2141-T-17955", "uk-2141-T-20533", "uk-2141-T-21805", "uk-2141-T-21916", "uk-2141-T-02162", "uk-2141-T-05202", "uk-2141-T-05962", "uk-2141-T-06031", "uk-2141-T-07591", "uk-2141-T-07598", "uk-2141-T-09314", "uk-2141-T-11390", "uk-2141-T-12723", "uk-2141-T-16000", "uk-2141-T-18422", "uk-2141-T-01529", "uk-2141-T-02984", "uk-2141-T-05472", "uk-2141-T-06047", "uk-2141-T-07484", "uk-2141-T-08343", "uk-2141-T-09963", "uk-2141-T-10036", "uk-2141-T-20581", "uk-2141-T-00982", "uk-2141-T-05874", "uk-2141-T-07840", "uk-2141-T-09551", "uk-2141-T-16372", "uk-2141-T-17501", "uk-2141-T-18107", "uk-2141-T-19325", "uk-2141-T-20527", "uk-2141-T-20545", "uk-2141-T-21708", "uk-2141-T-02218", "uk-2141-T-06021", "uk-2141-T-07389", "uk-2141-T-11359", "uk-2141-T-17567", "uk-2141-T-02336", "uk-2141-T-18204", "uk-2141-T-19571" ], "employment": { "value": 31200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 48629, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1014", "us-soc-27-1024" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 66, "occScoreRange": [ 60, 72 ], "band": "high", "headlineShare": 0.6450313339301703, "headlineShareRange": [ 0.5720680393912267, 0.7224709042076993 ], "scoredTaskCount": 149 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "52 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2142", "market": "uk", "socCode": "2142", "title": "Graphic and multimedia designers", "slug": "graphic-and-multimedia-designers", "description": "Graphic and multimedia designers use illustrative, sound, visual and multimedia techniques to convey a message for information, entertainment, advertising, promotion or publicity purposes, and create special visual effects, 3D models and animations for computer games, film, interactive and other media.", "taskIds": [ "uk-2142-T-05088", "uk-2142-T-05089", "uk-2142-T-05988", "uk-2142-T-21172", "uk-2142-T-01030", "uk-2142-T-01711", "uk-2142-T-05132", "uk-2142-T-05868", "uk-2142-T-07471", "uk-2142-T-21292", "uk-2142-T-00756", "uk-2142-T-01200", "uk-2142-T-04719", "uk-2142-T-06376", "uk-2142-T-06810", "uk-2142-T-07577", "uk-2142-T-12740", "uk-2142-T-15599", "uk-2142-T-20475", "uk-2142-T-21293", "uk-2142-T-01142", "uk-2142-T-06524", "uk-2142-T-08293", "uk-2142-T-08337", "uk-2142-T-14775", "uk-2142-T-18101", "uk-2142-T-21370", "uk-2142-T-02084", "uk-2142-T-06391", "uk-2142-T-10030", "uk-2142-T-12608", "uk-2142-T-14933", "uk-2142-T-21659", "uk-2142-T-21931", "uk-2142-T-03269", "uk-2142-T-05253", "uk-2142-T-05780", "uk-2142-T-07973", "uk-2142-T-11359", "uk-2142-T-12525", "uk-2142-T-21667", "uk-2142-T-12526", "uk-2142-T-21840", "uk-2142-T-05329", "uk-2142-T-12315", "uk-2142-T-21850", "uk-2142-T-12335" ], "employment": { "value": 123000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32510, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1014", "us-soc-27-1024" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 54, "occScoreRange": [ 48, 61 ], "band": "partial", "headlineShare": 0.3032345013477088, "headlineShareRange": [ 0.21967654986522908, 0.7129380053908355 ], "scoredTaskCount": 47 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:16:42.361Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2151", "market": "uk", "socCode": "2151", "title": "Conservation professionals", "slug": "conservation-professionals", "description": "Conservation professionals are responsible for ensuring that landscapes, habitats and species are protected and enhanced via appropriate management and conservation. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2253", "market": "uk", "socCode": "2253", "title": "Dental practitioners", "slug": "dental-practitioners", "description": "Dental practitioners diagnose dental and oral diseases, injuries and disorders, prescribe and administer treatment, recommend preventative action and, where necessary, refer the patient to a specialist.", "taskIds": [ "uk-2253-T-00598", "uk-2253-T-02685", "uk-2253-T-09036", "uk-2253-T-14795", "uk-2253-T-01139", "uk-2253-T-03142", "uk-2253-T-08813", "uk-2253-T-13855", "uk-2253-T-14810", "uk-2253-T-17658", "uk-2253-T-01169", "uk-2253-T-08465", "uk-2253-T-11254", "uk-2253-T-12214", "uk-2253-T-13981", "uk-2253-T-15022", "uk-2253-T-16693", "uk-2253-T-20841", "uk-2253-T-21249", "uk-2253-T-08351", "uk-2253-T-11964", "uk-2253-T-15950", "uk-2253-T-17682", "uk-2253-T-20848", "uk-2253-T-21841", "uk-2253-T-08434", "uk-2253-T-12108", "uk-2253-T-21597", "uk-2253-T-14308", "uk-2253-T-20719", "uk-2253-T-04681", "uk-2253-T-09342", "uk-2253-T-14599", "uk-2253-T-02592", "uk-2253-T-00318", "uk-2253-T-08680", "uk-2253-T-21405", "uk-2253-T-16710", "uk-2253-T-08858", "uk-2253-T-17528", "uk-2253-T-01655", "uk-2253-T-08857", "uk-2253-T-17671", "uk-2253-T-02819", "uk-2253-T-08686", "uk-2253-T-20320", "uk-2253-T-03047", "uk-2253-T-10718", "uk-2253-T-04846", "uk-2253-T-16438", "uk-2253-T-09547", "uk-2253-T-12173", "uk-2253-T-17222", "uk-2253-T-21680", "uk-2253-T-03567", "uk-2253-T-10692", "uk-2253-T-12262", "uk-2253-T-19128", "uk-2253-T-00175", "uk-2253-T-08255", "uk-2253-T-11082", "uk-2253-T-03143", "uk-2253-T-05606" ], "employment": { "value": 34800, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-29-1021", "us-soc-29-1022", "us-soc-29-1023", "us-soc-29-1024", "us-soc-29-1029" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 22 ], "band": "minimal", "headlineShare": 0.10969976905311778, "headlineShareRange": [ 0.09237875288683602, 0.12528868360277134 ], "scoredTaskCount": 111 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:55:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2254", "market": "uk", "socCode": "2254", "title": "Medical radiographers", "slug": "medical-radiographers", "description": "Medical (diagnostic) radiographers operate x-ray machines, ultrasound, magnetic resonance imaging and other imaging devices for diagnostic and therapeutic purposes, assist in the diagnosis of injuries and diseases and are involved in intervention procedures such as the removal of kidney stones. They operate under the supervision of senior staff. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2255", "market": "uk", "socCode": "2255", "title": "Paramedics", "slug": "paramedics", "description": "Paramedics provide first aid and life support treatment in emergency situations and transport sick and injured people who require skilled treatment.", "taskIds": [ "uk-2255-T-00308", "uk-2255-T-16670", "uk-2255-T-18339", "uk-2255-T-00324", "uk-2255-T-01690", "uk-2255-T-07548", "uk-2255-T-16541", "uk-2255-T-19684", "uk-2255-T-01390", "uk-2255-T-02298", "uk-2255-T-02655", "uk-2255-T-02875", "uk-2255-T-04974", "uk-2255-T-08157", "uk-2255-T-09056", "uk-2255-T-11935", "uk-2255-T-13446", "uk-2255-T-13858", "uk-2255-T-15397", "uk-2255-T-16539", "uk-2255-T-21114", "uk-2255-T-21696", "uk-2255-T-00068", "uk-2255-T-02605", "uk-2255-T-03548", "uk-2255-T-05025", "uk-2255-T-08580", "uk-2255-T-10939", "uk-2255-T-11645", "uk-2255-T-11962", "uk-2255-T-13738", "uk-2255-T-15394", "uk-2255-T-17986", "uk-2255-T-20557", "uk-2255-T-21400", "uk-2255-T-02185", "uk-2255-T-03928", "uk-2255-T-04848", "uk-2255-T-08320", "uk-2255-T-10752", "uk-2255-T-12023", "uk-2255-T-14000", "uk-2255-T-20175", "uk-2255-T-01522", "uk-2255-T-02867", "uk-2255-T-03987", "uk-2255-T-06195", "uk-2255-T-10202", "uk-2255-T-11579", "uk-2255-T-12430", "uk-2255-T-14786", "uk-2255-T-16582", "uk-2255-T-20174", "uk-2255-T-20209", "uk-2255-T-01988", "uk-2255-T-04139", "uk-2255-T-13694", "uk-2255-T-18363", "uk-2255-T-16466" ], "employment": { "value": 37800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 53818, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-29-1071", "us-soc-29-2042", "us-soc-29-2043" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 8, 17 ], "band": "minimal", "headlineShare": 0.01623376623376622, "headlineShareRange": [ 0.01623376623376622, 0.01623376623376622 ], "scoredTaskCount": 59 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:55:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2256", "market": "uk", "socCode": "2256", "title": "Podiatrists", "slug": "podiatrists", "description": "Podiatrists (formerly known as chiropodists) diagnose and treat ailments and abnormalities of the human foot and lower limb, deal with minor infections, injuries and deformities, and conditions resulting from other major health disorders such as diabetes.", "taskIds": [ "uk-2256-T-00606", "uk-2256-T-01646", "uk-2256-T-00319", "uk-2256-T-01104", "uk-2256-T-01800", "uk-2256-T-06978", "uk-2256-T-15397", "uk-2256-T-20839", "uk-2256-T-03548", "uk-2256-T-04848", "uk-2256-T-08157", "uk-2256-T-08580", "uk-2256-T-11645", "uk-2256-T-15394", "uk-2256-T-17521", "uk-2256-T-20247", "uk-2256-T-04323", "uk-2256-T-07005", "uk-2256-T-08320", "uk-2256-T-15945", "uk-2256-T-20174", "uk-2256-T-03362", "uk-2256-T-05037", "uk-2256-T-08868", "uk-2256-T-11579", "uk-2256-T-17117", "uk-2256-T-19919", "uk-2256-T-20838", "uk-2256-T-05758", "uk-2256-T-17165", "uk-2256-T-04301", "uk-2256-T-05609", "uk-2256-T-14219", "uk-2256-T-20033", "uk-2256-T-17441" ], "employment": { "value": 16200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 47699, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-29-1011", "us-soc-29-1081", "us-soc-29-1122", "us-soc-29-1125", "us-soc-29-1129", "us-soc-29-1291", "us-soc-29-1299", "us-soc-29-9092" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 15, 26 ], "band": "low", "headlineShare": 0.053537284894837465, "headlineShareRange": [ 0.053537284894837465, 0.053537284894837465 ], "scoredTaskCount": 35 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:55:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2259", "market": "uk", "socCode": "2259", "title": "Other health professionals n.e.c.", "slug": "other-health-professionals-n-e-c", "description": "Job holders in this unit group perform a variety of other health-related professional occupations not elsewhere classified in minor group 225: Other health professionals. They may work autonomously or in teams with other health workers.", "taskIds": [ "uk-2259-T-00310", "uk-2259-T-00561", "uk-2259-T-00773", "uk-2259-T-05055", "uk-2259-T-05209", "uk-2259-T-08866", "uk-2259-T-13929", "uk-2259-T-16277", "uk-2259-T-00397", "uk-2259-T-04195", "uk-2259-T-05060", "uk-2259-T-08470", "uk-2259-T-17117", "uk-2259-T-18953", "uk-2259-T-02718", "uk-2259-T-06336", "uk-2259-T-06534", "uk-2259-T-10719", "uk-2259-T-15122", "uk-2259-T-16592", "uk-2259-T-17506", "uk-2259-T-18163", "uk-2259-T-21715", "uk-2259-T-21730", "uk-2259-T-03548", "uk-2259-T-08157", "uk-2259-T-08580", "uk-2259-T-11645", "uk-2259-T-12144", "uk-2259-T-15397", "uk-2259-T-17754", "uk-2259-T-21045", "uk-2259-T-04054", "uk-2259-T-07600", "uk-2259-T-12367", "uk-2259-T-15394", "uk-2259-T-17954", "uk-2259-T-19483", "uk-2259-T-21696", "uk-2259-T-05570", "uk-2259-T-08320", "uk-2259-T-12448", "uk-2259-T-20174", "uk-2259-T-20677", "uk-2259-T-12520", "uk-2259-T-11579", "uk-2259-T-12887", "uk-2259-T-01950", "uk-2259-T-03983", "uk-2259-T-14819", "uk-2259-T-03999", "uk-2259-T-13359", "uk-2259-T-16276", "uk-2259-T-02495", "uk-2259-T-13362", "uk-2259-T-17113", "uk-2259-T-02731", "uk-2259-T-05758", "uk-2259-T-07264", "uk-2259-T-18053", "uk-2259-T-01661", "uk-2259-T-04000", "uk-2259-T-06507", "uk-2259-T-10939", "uk-2259-T-16462", "uk-2259-T-20485", "uk-2259-T-04330", "uk-2259-T-05781", "uk-2259-T-13355", "uk-2259-T-05654", "uk-2259-T-08612", "uk-2259-T-07217", "uk-2259-T-10937", "uk-2259-T-00465", "uk-2259-T-01637", "uk-2259-T-06262", "uk-2259-T-16528", "uk-2259-T-00925", "uk-2259-T-04142", "uk-2259-T-06782", "uk-2259-T-08401", "uk-2259-T-16679", "uk-2259-T-00480", "uk-2259-T-00622", "uk-2259-T-03330", "uk-2259-T-04572", "uk-2259-T-05760", "uk-2259-T-08080", "uk-2259-T-10050", "uk-2259-T-13184", "uk-2259-T-13375", "uk-2259-T-16321", "uk-2259-T-21956", "uk-2259-T-00534", "uk-2259-T-04341", "uk-2259-T-04798", "uk-2259-T-05128", "uk-2259-T-07604", "uk-2259-T-08716", "uk-2259-T-11644", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2313", "market": "uk", "socCode": "2313", "title": "Secondary education teaching professionals", "slug": "secondary-education-teaching-professionals", "description": "Secondary (and middle school deemed secondary), and sixth form education teaching professionals plan, organise and provide instruction in one or more subjects, including physical education and diversionary activities, within a prescribed curriculum.", "taskIds": [ "uk-2313-T-01535", "uk-2313-T-00101", "uk-2313-T-01816", "uk-2313-T-03597", "uk-2313-T-08306", "uk-2313-T-15422", "uk-2313-T-00634", "uk-2313-T-04578", "uk-2313-T-07691", "uk-2313-T-07692", "uk-2313-T-14316", "uk-2313-T-15193", "uk-2313-T-15729", "uk-2313-T-00355", "uk-2313-T-07196", "uk-2313-T-07732", "uk-2313-T-11621", "uk-2313-T-13998", "uk-2313-T-15090", "uk-2313-T-15444", "uk-2313-T-18209", "uk-2313-T-19951", "uk-2313-T-21150", "uk-2313-T-03835", "uk-2313-T-07211", "uk-2313-T-07696", "uk-2313-T-07709", "uk-2313-T-08222", "uk-2313-T-13740", "uk-2313-T-15531", "uk-2313-T-15812", "uk-2313-T-19656", "uk-2313-T-07450", "uk-2313-T-11895", "uk-2313-T-18999", "uk-2313-T-01893", "uk-2313-T-09689", "uk-2313-T-13438", "uk-2313-T-16473", "uk-2313-T-19220", "uk-2313-T-01976", "uk-2313-T-14456", "uk-2313-T-12789", "uk-2313-T-15511", "uk-2313-T-15559", "uk-2313-T-17279", "uk-2313-T-12115", "uk-2313-T-15669", "uk-2313-T-16772", "uk-2313-T-11689", "uk-2313-T-11709", "uk-2313-T-15675", "uk-2313-T-20102", "uk-2313-T-20211", "uk-2313-T-14658", "uk-2313-T-06408", "uk-2313-T-07706", "uk-2313-T-06528", "uk-2313-T-06862", "uk-2313-T-08888", "uk-2313-T-18998", "uk-2313-T-07743", "uk-2313-T-14242", "uk-2313-T-21861", "uk-2313-T-20457", "uk-2313-T-15096", "uk-2313-T-09295", "uk-2313-T-20456", "uk-2313-T-00794", "uk-2313-T-08727", "uk-2313-T-17531", "uk-2313-T-15601", "uk-2313-T-03967", "uk-2313-T-03255", "uk-2313-T-12071", "uk-2313-T-15442", "uk-2313-T-19013", "uk-2313-T-20408", "uk-2313-T-02167", "uk-2313-T-17482", "uk-2313-T-20424", "uk-2313-T-21938", "uk-2313-T-01627", "uk-2313-T-04309", "uk-2313-T-05859", "uk-2313-T-08410", "uk-2313-T-15676", "uk-2313-T-11871", "uk-2313-T-05575", "uk-2313-T-06536", "uk-2313-T-06672", "uk-2313-T-11764", "uk-2313-T-06583", "uk-2313-T-06920", "uk-2313-T-14897", "uk-2313-T-15281", "uk-2313-T-18732", "uk-2313-T-15717", "uk-2313-T-14341", "uk-2313-T-11149", "uk-2313-T-05220", "uk-2313-T-05328", "uk-2313-T-14425", "uk-2313-T-06331", "uk-2313-T-15110", "uk-2313-T-20440", "uk-2313-T-05252", "uk-2313-T-14410", "uk-2313-T-09605", "uk-2313-T-19252", "uk-2313-T-03299", "uk-2313-T-21038", "uk-2313-T-00631", "uk-2313-T-20039", "uk-2313-T-04768", "uk-2313-T-14662", "uk-2313-T-05938", "uk-2313-T-06778", "uk-2313-T-06612", "uk-2313-T-15435", "uk-2313-T-15787", "uk-2313-T-05282", "uk-2313-T-05977", "uk-2313-T-15443" ], "employment": { "value": 504100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 47632, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-2031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 32, 44 ], "band": "low", "headlineShare": 0.27994923857867676, "headlineShareRange": [ 0.26040609137055515, 0.3668781725888287 ], "scoredTaskCount": 971 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2314", "market": "uk", "socCode": "2314", "title": "Primary education teaching professionals", "slug": "primary-education-teaching-professionals", "description": "Primary (and middle school deemed primary) and education teaching professionals plan, organise and provide instruction to children at all levels up to the age of entry into secondary education.", "taskIds": [ "uk-2314-T-00101", "uk-2314-T-01535", "uk-2314-T-03597", "uk-2314-T-08306", "uk-2314-T-15422", "uk-2314-T-00355", "uk-2314-T-04578", "uk-2314-T-07691", "uk-2314-T-07692", "uk-2314-T-11621", "uk-2314-T-00171", "uk-2314-T-00634", "uk-2314-T-03835", "uk-2314-T-07196", "uk-2314-T-07211", "uk-2314-T-07696", "uk-2314-T-07709", "uk-2314-T-08222", "uk-2314-T-13740", "uk-2314-T-15101", "uk-2314-T-15193", "uk-2314-T-15444", "uk-2314-T-15729", "uk-2314-T-18209", "uk-2314-T-21729", "uk-2314-T-03277", "uk-2314-T-07450", "uk-2314-T-07666", "uk-2314-T-07732", "uk-2314-T-09295", "uk-2314-T-13998", "uk-2314-T-15090", "uk-2314-T-15125", "uk-2314-T-15531", "uk-2314-T-15812", "uk-2314-T-16668", "uk-2314-T-21150", "uk-2314-T-04748", "uk-2314-T-14305", "uk-2314-T-14328", "uk-2314-T-14353", "uk-2314-T-15108", "uk-2314-T-19220", "uk-2314-T-19656", "uk-2314-T-01893", "uk-2314-T-08410", "uk-2314-T-11895", "uk-2314-T-13438", "uk-2314-T-16474", "uk-2314-T-18999", "uk-2314-T-19361", "uk-2314-T-19951", "uk-2314-T-01976", "uk-2314-T-14456" ], "employment": { "value": 374900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 45939, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-2021", "us-soc-25-2022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 22, 32 ], "band": "low", "headlineShare": 0.1534936998854523, "headlineShareRange": [ 0.11454753722794947, 0.2313860252004579 ], "scoredTaskCount": 54 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:48:23.662Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2316", "market": "uk", "socCode": "2316", "title": "Special and additional needs education teaching professionals", "slug": "special-and-additional-needs-education-teaching-professionals", "description": "Special and additional needs education teaching professionals organise and provide instruction at a variety of different levels to children who have emotional, behavioural or learning difficulties or physical disabilities. 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is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2321", "market": "uk", "socCode": "2321", "title": "Head teachers and principals", "slug": "head-teachers-and-principals", "description": "Head teachers and principals plan, organise, direct and co-ordinate the running of schools, colleges and other educational establishments.", "taskIds": [ "uk-2321-T-01306", "uk-2321-T-07034", "uk-2321-T-00631", "uk-2321-T-05756", "uk-2321-T-07098", "uk-2321-T-09030", "uk-2321-T-17471", "uk-2321-T-01981", "uk-2321-T-04926", "uk-2321-T-06735", "uk-2321-T-09009", "uk-2321-T-12454", "uk-2321-T-17128", "uk-2321-T-19224", "uk-2321-T-01677", "uk-2321-T-04735", "uk-2321-T-06232", "uk-2321-T-08450", "uk-2321-T-11850", "uk-2321-T-14534", "uk-2321-T-18025", "uk-2321-T-21847", "uk-2321-T-02157", "uk-2321-T-04815", "uk-2321-T-06700", "uk-2321-T-08591", "uk-2321-T-13087", "uk-2321-T-15108", "uk-2321-T-18026", "uk-2321-T-02199", "uk-2321-T-06519", "uk-2321-T-08562", "uk-2321-T-14363", "uk-2321-T-15209", "uk-2321-T-18668", "uk-2321-T-07672", "uk-2321-T-14478", "uk-2321-T-18693", "uk-2321-T-03863", "uk-2321-T-14485", "uk-2321-T-19026", "uk-2321-T-17463", "uk-2321-T-07039", "uk-2321-T-06081", "uk-2321-T-06669", "uk-2321-T-07201", "uk-2321-T-16495", "uk-2321-T-17457", "uk-2321-T-03398", "uk-2321-T-06222", "uk-2321-T-06747", "uk-2321-T-09395", "uk-2321-T-14296", "uk-2321-T-15515", "uk-2321-T-18474", "uk-2321-T-02036", "uk-2321-T-03402", "uk-2321-T-07140", "uk-2321-T-13406", "uk-2321-T-15170", "uk-2321-T-17163", "uk-2321-T-02209", "uk-2321-T-14298", "uk-2321-T-15448", "uk-2321-T-15597", "uk-2321-T-16992", "uk-2321-T-00753", "uk-2321-T-15485", "uk-2321-T-16943", "uk-2321-T-05094", "uk-2321-T-17472", "uk-2321-T-03257", "uk-2321-T-05056", "uk-2321-T-07716", "uk-2321-T-08350", "uk-2321-T-12691", "uk-2321-T-15281", "uk-2321-T-04755", "uk-2321-T-06801", "uk-2321-T-07210", "uk-2321-T-08241", "uk-2321-T-09564", "uk-2321-T-13480", "uk-2321-T-15076", "uk-2321-T-17152", "uk-2321-T-18461", "uk-2321-T-21653", "uk-2321-T-21735", "uk-2321-T-04733", "uk-2321-T-05562", "uk-2321-T-07109", "uk-2321-T-10426", "uk-2321-T-15278", "uk-2321-T-16796", "uk-2321-T-19317", "uk-2321-T-01955", "uk-2321-T-04936", "uk-2321-T-11202", "uk-2321-T-16257", "uk-2321-T-16418", "uk-2321-T-17459", "uk-2321-T-17473" ], "employment": { "value": 46000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 72192, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9032", "us-soc-11-9033", "us-soc-11-9039" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 39, 51 ], "band": "partial", "headlineShare": 0.3365330321852063, "headlineShareRange": [ 0.2851496329757202, 0.41134952004517245 ], "scoredTaskCount": 235 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:49:34.819Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "59 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2322", "market": "uk", "socCode": "2322", "title": "Education managers", "slug": "education-managers", "description": "Education managers plan, organise, direct and co-ordinate the administration, support systems and activities that facilitate the effective running of a school, university, college or other educational establishment.", "taskIds": [ "uk-2322-T-07039", "uk-2322-T-06081", "uk-2322-T-07201", "uk-2322-T-17462", "uk-2322-T-03257", "uk-2322-T-03398", "uk-2322-T-05056", "uk-2322-T-06222", "uk-2322-T-06747", "uk-2322-T-07716", "uk-2322-T-08059", "uk-2322-T-08350", "uk-2322-T-09395", "uk-2322-T-12691", "uk-2322-T-14296", "uk-2322-T-15281", "uk-2322-T-15515", "uk-2322-T-18474", "uk-2322-T-00639", "uk-2322-T-03402", "uk-2322-T-04755", "uk-2322-T-06801", "uk-2322-T-07210", "uk-2322-T-07427", "uk-2322-T-08241", "uk-2322-T-09564", "uk-2322-T-11164", "uk-2322-T-14502", "uk-2322-T-15076", "uk-2322-T-15170", "uk-2322-T-17152", "uk-2322-T-17163", "uk-2322-T-18393", "uk-2322-T-21735", "uk-2322-T-02209", "uk-2322-T-04733", "uk-2322-T-05562", "uk-2322-T-07109", "uk-2322-T-14239", "uk-2322-T-14298", "uk-2322-T-15278", "uk-2322-T-15448", "uk-2322-T-15597", "uk-2322-T-16796", "uk-2322-T-16835", "uk-2322-T-16992", "uk-2322-T-17447", "uk-2322-T-17931", "uk-2322-T-17942", "uk-2322-T-01955", "uk-2322-T-04936", "uk-2322-T-11202", "uk-2322-T-15485", "uk-2322-T-15712", "uk-2322-T-16418" ], "employment": { "value": 65200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 46581, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9032", "us-soc-11-9033", "us-soc-11-9039" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 42, 54 ], "band": "partial", "headlineShare": 0.3595890410958901, "headlineShareRange": [ 0.3595890410958901, 0.46803652968036497 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:49:34.819Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2323", "market": "uk", "socCode": "2323", "title": "Education advisers and school inspectors", "slug": "education-advisers-and-school-inspectors", "description": "Education advisers and school inspectors plan, organise and direct the educational activities and resources in a local authority education area, and undertake inspections of schools and other training establishments excluding universities.", "taskIds": [ "uk-2323-T-00631", "uk-2323-T-03350", "uk-2323-T-09544", "uk-2323-T-00446", "uk-2323-T-00632", "uk-2323-T-00634", "uk-2323-T-06162", "uk-2323-T-07339", "uk-2323-T-09066", "uk-2323-T-13406", "uk-2323-T-00460", "uk-2323-T-01981", "uk-2323-T-07196", "uk-2323-T-07691", "uk-2323-T-07692", "uk-2323-T-08410", "uk-2323-T-13740", "uk-2323-T-16488", "uk-2323-T-18214", "uk-2323-T-00132", "uk-2323-T-00485", "uk-2323-T-00816", "uk-2323-T-02000", "uk-2323-T-03746", "uk-2323-T-07605", "uk-2323-T-07697", "uk-2323-T-08177", "uk-2323-T-08204", "uk-2323-T-11621", "uk-2323-T-15107", "uk-2323-T-15194", "uk-2323-T-15812", "uk-2323-T-16589", "uk-2323-T-16850", "uk-2323-T-17535", "uk-2323-T-18712", "uk-2323-T-19220", "uk-2323-T-19842", "uk-2323-T-21861", "uk-2323-T-01562", "uk-2323-T-17531", "uk-2323-T-00291", "uk-2323-T-07629", "uk-2323-T-09577", "uk-2323-T-12544", "uk-2323-T-15210", "uk-2323-T-16472", "uk-2323-T-17507", "uk-2323-T-19190", "uk-2323-T-20407", "uk-2323-T-20412", "uk-2323-T-20702", "uk-2323-T-20964", "uk-2323-T-00169", "uk-2323-T-02131", "uk-2323-T-02133", "uk-2323-T-02190", "uk-2323-T-00507", "uk-2323-T-01587", "uk-2323-T-03390", "uk-2323-T-08350", "uk-2323-T-10770", "uk-2323-T-00525", "uk-2323-T-04134", "uk-2323-T-00499", "uk-2323-T-01922", "uk-2323-T-05512", "uk-2323-T-05824", "uk-2323-T-05883", "uk-2323-T-06597", "uk-2323-T-06598", "uk-2323-T-10730", "uk-2323-T-15241", "uk-2323-T-15733", "uk-2323-T-15788", "uk-2323-T-15966", "uk-2323-T-16454", "uk-2323-T-17128", "uk-2323-T-18093", "uk-2323-T-18098", "uk-2323-T-21090", "uk-2323-T-00101", "uk-2323-T-01590", "uk-2323-T-04476", "uk-2323-T-04801", "uk-2323-T-06528", "uk-2323-T-06551", "uk-2323-T-06580", "uk-2323-T-07587", "uk-2323-T-10949", "uk-2323-T-13091", "uk-2323-T-14228", "uk-2323-T-14724", "uk-2323-T-18732", "uk-2323-T-20426", "uk-2323-T-21060", "uk-2323-T-00157" ], "employment": { "value": 39000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 44549, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-9031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 47, "occScoreRange": [ 41, 53 ], "band": "partial", "headlineShare": 0.3574660633484162, "headlineShareRange": [ 0.306184012066365, 0.45173453996983404 ], "scoredTaskCount": 97 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:49:34.819Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "37 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2324", "market": "uk", "socCode": "2324", "title": "Early education and childcare services managers", "slug": "early-education-and-childcare-services-managers", "description": "Early education and childcare services managers plan, organise, direct and co-ordinate the administration, support systems and activities that facilitate the effective running of nurseries and early education centres.", "taskIds": [ "uk-2324-T-02036", "uk-2324-T-05094", "uk-2324-T-06669", "uk-2324-T-07196", "uk-2324-T-07201", "uk-2324-T-07872", "uk-2324-T-13406", "uk-2324-T-14296", "uk-2324-T-16495", "uk-2324-T-00753", "uk-2324-T-03398", "uk-2324-T-03402", "uk-2324-T-06081", "uk-2324-T-06222", "uk-2324-T-06747", "uk-2324-T-06886", "uk-2324-T-07039", "uk-2324-T-09395", "uk-2324-T-12377", "uk-2324-T-14298", "uk-2324-T-15170", "uk-2324-T-15515", "uk-2324-T-16943", "uk-2324-T-17448", "uk-2324-T-17469", "uk-2324-T-18474", "uk-2324-T-02209", "uk-2324-T-03763", "uk-2324-T-07140", "uk-2324-T-11645", "uk-2324-T-15448", "uk-2324-T-15485", "uk-2324-T-15597", "uk-2324-T-16992", "uk-2324-T-17163" ], "employment": { "value": 27400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30140, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 52 ], "band": "partial", "headlineShare": 0.42857142857142844, "headlineShareRange": [ 0.3224489795918366, 0.45306122448979574 ], "scoredTaskCount": 35 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2329", "market": "uk", "socCode": "2329", "title": "Other educational professionals n.e.c", "slug": "other-educational-professionals-n-e-c", "description": "Job holders in this unit group perform a variety of other educational professional occupational roles not elsewhere classified in minor group 232: Other educational professionals.", "taskIds": [ "uk-2329-T-00475", "uk-2329-T-00879", "uk-2329-T-04757", "uk-2329-T-04909", "uk-2329-T-08212", "uk-2329-T-12455", "uk-2329-T-15423", "uk-2329-T-15621", "uk-2329-T-00382", "uk-2329-T-02206", "uk-2329-T-02488", "uk-2329-T-05204", "uk-2329-T-05538", "uk-2329-T-06788", "uk-2329-T-08377", "uk-2329-T-10850", "uk-2329-T-11184", "uk-2329-T-11323", "uk-2329-T-12220", "uk-2329-T-12318", "uk-2329-T-12432", "uk-2329-T-13214", "uk-2329-T-15479", "uk-2329-T-15619", "uk-2329-T-16202", "uk-2329-T-17159", "uk-2329-T-19982", "uk-2329-T-06114", "uk-2329-T-09147", "uk-2329-T-12195", "uk-2329-T-16137", "uk-2329-T-17164", "uk-2329-T-19738", "uk-2329-T-01944", "uk-2329-T-01971", "uk-2329-T-02143", "uk-2329-T-04756", "uk-2329-T-04758", "uk-2329-T-04813", "uk-2329-T-06316", "uk-2329-T-06735", "uk-2329-T-07423", "uk-2329-T-09907", "uk-2329-T-10759", "uk-2329-T-11412", "uk-2329-T-11880", "uk-2329-T-12377", "uk-2329-T-12699", "uk-2329-T-14303", "uk-2329-T-14394", "uk-2329-T-15740", "uk-2329-T-16417", "uk-2329-T-16418", "uk-2329-T-16420", "uk-2329-T-18644", "uk-2329-T-19936", "uk-2329-T-21261", "uk-2329-T-21351", "uk-2329-T-21693", "uk-2329-T-00896", "uk-2329-T-01076", "uk-2329-T-02153", "uk-2329-T-02395", "uk-2329-T-06247", "uk-2329-T-07445", "uk-2329-T-07462", "uk-2329-T-08771", "uk-2329-T-11999", "uk-2329-T-12967", "uk-2329-T-13893", "uk-2329-T-14226", "uk-2329-T-14309", "uk-2329-T-14774", "uk-2329-T-14855", "uk-2329-T-14986", "uk-2329-T-16129", "uk-2329-T-16899", "uk-2329-T-16959", "uk-2329-T-18263", "uk-2329-T-09194", "uk-2329-T-17279", "uk-2329-T-07566", "uk-2329-T-20924", "uk-2329-T-08781", "uk-2329-T-07373" ], "employment": { "value": 104900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39114, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 53, 65 ], "band": "partial", "headlineShare": 0.5597920277296357, "headlineShareRange": [ 0.42807625649913317, 0.646447140381282 ], "scoredTaskCount": 85 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:41:36Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "34 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2435", "market": "uk", "socCode": "2435", "title": "Professional/chartered company secretaries", "slug": "professional-chartered-company-secretaries", "description": "Chartered company secretaries and governance professionals ensure companies conform to relevant legal, statutory and financial requirements and monitors standards of corporate governance.", "taskIds": [ "uk-2435-T-13219", "uk-2435-T-15694", "uk-2435-T-01027", "uk-2435-T-07434", "uk-2435-T-18153", "uk-2435-T-13680", "uk-2435-T-03818", "uk-2435-T-04617", "uk-2435-T-15379", "uk-2435-T-15437", "uk-2435-T-16953", "uk-2435-T-20099", "uk-2435-T-01074", "uk-2435-T-01340", "uk-2435-T-08810" ], "employment": { "value": 1700, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-11-3031", "us-soc-13-1199" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 61, "occScoreRange": [ 56, 67 ], "band": "high", "headlineShare": 0.6728110599078342, "headlineShareRange": [ 0.5391705069124425, 0.6728110599078342 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:48:23.662Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2439", "market": "uk", "socCode": "2439", "title": "Business, research and administrative professionals n.e.c.", "slug": "business-research-and-administrative-professionals-n-e-c", "description": "Job holders in this unit group advise on the formulation and implementation of policy in the public and private sectors, develop and implement substantial business, statistical and administrative systems, and perform a variety of functions not elsewhere classified in minor group 243: Business, research and administrative professionals.", "taskIds": [ "uk-2439-T-00611", "uk-2439-T-00760", "uk-2439-T-00795", "uk-2439-T-00850", "uk-2439-T-00662", "uk-2439-T-00907", "uk-2439-T-01003", "uk-2439-T-03948", "uk-2439-T-04230", "uk-2439-T-04252", "uk-2439-T-04567", "uk-2439-T-04678", "uk-2439-T-06252", "uk-2439-T-07458", "uk-2439-T-08436", "uk-2439-T-08568", "uk-2439-T-08604", "uk-2439-T-08987", "uk-2439-T-10854", "uk-2439-T-12259", "uk-2439-T-13422", "uk-2439-T-14447", "uk-2439-T-16583", "uk-2439-T-21223", "uk-2439-T-02303", "uk-2439-T-02645", "uk-2439-T-03535", "uk-2439-T-04201", "uk-2439-T-05508", "uk-2439-T-05591", "uk-2439-T-05593", "uk-2439-T-07341", "uk-2439-T-07586", "uk-2439-T-07657", "uk-2439-T-11161", "uk-2439-T-11199", "uk-2439-T-12350", "uk-2439-T-12636", "uk-2439-T-15853", "uk-2439-T-15928", "uk-2439-T-16886", "uk-2439-T-17981", "uk-2439-T-18356", "uk-2439-T-19738", "uk-2439-T-20583", "uk-2439-T-21664", "uk-2439-T-21768", "uk-2439-T-21835", "uk-2439-T-04769", "uk-2439-T-05925", "uk-2439-T-12396", "uk-2439-T-12984", "uk-2439-T-16433", "uk-2439-T-16882", "uk-2439-T-19221" ], "employment": { "value": 104500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 58341, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1082", "us-soc-13-1199" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 61, "occScoreRange": [ 55, 67 ], "band": "high", "headlineShare": 0.5851063829787231, "headlineShareRange": [ 0.4763593380614654, 0.6583924349881793 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:48:23.662Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2440", "market": "uk", "socCode": "2440", "title": "Business and financial project management professionals", "slug": "business-and-financial-project-management-professionals", "description": "Business and financial project management professionals manage and oversee major projects across all sectors of modern industry, commerce and the public sector, in areas such as e-commerce, business analysis, finance, product development, marketing, human resources.", "taskIds": [ "uk-2440-T-00845", "uk-2440-T-03394", "uk-2440-T-09497", "uk-2440-T-12336", "uk-2440-T-00930", "uk-2440-T-03357", "uk-2440-T-04666", "uk-2440-T-06290", "uk-2440-T-09291", "uk-2440-T-09643", "uk-2440-T-16380", "uk-2440-T-01519", 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"source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1081", "us-soc-13-1111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 42, 55 ], "band": "partial", "headlineShare": 0.40248962655601667, "headlineShareRange": [ 0.2464730290456431, 0.46721991701244836 ], "scoredTaskCount": 160 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:41:36Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "13 of this occupation's scored task statements carry a score that was measured under a 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2461", "market": "uk", "socCode": "2461", "title": "Social workers", "slug": "social-workers", "description": "Social workers provide information, advice and support to those who are socially excluded or are experiencing crisis; they protect the welfare of vulnerable groups including children, young people, people with disabilities, elderly people and people who are mentally or physically ill, and they may specialise in specific areas of work.", "taskIds": [ "uk-2461-T-12292", "uk-2461-T-21694", "uk-2461-T-01559", "uk-2461-T-12005", "uk-2461-T-17097", "uk-2461-T-21802", "uk-2461-T-00414", "uk-2461-T-01867", "uk-2461-T-08437", "uk-2461-T-12390", "uk-2461-T-17507", "uk-2461-T-00418", "uk-2461-T-06893", "uk-2461-T-13874", "uk-2461-T-17515", "uk-2461-T-01853", "uk-2461-T-04588", "uk-2461-T-10925", "uk-2461-T-16619", "uk-2461-T-19530", "uk-2461-T-21817", "uk-2461-T-02368", "uk-2461-T-19899", "uk-2461-T-00046", "uk-2461-T-02265", "uk-2461-T-06340", "uk-2461-T-15859", "uk-2461-T-21722", "uk-2461-T-00398", "uk-2461-T-01952", "uk-2461-T-10920", "uk-2461-T-19941", "uk-2461-T-11157", "uk-2461-T-14987", "uk-2461-T-00453", "uk-2461-T-01660", "uk-2461-T-05059", "uk-2461-T-10915", "uk-2461-T-11627", "uk-2461-T-12948", "uk-2461-T-21658", "uk-2461-T-00150", "uk-2461-T-01373", "uk-2461-T-02019", "uk-2461-T-05661", "uk-2461-T-08239", "uk-2461-T-10955", "uk-2461-T-11632", "uk-2461-T-16350", "uk-2461-T-20148", "uk-2461-T-21773", "uk-2461-T-01191", "uk-2461-T-02062", "uk-2461-T-05020", "uk-2461-T-07016", "uk-2461-T-08970", "uk-2461-T-11991", "uk-2461-T-16482", "uk-2461-T-17508", "uk-2461-T-21823", "uk-2461-T-00634", "uk-2461-T-02805", "uk-2461-T-04592", "uk-2461-T-06105", "uk-2461-T-09050", "uk-2461-T-11409", "uk-2461-T-12591", "uk-2461-T-16607", "uk-2461-T-20063", "uk-2461-T-21373", "uk-2461-T-01379", "uk-2461-T-03516", "uk-2461-T-04676", "uk-2461-T-07667", "uk-2461-T-11292", "uk-2461-T-12033", "uk-2461-T-17098", "uk-2461-T-20409", "uk-2461-T-01913", "uk-2461-T-02016", "uk-2461-T-04808", "uk-2461-T-06581", "uk-2461-T-10107", "uk-2461-T-12684", "uk-2461-T-17114", "uk-2461-T-21918", "uk-2461-T-01554", "uk-2461-T-04025", "uk-2461-T-06670", "uk-2461-T-08721", "uk-2461-T-09953", "uk-2461-T-10924", "uk-2461-T-12323", "uk-2461-T-16708", "uk-2461-T-21268", "uk-2461-T-02229", "uk-2461-T-04203", "uk-2461-T-05581", "uk-2461-T-07278", "uk-2461-T-09455", "uk-2461-T-10152", "uk-2461-T-10932", "uk-2461-T-15449", "uk-2461-T-04842", "uk-2461-T-06697", "uk-2461-T-09088", "uk-2461-T-15114", "uk-2461-T-12211", "uk-2461-T-13756", "uk-2461-T-11011", "uk-2461-T-13518", "uk-2461-T-16788", "uk-2461-T-00588", "uk-2461-T-08341", "uk-2461-T-15263", "uk-2461-T-17520", "uk-2461-T-06763", "uk-2461-T-02178", "uk-2461-T-13093", "uk-2461-T-18386", "uk-2461-T-20808", "uk-2461-T-01340", "uk-2461-T-04298", "uk-2461-T-15210", "uk-2461-T-18539", "uk-2461-T-16555", "uk-2461-T-19945" ], "employment": { "value": 139800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 44550, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-21-1013", "us-soc-21-1015", "us-soc-21-1018", "us-soc-21-1019", "us-soc-21-1021", "us-soc-21-1022", "us-soc-21-1023", "us-soc-21-1029", "us-soc-21-1092", "us-soc-21-1099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 20, 32 ], "band": "low", "headlineShare": 0.09816225907664733, "headlineShareRange": [ 0.09367996414164059, 0.16763783056925166 ], "scoredTaskCount": 152 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:00:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2462", "market": "uk", "socCode": "2462", "title": "Probation officers", "slug": "probation-officers", "description": "Probation officers work to rehabilitate offenders. 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We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2463", "market": "uk", "socCode": "2463", "title": "Clergy", "slug": "clergy", "description": "Members of the clergy provide spiritual motivation and guidance, conduct worship according to the form of service of a particular faith/denomination and perform related functions associated with religious beliefs and practices.", "taskIds": [ "uk-2463-T-03930", "uk-2463-T-11322", "uk-2463-T-00467", "uk-2463-T-04289", "uk-2463-T-08648", "uk-2463-T-15078", "uk-2463-T-15399", "uk-2463-T-16983", "uk-2463-T-00461", "uk-2463-T-03946", "uk-2463-T-07663", "uk-2463-T-08997", "uk-2463-T-13860", "uk-2463-T-15833", "uk-2463-T-16508", "uk-2463-T-19202", "uk-2463-T-03229", "uk-2463-T-06733", "uk-2463-T-07728", "uk-2463-T-10857", "uk-2463-T-13840", "uk-2463-T-14282", "uk-2463-T-15218", "uk-2463-T-16338", "uk-2463-T-18042", "uk-2463-T-19480", "uk-2463-T-21437", "uk-2463-T-01996", "uk-2463-T-04399", "uk-2463-T-12136", "uk-2463-T-14576", "uk-2463-T-16534", "uk-2463-T-18040", "uk-2463-T-20686", "uk-2463-T-00065", "uk-2463-T-03259", "uk-2463-T-04686", "uk-2463-T-07740", "uk-2463-T-12261", "uk-2463-T-16426", "uk-2463-T-17529", "uk-2463-T-18340", "uk-2463-T-20114", "uk-2463-T-21741", "uk-2463-T-05685", "uk-2463-T-14361", "uk-2463-T-16941", "uk-2463-T-03935", "uk-2463-T-11634", "uk-2463-T-14763", "uk-2463-T-17530" ], "employment": { "value": 41100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31183, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-21-2011", "us-soc-21-2021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 18, 29 ], "band": "low", "headlineShare": 0.11012658227848099, "headlineShareRange": [ 0.08987341772151895, 0.16708860759493663 ], "scoredTaskCount": 51 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2464", "market": "uk", "socCode": "2464", "title": "Youth work professionals", "slug": "youth-work-professionals", "description": "Youth work professionals look after the welfare and support the development of young people.", "taskIds": [ "uk-2464-T-05774", "uk-2464-T-08166", "uk-2464-T-12990", "uk-2464-T-16307", "uk-2464-T-16798", "uk-2464-T-20145", "uk-2464-T-01756", "uk-2464-T-02324", "uk-2464-T-05581", "uk-2464-T-12684", "uk-2464-T-15054", "uk-2464-T-16336", "uk-2464-T-16797", "uk-2464-T-20113", "uk-2464-T-20245", "uk-2464-T-01554", "uk-2464-T-02307", "uk-2464-T-04654", "uk-2464-T-06317", "uk-2464-T-08737", "uk-2464-T-11623", "uk-2464-T-12548", "uk-2464-T-13003", "uk-2464-T-16387", "uk-2464-T-17571", "uk-2464-T-19360", "uk-2464-T-21312", "uk-2464-T-02172", "uk-2464-T-03312", "uk-2464-T-07763", "uk-2464-T-11202", "uk-2464-T-12377", "uk-2464-T-14726", "uk-2464-T-16708", "uk-2464-T-17507", "uk-2464-T-19313", "uk-2464-T-20711", "uk-2464-T-21650", "uk-2464-T-01171", "uk-2464-T-02229", "uk-2464-T-04261", "uk-2464-T-09520", "uk-2464-T-11634", "uk-2464-T-14333", "uk-2464-T-15238", "uk-2464-T-17394", "uk-2464-T-19259", "uk-2464-T-20114", "uk-2464-T-21630", "uk-2464-T-12219", "uk-2464-T-14372", "uk-2464-T-18385" ], "employment": { "value": 10200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36620, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-21-1013", "us-soc-21-1015", "us-soc-21-1018", "us-soc-21-1019", "us-soc-21-1021", "us-soc-21-1022", "us-soc-21-1023", "us-soc-21-1029", "us-soc-21-1092", "us-soc-21-1099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 19, 31 ], "band": "low", "headlineShare": 0.12469135802469127, "headlineShareRange": [ 0.10617283950617276, 0.1604938271604937 ], "scoredTaskCount": 52 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:55:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2469", "market": "uk", "socCode": "2469", "title": "Welfare professionals n.e.c.", "slug": "welfare-professionals-n-e-c", "description": "Job holders in this unit group perform a variety of welfare-related professional occupations not elsewhere classified in minor group 246: Welfare professionals.", "taskIds": [ "uk-2469-T-14987", "uk-2469-T-01660", "uk-2469-T-00453", "uk-2469-T-10955", "uk-2469-T-00150", "uk-2469-T-02062", "uk-2469-T-10915", "uk-2469-T-21823", "uk-2469-T-02019", "uk-2469-T-04592", "uk-2469-T-08970", "uk-2469-T-16607", "uk-2469-T-20148", "uk-2469-T-01373", "uk-2469-T-03516", "uk-2469-T-05059", "uk-2469-T-16482", "uk-2469-T-17508", "uk-2469-T-01814", "uk-2469-T-03673", "uk-2469-T-03328", "uk-2469-T-06930", "uk-2469-T-16299", "uk-2469-T-00634", "uk-2469-T-02376", "uk-2469-T-04632", "uk-2469-T-06288", "uk-2469-T-07685", "uk-2469-T-11279", "uk-2469-T-13055", "uk-2469-T-16349", "uk-2469-T-16604", "uk-2469-T-20063", "uk-2469-T-00365", "uk-2469-T-01913", "uk-2469-T-03445", "uk-2469-T-05020", "uk-2469-T-06105", "uk-2469-T-09502", "uk-2469-T-11409", "uk-2469-T-16543", "uk-2469-T-19261", "uk-2469-T-01398", "uk-2469-T-07907", "uk-2469-T-12934", "uk-2469-T-00007", "uk-2469-T-02992", "uk-2469-T-04558", "uk-2469-T-07441", "uk-2469-T-08649", "uk-2469-T-11753", "uk-2469-T-13833", "uk-2469-T-02996", "uk-2469-T-04072", "uk-2469-T-05487", "uk-2469-T-09278", "uk-2469-T-13675", "uk-2469-T-15397", "uk-2469-T-00908", "uk-2469-T-04071", "uk-2469-T-09458", "uk-2469-T-14397", "uk-2469-T-17209", "uk-2469-T-03916", "uk-2469-T-07204", "uk-2469-T-11153", "uk-2469-T-15931", "uk-2469-T-18594" ], "employment": { "value": 23000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 40594, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-21-1013", "us-soc-21-1015", "us-soc-21-1018", "us-soc-21-1019", "us-soc-21-1021", "us-soc-21-1022", "us-soc-21-1023", "us-soc-21-1029", "us-soc-21-1092", "us-soc-21-1099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 22, 35 ], "band": "low", "headlineShare": 0.12196914033798674, "headlineShareRange": [ 0.0771491550330639, 0.20279206465833935 ], "scoredTaskCount": 87 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:00:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2471", "market": "uk", "socCode": "2471", "title": "Librarians", "slug": "librarians", "description": "Librarians appraise, obtain, index, collate and make available library acquisitions and organise and control other library services.", "taskIds": [ "uk-2471-T-01057", "uk-2471-T-02789", "uk-2471-T-02791", "uk-2471-T-00716", "uk-2471-T-01967", "uk-2471-T-02849", "uk-2471-T-06350", "uk-2471-T-09333", "uk-2471-T-14312", "uk-2471-T-01085", "uk-2471-T-02012", "uk-2471-T-04753", "uk-2471-T-06136", "uk-2471-T-06891", "uk-2471-T-12004", "uk-2471-T-12668", "uk-2471-T-12733", "uk-2471-T-14367", "uk-2471-T-16140", "uk-2471-T-16724", "uk-2471-T-18330", "uk-2471-T-18388", "uk-2471-T-18611", "uk-2471-T-18975", "uk-2471-T-19001", "uk-2471-T-20204", "uk-2471-T-02133", "uk-2471-T-05129", "uk-2471-T-06582", "uk-2471-T-07752", "uk-2471-T-12363", "uk-2471-T-12600", "uk-2471-T-14370", "uk-2471-T-16753", "uk-2471-T-16917", "uk-2471-T-18605", "uk-2471-T-19096", "uk-2471-T-19956", "uk-2471-T-19976", "uk-2471-T-20998", "uk-2471-T-21346", "uk-2471-T-04647", "uk-2471-T-05180", "uk-2471-T-07840", "uk-2471-T-11822", "uk-2471-T-12377", "uk-2471-T-16325", "uk-2471-T-19571", "uk-2471-T-21272", "uk-2471-T-04558", "uk-2471-T-06419", "uk-2471-T-09348", "uk-2471-T-12104", "uk-2471-T-20643", "uk-2471-T-20644", "uk-2471-T-03342" ], "employment": { "value": 30700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 38068, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-4022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 42, 54 ], "band": "partial", "headlineShare": 0.40219780219780205, "headlineShareRange": [ 0.3483516483516482, 0.40219780219780205 ], "scoredTaskCount": 56 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2472", "market": "uk", "socCode": "2472", "title": "Archivists, conservators and curators", "slug": "archivists-conservators-and-curators", "description": "Archivists, conservators and curators collect, appraise and preserve collections of recorded and other material of historical interest.", "taskIds": [ "uk-2472-T-01601", "uk-2472-T-01681", "uk-2472-T-02789", "uk-2472-T-04466", "uk-2472-T-11703", "uk-2472-T-12363", "uk-2472-T-12477", "uk-2472-T-14332", "uk-2472-T-21147", "uk-2472-T-02203", "uk-2472-T-04657", "uk-2472-T-05744", "uk-2472-T-06785", "uk-2472-T-07120", "uk-2472-T-08214", "uk-2472-T-09447", "uk-2472-T-09857", "uk-2472-T-11166", "uk-2472-T-12156", "uk-2472-T-12302", "uk-2472-T-12364", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2481", "market": "uk", "socCode": "2481", "title": "Quality control and planning engineers", "slug": "quality-control-and-planning-engineers", "description": "Quality control and planning engineers plan production schedules, work sequences, and manufacturing and processing procedures to ensure accuracy, quality and reliability.", "taskIds": [ "uk-2481-T-03642", "uk-2481-T-19604", "uk-2481-T-00439", "uk-2481-T-06357", "uk-2481-T-07920", "uk-2481-T-09773", "uk-2481-T-00088", "uk-2481-T-04073", "uk-2481-T-07803", "uk-2481-T-09653", "uk-2481-T-14477", "uk-2481-T-19390", "uk-2481-T-00946", "uk-2481-T-06092", "uk-2481-T-08456", "uk-2481-T-14572", "uk-2481-T-17133", "uk-2481-T-00948", "uk-2481-T-08231", "uk-2481-T-09947", "uk-2481-T-13183", "uk-2481-T-16930", "uk-2481-T-02499", "uk-2481-T-08411", "uk-2481-T-10394", "uk-2481-T-16236", "uk-2481-T-19356", "uk-2481-T-20562", "uk-2481-T-03741", "uk-2481-T-13517", "uk-2481-T-19573", "uk-2481-T-05167", "uk-2481-T-08232", "uk-2481-T-09183", "uk-2481-T-11206", "uk-2481-T-18330", "uk-2481-T-19650", "uk-2481-T-05881", "uk-2481-T-05184", "uk-2481-T-06755", "uk-2481-T-09136", "uk-2481-T-10259", "uk-2481-T-15811", "uk-2481-T-21665", "uk-2481-T-04174", "uk-2481-T-02440", "uk-2481-T-05271", "uk-2481-T-09873", "uk-2481-T-20995", "uk-2481-T-02411", "uk-2481-T-05939", "uk-2481-T-06560", "uk-2481-T-09613", "uk-2481-T-11745", "uk-2481-T-14464", "uk-2481-T-15028", "uk-2481-T-17111", "uk-2481-T-20989", "uk-2481-T-01737", "uk-2481-T-05832", "uk-2481-T-06393", "uk-2481-T-08413", "uk-2481-T-10358", "uk-2481-T-12603", "uk-2481-T-14579", "uk-2481-T-15262", "uk-2481-T-16291", "uk-2481-T-19871", "uk-2481-T-20719", "uk-2481-T-00949", "uk-2481-T-04711", "uk-2481-T-06000", "uk-2481-T-06495", "uk-2481-T-08435", "uk-2481-T-10255", "uk-2481-T-12405", "uk-2481-T-13622", "uk-2481-T-14710", "uk-2481-T-15414", "uk-2481-T-16018", "uk-2481-T-19640", "uk-2481-T-20642", "uk-2481-T-01799", "uk-2481-T-06010", "uk-2481-T-07776", "uk-2481-T-11386", "uk-2481-T-13460", "uk-2481-T-14769", "uk-2481-T-15480", "uk-2481-T-18637", "uk-2481-T-20574", "uk-2481-T-01621", "uk-2481-T-05315", "uk-2481-T-06312", "uk-2481-T-10357", "uk-2481-T-13054", "uk-2481-T-15617", "uk-2481-T-13921", "uk-2481-T-15976", "uk-2481-T-06905", "uk-2481-T-13782", "uk-2481-T-15981", "uk-2481-T-01016", "uk-2481-T-07902", "uk-2481-T-11002", "uk-2481-T-12257", "uk-2481-T-15816", "uk-2481-T-18866", "uk-2481-T-21940", "uk-2481-T-02498", "uk-2481-T-06666", "uk-2481-T-11042", "uk-2481-T-12318", "uk-2481-T-15915", "uk-2481-T-19852", "uk-2481-T-21944", "uk-2481-T-02198", "uk-2481-T-04081", "uk-2481-T-06760", "uk-2481-T-08394", "uk-2481-T-11046", "uk-2481-T-13090", "uk-2481-T-16738", "uk-2481-T-20070", "uk-2481-T-02186", "uk-2481-T-04141", "uk-2481-T-06816", "uk-2481-T-09034", "uk-2481-T-11048", "uk-2481-T-13516", "uk-2481-T-17055", "uk-2481-T-20122", "uk-2481-T-03611", "uk-2481-T-04348", "uk-2481-T-06883", "uk-2481-T-09556", "uk-2481-T-11689", "uk-2481-T-14843", "uk-2481-T-20699", "uk-2481-T-03788", "uk-2481-T-04902", "uk-2481-T-06913", "uk-2481-T-09721", "uk-2481-T-11837", "uk-2481-T-15266", "uk-2481-T-17180", "uk-2481-T-21458", "uk-2481-T-05162", "uk-2481-T-10724", "uk-2481-T-11984", "uk-2481-T-15453", "uk-2481-T-18543", "uk-2481-T-21464", "uk-2481-T-07481", "uk-2481-T-10849", "uk-2481-T-12126", "uk-2481-T-15581", "uk-2481-T-18552", "uk-2481-T-21557" ], "employment": { "value": 35700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 43592, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-17-2031", "us-soc-17-2111", "us-soc-17-2131", "us-soc-17-2161", "us-soc-17-2199" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 35, 47 ], "band": "partial", "headlineShare": 0.3062390158172233, "headlineShareRange": [ 0.2680140597539545, 0.3686291739894554 ], "scoredTaskCount": 162 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "49 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2482", "market": "uk", "socCode": "2482", "title": "Quality assurance and regulatory professionals", "slug": "quality-assurance-and-regulatory-professionals", "description": "Quality assurance and regulatory professionals plan, organise, co-ordinate and direct the effective measurement monitoring and reporting on the qualitative and regulatory aspects of a specified tangible (industrial production) or non-tangible (service provision) output.", "taskIds": [ "uk-2482-T-00530", "uk-2482-T-00196", "uk-2482-T-06301", "uk-2482-T-09272", "uk-2482-T-11539", "uk-2482-T-14288", "uk-2482-T-18523", "uk-2482-T-00855", "uk-2482-T-03868", "uk-2482-T-06333", "uk-2482-T-09343", "uk-2482-T-11659", "uk-2482-T-14521", "uk-2482-T-18613", "uk-2482-T-00614", "uk-2482-T-03318", "uk-2482-T-04361", "uk-2482-T-06354", "uk-2482-T-09487", "uk-2482-T-11809", "uk-2482-T-15476", "uk-2482-T-19188", "uk-2482-T-00763", "uk-2482-T-03821", "uk-2482-T-04800", "uk-2482-T-06375", "uk-2482-T-09874", "uk-2482-T-11947", "uk-2482-T-16428", "uk-2482-T-19320", "uk-2482-T-01842", "uk-2482-T-04260", "uk-2482-T-06496", "uk-2482-T-10887", "uk-2482-T-12547", "uk-2482-T-16769", "uk-2482-T-20970", "uk-2482-T-00015", "uk-2482-T-03222", "uk-2482-T-04302", "uk-2482-T-07602", "uk-2482-T-11031", "uk-2482-T-13124", "uk-2482-T-17925", "uk-2482-T-21657", "uk-2482-T-07988", "uk-2482-T-11196", "uk-2482-T-13238", "uk-2482-T-17931", "uk-2482-T-21854", "uk-2482-T-03506", "uk-2482-T-05117", "uk-2482-T-08011", "uk-2482-T-11420", "uk-2482-T-13660", "uk-2482-T-18087", "uk-2482-T-00524", "uk-2482-T-04760", "uk-2482-T-08047", "uk-2482-T-09026", "uk-2482-T-09721", "uk-2482-T-12895", "uk-2482-T-17180", "uk-2482-T-20460", "uk-2482-T-01558", "uk-2482-T-05520", "uk-2482-T-08184", "uk-2482-T-09059", "uk-2482-T-10007", "uk-2482-T-13257", "uk-2482-T-18567", "uk-2482-T-20642", "uk-2482-T-02707", "uk-2482-T-06780", "uk-2482-T-08218", "uk-2482-T-09251", "uk-2482-T-10385", "uk-2482-T-13379", "uk-2482-T-18658", "uk-2482-T-21612", "uk-2482-T-03302", "uk-2482-T-06863", "uk-2482-T-08394", "uk-2482-T-09497", "uk-2482-T-10689", "uk-2482-T-13516", "uk-2482-T-18700", "uk-2482-T-03397", "uk-2482-T-07142", "uk-2482-T-08415", "uk-2482-T-09499", "uk-2482-T-10724", "uk-2482-T-16236", "uk-2482-T-19282", "uk-2482-T-03611", "uk-2482-T-07159", "uk-2482-T-08435", "uk-2482-T-09521", "uk-2482-T-10879", "uk-2482-T-16257", "uk-2482-T-19298", "uk-2482-T-04264", "uk-2482-T-07413", "uk-2482-T-09004", "uk-2482-T-09539", "uk-2482-T-11995", "uk-2482-T-16929", "uk-2482-T-19783", "uk-2482-T-04669", "uk-2482-T-07754", "uk-2482-T-09006", "uk-2482-T-09665", "uk-2482-T-12542", "uk-2482-T-17111", "uk-2482-T-20213" ], "employment": { "value": 195800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 50083, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1081", "us-soc-13-1111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 49, "occScoreRange": [ 43, 55 ], "band": "partial", "headlineShare": 0.41082802547770725, "headlineShareRange": [ 0.31528662420382186, 0.4872611464968156 ], "scoredTaskCount": 115 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:30:17Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-2483", "market": "uk", "socCode": "2483", "title": "Environmental health professionals", "slug": "environmental-health-professionals", "description": "Environmental health professionals use specialist technical skills and knowledge to protect people from health risks associated with the environment in which they live and work. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3113", "market": "uk", "socCode": "3113", "title": "Engineering technicians", "slug": "engineering-technicians", "description": "Engineering technicians perform a variety of technical support functions to assist engineers with the design, development, operation, installation and maintenance of engineering systems and constructions.", "taskIds": [ "uk-3113-T-04496", "uk-3113-T-02493", "uk-3113-T-04331", "uk-3113-T-10213", "uk-3113-T-11504", "uk-3113-T-17741", "uk-3113-T-01471", "uk-3113-T-04067", "uk-3113-T-09540", "uk-3113-T-10573", "uk-3113-T-13905", "uk-3113-T-18601", "uk-3113-T-19700", "uk-3113-T-02609", "uk-3113-T-05042", "uk-3113-T-08047", "uk-3113-T-10413", "uk-3113-T-11835", "uk-3113-T-13440", "uk-3113-T-16034", "uk-3113-T-19378", "uk-3113-T-21420", "uk-3113-T-01009", "uk-3113-T-03579", "uk-3113-T-04469", "uk-3113-T-06368", "uk-3113-T-11791", "uk-3113-T-13284", "uk-3113-T-14834", "uk-3113-T-16379", "uk-3113-T-18644", "uk-3113-T-21323", "uk-3113-T-03827", "uk-3113-T-05890", "uk-3113-T-13195", "uk-3113-T-15099", "uk-3113-T-18851", "uk-3113-T-00151", "uk-3113-T-04337", "uk-3113-T-09107", "uk-3113-T-12580", "uk-3113-T-13521", "uk-3113-T-17125", "uk-3113-T-21290", "uk-3113-T-05528", "uk-3113-T-09126", "uk-3113-T-14714", "uk-3113-T-05525", "uk-3113-T-10980", "uk-3113-T-14838", "uk-3113-T-02736", "uk-3113-T-02511", "uk-3113-T-03191", "uk-3113-T-07008", "uk-3113-T-11529", "uk-3113-T-20512", "uk-3113-T-01477", "uk-3113-T-06996", "uk-3113-T-09485", "uk-3113-T-10649", "uk-3113-T-17773", "uk-3113-T-20514", "uk-3113-T-01544", "uk-3113-T-07001", "uk-3113-T-10222", "uk-3113-T-10670", "uk-3113-T-13968", "uk-3113-T-20590", "uk-3113-T-01989", "uk-3113-T-03520", "uk-3113-T-10340", "uk-3113-T-20576", "uk-3113-T-08936", "uk-3113-T-10462", "uk-3113-T-12106", "uk-3113-T-14002", "uk-3113-T-17037", "uk-3113-T-20737", "uk-3113-T-03630", "uk-3113-T-10542", "uk-3113-T-12133", "uk-3113-T-15924", "uk-3113-T-02734", "uk-3113-T-09867", "uk-3113-T-21829" ], "employment": { "value": 74200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 44843, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-17-3021", "us-soc-17-3024", "us-soc-17-3027", "us-soc-17-3028", "us-soc-17-3029", "us-soc-49-9081" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 20, 29 ], "band": "low", "headlineShare": 0.1802796173657101, "headlineShareRange": [ 0.1626195732155997, 0.18984547461368656 ], "scoredTaskCount": 93 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3114", "market": "uk", "socCode": "3114", "title": "Building and civil engineering technicians", "slug": "building-and-civil-engineering-technicians", "description": "Building and civil engineering technicians perform a variety of technical support functions to assist civil and building engineers.", "taskIds": [ "uk-3114-T-00033", "uk-3114-T-02078", "uk-3114-T-04786", "uk-3114-T-07802", "uk-3114-T-08248", "uk-3114-T-09811", "uk-3114-T-10823", "uk-3114-T-11429", "uk-3114-T-12624", "uk-3114-T-13812", "uk-3114-T-15573", "uk-3114-T-18951", "uk-3114-T-21029", "uk-3114-T-01929", "uk-3114-T-03870", "uk-3114-T-05205", "uk-3114-T-08012", "uk-3114-T-09457", "uk-3114-T-10764", "uk-3114-T-11378", "uk-3114-T-12401", "uk-3114-T-13236", "uk-3114-T-15545", "uk-3114-T-17112", "uk-3114-T-20098", "uk-3114-T-21679", "uk-3114-T-01503", "uk-3114-T-03242", "uk-3114-T-05141", "uk-3114-T-07853", "uk-3114-T-08442", "uk-3114-T-10445", "uk-3114-T-11208", "uk-3114-T-11671", "uk-3114-T-13173", "uk-3114-T-15284", "uk-3114-T-16375", "uk-3114-T-19617", "uk-3114-T-21168", "uk-3114-T-00193", "uk-3114-T-02570", "uk-3114-T-04796", "uk-3114-T-07844", "uk-3114-T-08424", "uk-3114-T-09846", "uk-3114-T-11645", "uk-3114-T-12707", "uk-3114-T-13926", "uk-3114-T-15653", "uk-3114-T-19288", "uk-3114-T-21139", "uk-3114-T-03834", "uk-3114-T-08089", "uk-3114-T-09699", "uk-3114-T-18801", "uk-3114-T-02843", "uk-3114-T-01137", "uk-3114-T-03572", "uk-3114-T-04026", "uk-3114-T-05167", "uk-3114-T-06725", "uk-3114-T-11377", "uk-3114-T-12396", "uk-3114-T-13088", "uk-3114-T-14784", "uk-3114-T-15773", "uk-3114-T-18692", "uk-3114-T-21548", "uk-3114-T-00963", "uk-3114-T-03524", "uk-3114-T-04017", "uk-3114-T-05043", "uk-3114-T-06475", "uk-3114-T-08360", "uk-3114-T-12377", "uk-3114-T-12983", "uk-3114-T-14463", "uk-3114-T-15594", "uk-3114-T-18507", "uk-3114-T-21423", "uk-3114-T-00952", "uk-3114-T-02420", "uk-3114-T-04809", "uk-3114-T-06080", "uk-3114-T-07493", "uk-3114-T-10358", "uk-3114-T-12324", "uk-3114-T-12554", "uk-3114-T-14376", "uk-3114-T-15421", "uk-3114-T-18463", "uk-3114-T-20253", "uk-3114-T-21912", "uk-3114-T-01751", "uk-3114-T-03766", "uk-3114-T-04296", "uk-3114-T-05605", "uk-3114-T-07404", "uk-3114-T-07978", "uk-3114-T-10257", "uk-3114-T-12433", "uk-3114-T-13725", "uk-3114-T-14800", "uk-3114-T-16799", "uk-3114-T-20099", "uk-3114-T-21827", "uk-3114-T-00273", "uk-3114-T-00282", "uk-3114-T-02438", "uk-3114-T-03415", "uk-3114-T-03470", "uk-3114-T-06135", "uk-3114-T-07805", "uk-3114-T-13991", "uk-3114-T-21237", "uk-3114-T-00190", "uk-3114-T-02423", "uk-3114-T-02838", "uk-3114-T-03734", "uk-3114-T-04911", "uk-3114-T-06153", "uk-3114-T-08118", "uk-3114-T-10870", "uk-3114-T-13323", "uk-3114-T-15320", "uk-3114-T-15844", "uk-3114-T-15905", "uk-3114-T-18902", "uk-3114-T-18903", "uk-3114-T-19285", "uk-3114-T-21071", "uk-3114-T-21533", "uk-3114-T-02405", "uk-3114-T-03699", "uk-3114-T-03867", "uk-3114-T-06178", "uk-3114-T-09468", "uk-3114-T-12080", "uk-3114-T-18435", "uk-3114-T-01190", "uk-3114-T-03792", "uk-3114-T-17327", "uk-3114-T-01135", "uk-3114-T-03530", "uk-3114-T-10137", "uk-3114-T-16174", "uk-3114-T-20047", "uk-3114-T-04030", "uk-3114-T-09452", "uk-3114-T-20260", "uk-3114-T-04377", "uk-3114-T-06342", "uk-3114-T-17916" ], "employment": { "value": 20100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 37229, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-17-3022", "us-soc-17-3031", "us-soc-33-1021", "us-soc-33-2021", "us-soc-47-4011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 52 ], "band": "partial", "headlineShare": 0.3777866242038217, "headlineShareRange": [ 0.26353503184713384, 0.46257961783439516 ], "scoredTaskCount": 162 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "44 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3116", "market": "uk", "socCode": "3116", "title": "Planning, process and production technicians", "slug": "planning-process-and-production-technicians", "description": "Planning, process and production technicians perform a variety of technical support functions to assist production, process and planning engineers with production programmes and schedules and with manufacturing and processing procedures in order to ensure accuracy, cost-effectiveness and efficiency", "taskIds": [ "uk-3116-T-00263", "uk-3116-T-00262", "uk-3116-T-03736", "uk-3116-T-04198", "uk-3116-T-04837", "uk-3116-T-07365", "uk-3116-T-09566", "uk-3116-T-13516", "uk-3116-T-15208", "uk-3116-T-17332", "uk-3116-T-02411", "uk-3116-T-03720", "uk-3116-T-03828", "uk-3116-T-04693", "uk-3116-T-04855", "uk-3116-T-07852", "uk-3116-T-08800", "uk-3116-T-11181", "uk-3116-T-13176", "uk-3116-T-14231", "uk-3116-T-15580", "uk-3116-T-18210", "uk-3116-T-19172", "uk-3116-T-01671", "uk-3116-T-03258", "uk-3116-T-04620", "uk-3116-T-06185", "uk-3116-T-08217", "uk-3116-T-12134", "uk-3116-T-14189", "uk-3116-T-15653", "uk-3116-T-18219", "uk-3116-T-19277", "uk-3116-T-02623", "uk-3116-T-03649", "uk-3116-T-04260", "uk-3116-T-06138", "uk-3116-T-08146", "uk-3116-T-08558", "uk-3116-T-09358", "uk-3116-T-12836", "uk-3116-T-15106", "uk-3116-T-18698", "uk-3116-T-20167", "uk-3116-T-02806", "uk-3116-T-04133", "uk-3116-T-08663", "uk-3116-T-10977" ], "employment": { "value": 22500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36895, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-9162" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 47, 58 ], "band": "partial", "headlineShare": 0.4705882352941175, "headlineShareRange": [ 0.4281805745554033, 0.5116279069767439 ], "scoredTaskCount": 48 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:57:05Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3120", "market": "uk", "socCode": "3120", "title": "CAD, drawing and architectural technicians", "slug": "cad-drawing-and-architectural-technicians", "description": "CAD, drawing and architectural technicians design and prepare technical drawings, plans, maps, charts and similar items and install, operate and maintain 3D printers.", "taskIds": [ "uk-3120-T-03242", "uk-3120-T-05141", "uk-3120-T-05167", "uk-3120-T-03404", "uk-3120-T-07446", "uk-3120-T-15175", "uk-3120-T-16415", "uk-3120-T-21181", "uk-3120-T-00991", "uk-3120-T-02490", "uk-3120-T-03348", "uk-3120-T-05170", "uk-3120-T-06768", "uk-3120-T-07834", "uk-3120-T-08367", "uk-3120-T-12883", "uk-3120-T-15573", "uk-3120-T-18690", "uk-3120-T-04297", "uk-3120-T-06079", "uk-3120-T-08012", "uk-3120-T-09797", "uk-3120-T-15726", "uk-3120-T-18109", "uk-3120-T-21547", "uk-3120-T-00798", "uk-3120-T-01821", "uk-3120-T-02482", "uk-3120-T-02570", "uk-3120-T-05197", "uk-3120-T-06165", "uk-3120-T-07853", "uk-3120-T-08282", "uk-3120-T-10257", "uk-3120-T-13866", "uk-3120-T-15284", "uk-3120-T-15598", "uk-3120-T-16375", "uk-3120-T-16966", "uk-3120-T-19617", "uk-3120-T-19988", "uk-3120-T-01289", "uk-3120-T-02424", "uk-3120-T-03866", "uk-3120-T-07565", "uk-3120-T-09811", "uk-3120-T-14593", "uk-3120-T-15549", "uk-3120-T-15905", "uk-3120-T-17232", "uk-3120-T-19984", "uk-3120-T-00193", "uk-3120-T-02426", "uk-3120-T-12707", "uk-3120-T-15648", "uk-3120-T-18045", "uk-3120-T-20622", "uk-3120-T-16261", "uk-3120-T-05309", "uk-3120-T-09111", "uk-3120-T-12885", "uk-3120-T-00957", "uk-3120-T-04295", "uk-3120-T-04579", "uk-3120-T-04992", "uk-3120-T-05890", "uk-3120-T-06560", "uk-3120-T-07898", "uk-3120-T-09526", "uk-3120-T-10877", "uk-3120-T-11386", "uk-3120-T-16042", "uk-3120-T-18729", "uk-3120-T-01670", "uk-3120-T-03527", "uk-3120-T-04405", "uk-3120-T-05307", "uk-3120-T-05965", "uk-3120-T-06829", "uk-3120-T-08167", "uk-3120-T-11233", "uk-3120-T-13065", "uk-3120-T-16217", "uk-3120-T-21285", "uk-3120-T-21681", "uk-3120-T-02456", "uk-3120-T-05178", "uk-3120-T-05849", "uk-3120-T-07474", "uk-3120-T-11645", "uk-3120-T-15340", "uk-3120-T-20258", "uk-3120-T-21238", "uk-3120-T-21527", "uk-3120-T-00834", "uk-3120-T-00749", "uk-3120-T-02525", "uk-3120-T-03465", "uk-3120-T-03699", "uk-3120-T-04223", "uk-3120-T-06522", "uk-3120-T-09630", "uk-3120-T-10809", "uk-3120-T-02329", "uk-3120-T-03372", "uk-3120-T-03592", "uk-3120-T-03703", "uk-3120-T-05482", "uk-3120-T-07805", "uk-3120-T-09473", "uk-3120-T-11693", "uk-3120-T-15814", "uk-3120-T-18730", "uk-3120-T-21432", "uk-3120-T-00727", "uk-3120-T-03644", "uk-3120-T-03711", "uk-3120-T-05008", "uk-3120-T-06127", "uk-3120-T-10394", "uk-3120-T-11390", "uk-3120-T-12130", "uk-3120-T-13899", "uk-3120-T-16768", "uk-3120-T-18824", "uk-3120-T-18972", "uk-3120-T-21208", "uk-3120-T-04060", "uk-3120-T-05633", "uk-3120-T-08253", "uk-3120-T-11152", "uk-3120-T-12549", "uk-3120-T-18903", "uk-3120-T-21068" ], "employment": { "value": 54900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35221, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-17-3011", "us-soc-17-3012", "us-soc-17-3013", "us-soc-17-3019", "us-soc-27-1013" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 51, 62 ], "band": "partial", "headlineShare": 0.5080971659919031, "headlineShareRange": [ 0.3881578947368423, 0.6396761133603245 ], "scoredTaskCount": 146 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:47:28Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "34 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3131", "market": "uk", "socCode": "3131", "title": "IT technicians", "slug": "it-technicians", "description": "IT technicians are responsible for the day-to-day running of IT systems and networks including the preparation of back-up systems, and for performing regular checks to ensure the smooth functioning of such systems.", "taskIds": [ "uk-3131-T-05198", "uk-3131-T-11535", "uk-3131-T-20508", "uk-3131-T-02831", "uk-3131-T-00825", "uk-3131-T-02884", "uk-3131-T-11813", "uk-3131-T-14933", "uk-3131-T-17200", "uk-3131-T-18538", "uk-3131-T-02133", "uk-3131-T-03697", "uk-3131-T-08803", "uk-3131-T-20382", "uk-3131-T-04425", "uk-3131-T-00734", "uk-3131-T-04419", "uk-3131-T-05924", "uk-3131-T-09803", "uk-3131-T-10448", "uk-3131-T-11695", "uk-3131-T-13155", "uk-3131-T-15264", "uk-3131-T-20139", "uk-3131-T-20891", "uk-3131-T-21388", "uk-3131-T-00803", "uk-3131-T-00867", "uk-3131-T-03579", "uk-3131-T-05807", "uk-3131-T-06128", "uk-3131-T-06481", "uk-3131-T-10004", "uk-3131-T-10858", "uk-3131-T-11664", "uk-3131-T-11930", "uk-3131-T-12619", "uk-3131-T-13337", "uk-3131-T-14062", "uk-3131-T-14932", "uk-3131-T-15277", "uk-3131-T-18302", "uk-3131-T-20501", "uk-3131-T-20945", "uk-3131-T-21202", "uk-3131-T-00807", "uk-3131-T-01137", "uk-3131-T-01279", "uk-3131-T-06307", "uk-3131-T-07708", "uk-3131-T-08915", "uk-3131-T-09917", "uk-3131-T-10628", "uk-3131-T-11630", "uk-3131-T-11925", "uk-3131-T-12189", "uk-3131-T-14024", "uk-3131-T-14721", "uk-3131-T-17968", "uk-3131-T-20729", "uk-3131-T-01126", "uk-3131-T-11480", "uk-3131-T-12106", "uk-3131-T-14720", "uk-3131-T-00995", "uk-3131-T-03964", "uk-3131-T-04329", "uk-3131-T-20577", "uk-3131-T-00784", "uk-3131-T-03619", "uk-3131-T-05312", "uk-3131-T-06014", "uk-3131-T-07385", "uk-3131-T-09515", "uk-3131-T-17941", "uk-3131-T-21389", "uk-3131-T-00885", "uk-3131-T-04300", "uk-3131-T-05510", "uk-3131-T-06017", "uk-3131-T-06879", "uk-3131-T-07413", "uk-3131-T-09711", "uk-3131-T-10771", "uk-3131-T-13209", "uk-3131-T-16567", "uk-3131-T-17210", "uk-3131-T-18674", "uk-3131-T-19645", "uk-3131-T-00383", "uk-3131-T-04956", "uk-3131-T-06019", "uk-3131-T-06882", "uk-3131-T-09714", "uk-3131-T-12092", "uk-3131-T-15242", "uk-3131-T-16568", "uk-3131-T-18529", "uk-3131-T-21040", "uk-3131-T-18952", "uk-3131-T-05163", "uk-3131-T-10451", "uk-3131-T-13400", "uk-3131-T-15576", "uk-3131-T-17179", "uk-3131-T-18688", "uk-3131-T-21098", "uk-3131-T-12253", "uk-3131-T-13852", "uk-3131-T-16642", "uk-3131-T-19815", "uk-3131-T-21544", "uk-3131-T-10010", "uk-3131-T-15393", "uk-3131-T-19637", "uk-3131-T-00089", "uk-3131-T-00149", "uk-3131-T-03570", "uk-3131-T-04554", "uk-3131-T-07380", "uk-3131-T-11749", "uk-3131-T-18260", "uk-3131-T-18274", "uk-3131-T-00296", "uk-3131-T-01283", "uk-3131-T-03602", "uk-3131-T-04665", "uk-3131-T-06816", "uk-3131-T-09775", "uk-3131-T-17990", "uk-3131-T-18269", "uk-3131-T-00200", "uk-3131-T-00975", "uk-3131-T-04370", "uk-3131-T-04716", "uk-3131-T-06817", "uk-3131-T-08927", "uk-3131-T-11993", "uk-3131-T-17748", "uk-3131-T-20161", "uk-3131-T-00899", "uk-3131-T-01261", "uk-3131-T-04484", "uk-3131-T-07104", "uk-3131-T-09529", "uk-3131-T-12685", "uk-3131-T-21864", "uk-3131-T-00332", "uk-3131-T-01114", "uk-3131-T-01613", "uk-3131-T-05980", "uk-3131-T-06706", "uk-3131-T-07080", "uk-3131-T-09493", "uk-3131-T-10444", "uk-3131-T-13182", "uk-3131-T-21726", "uk-3131-T-03780", "uk-3131-T-06453", "uk-3131-T-13806", "uk-3131-T-19643", "uk-3131-T-20035" ], "employment": { "value": 86000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35259, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-15-1231" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 61, "occScoreRange": [ 55, 67 ], "band": "high", "headlineShare": 0.6001676445934622, "headlineShareRange": [ 0.5268231349538981, 0.6814752724224649 ], "scoredTaskCount": 169 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "104 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3132", "market": "uk", "socCode": "3132", "title": "IT user support technicians", "slug": "it-user-support-technicians", "description": "IT user support technicians are responsible for providing technical support, advice and guidance for internal/external users of IT systems and applications, either directly or by telephone, e-mail or other network interaction.", "taskIds": [ "uk-3132-T-03640", "uk-3132-T-03641", "uk-3132-T-12169", "uk-3132-T-18260", "uk-3132-T-18274", "uk-3132-T-02044", "uk-3132-T-03570", "uk-3132-T-07380", "uk-3132-T-09336", "uk-3132-T-11749", "uk-3132-T-18269", "uk-3132-T-20891", "uk-3132-T-01283", "uk-3132-T-08097", "uk-3132-T-11710", "uk-3132-T-16082", "uk-3132-T-19433", "uk-3132-T-00200", "uk-3132-T-02327", "uk-3132-T-07133", "uk-3132-T-07416", "uk-3132-T-10448", "uk-3132-T-11664", "uk-3132-T-14322", "uk-3132-T-16859", "uk-3132-T-18392", "uk-3132-T-21029", "uk-3132-T-00563", "uk-3132-T-10858", "uk-3132-T-12685", "uk-3132-T-00433", "uk-3132-T-06476", "uk-3132-T-09449", "uk-3132-T-11044", "uk-3132-T-15436", "uk-3132-T-20462", "uk-3132-T-01126", "uk-3132-T-03982", "uk-3132-T-06333", "uk-3132-T-09972", "uk-3132-T-15393", "uk-3132-T-17023" ], "employment": { "value": 135000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35128, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-15-1232" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 53 ], "band": "partial", "headlineShare": 0.29845626072041165, "headlineShareRange": [ 0.25900514579759865, 0.44253859348198976 ], "scoredTaskCount": 42 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:57:05Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3214", "market": "uk", "socCode": "3214", "title": "Complementary health associate professionals", "slug": "complementary-health-associate-professionals", "description": "Complementary health associate professionals use non-mainstream treatments in support of conventional medical treatments.", "taskIds": [ "uk-3214-T-00101", "uk-3214-T-20457", "uk-3214-T-04179", "uk-3214-T-09295", "uk-3214-T-04578", "uk-3214-T-07692", "uk-3214-T-13741", "uk-3214-T-16597", "uk-3214-T-21150", "uk-3214-T-00186", "uk-3214-T-06580", "uk-3214-T-07732", "uk-3214-T-13998", "uk-3214-T-15193", "uk-3214-T-19951", "uk-3214-T-06783", "uk-3214-T-11621", "uk-3214-T-15090", "uk-3214-T-18867", "uk-3214-T-03773", "uk-3214-T-14328", "uk-3214-T-15444", "uk-3214-T-18583", "uk-3214-T-20833", "uk-3214-T-14766", "uk-3214-T-18998", "uk-3214-T-06310", "uk-3214-T-08376", "uk-3214-T-17450", "uk-3214-T-19029", "uk-3214-T-19109", "uk-3214-T-02266", "uk-3214-T-02929", "uk-3214-T-20118", "uk-3214-T-12000", "uk-3214-T-14848", "uk-3214-T-17510", "uk-3214-T-06218", "uk-3214-T-02638", "uk-3214-T-06332", "uk-3214-T-15022", "uk-3214-T-21115", "uk-3214-T-00413", "uk-3214-T-04319", "uk-3214-T-06707", "uk-3214-T-02632", "uk-3214-T-10939", "uk-3214-T-17321", "uk-3214-T-04473", "uk-3214-T-07611", "uk-3214-T-13787", "uk-3214-T-17523", "uk-3214-T-07954", "uk-3214-T-17104", "uk-3214-T-02687", "uk-3214-T-07003", "uk-3214-T-14762", "uk-3214-T-21270", "uk-3214-T-21393", "uk-3214-T-15940", "uk-3214-T-07726", "uk-3214-T-14691", "uk-3214-T-19739", "uk-3214-T-00646", "uk-3214-T-08153", "uk-3214-T-15283", "uk-3214-T-21306", "uk-3214-T-00645", "uk-3214-T-01663", "uk-3214-T-01778", "uk-3214-T-04064", "uk-3214-T-06939", "uk-3214-T-07880", "uk-3214-T-08730", "uk-3214-T-13764", "uk-3214-T-15068", "uk-3214-T-15529", "uk-3214-T-20169", "uk-3214-T-21308", "uk-3214-T-21309", "uk-3214-T-00523", "uk-3214-T-01682", "uk-3214-T-03898", "uk-3214-T-06343", "uk-3214-T-06906", "uk-3214-T-08738", "uk-3214-T-14390", "uk-3214-T-17094", "uk-3214-T-20168", "uk-3214-T-01611", "uk-3214-T-02243", "uk-3214-T-06786", "uk-3214-T-07388", "uk-3214-T-15026", "uk-3214-T-16295", "uk-3214-T-19478", "uk-3214-T-03018", "uk-3214-T-05702", "uk-3214-T-07686", "uk-3214-T-08580", "uk-3214-T-10965", "uk-3214-T-15195", "uk-3214-T-15397", "uk-3214-T-01026", "uk-3214-T-07712", "uk-3214-T-09223", "uk-3214-T-11276", "uk-3214-T-12941", "uk-3214-T-15197", "uk-3214-T-16324", "uk-3214-T-00307", "uk-3214-T-04409", "uk-3214-T-12139", "uk-3214-T-15238", "uk-3214-T-18058", "uk-3214-T-20719", "uk-3214-T-10061", "uk-3214-T-16499", "uk-3214-T-04553", "uk-3214-T-20341", "uk-3214-T-17182", "uk-3214-T-12822", "uk-3214-T-01160", "uk-3214-T-06411", "uk-3214-T-20832", "uk-3214-T-00409", "uk-3214-T-06709", "uk-3214-T-12144", "uk-3214-T-00416", "uk-3214-T-06909", "uk-3214-T-13094", "uk-3214-T-21042", "uk-3214-T-01290", "uk-3214-T-09262", "uk-3214-T-01714", "uk-3214-T-07990", "uk-3214-T-18399", "uk-3214-T-21263", "uk-3214-T-21403", "uk-3214-T-03054", "uk-3214-T-01231", "uk-3214-T-08632", "uk-3214-T-21075", "uk-3214-T-15021", "uk-3214-T-00666", "uk-3214-T-02659" ], "employment": { "value": 27100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27888, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-29-9021", "us-soc-29-9093", "us-soc-29-9099", "us-soc-31-2021", "us-soc-31-9011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 26, 37 ], "band": "low", "headlineShare": 0.12240748271655155, "headlineShareRange": [ 0.09841398942659627, 0.2545750305002036 ], "scoredTaskCount": 169 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "37 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3219", "market": "uk", "socCode": "3219", "title": "Health associate professionals n.e.c.", "slug": "health-associate-professionals-n-e-c", "description": "Job holders in this unit group carry out a variety of technical health support functions not elsewhere classified in minor group 321: Health associate professionals.", "taskIds": [ "uk-3219-T-10003", "uk-3219-T-16456", "uk-3219-T-10726", "uk-3219-T-08620", "uk-3219-T-04803", "uk-3219-T-13844", "uk-3219-T-16711", "uk-3219-T-08210", "uk-3219-T-16564", "uk-3219-T-16975", "uk-3219-T-10717", "uk-3219-T-10718", "uk-3219-T-05062", "uk-3219-T-20174", "uk-3219-T-03752", "uk-3219-T-11645", "uk-3219-T-17318", "uk-3219-T-03548", "uk-3219-T-17986", "uk-3219-T-08507", "uk-3219-T-20243", "uk-3219-T-08521", "uk-3219-T-08522", "uk-3219-T-16952", "uk-3219-T-16438", "uk-3219-T-11786", "uk-3219-T-07255", "uk-3219-T-20982", "uk-3219-T-00606", "uk-3219-T-01646", "uk-3219-T-01104", "uk-3219-T-01800", "uk-3219-T-08965", "uk-3219-T-20839", "uk-3219-T-00435", "uk-3219-T-17521", "uk-3219-T-19457", "uk-3219-T-04301", "uk-3219-T-07659", "uk-3219-T-05760", "uk-3219-T-06306", "uk-3219-T-04395", "uk-3219-T-06108", "uk-3219-T-06529", "uk-3219-T-16347", "uk-3219-T-03979", "uk-3219-T-08364", "uk-3219-T-16595", "uk-3219-T-21716", "uk-3219-T-00522", "uk-3219-T-06486", "uk-3219-T-11758", "uk-3219-T-20187", "uk-3219-T-04807", "uk-3219-T-06531", "uk-3219-T-16762", "uk-3219-T-04889", "uk-3219-T-06675", "uk-3219-T-21771", "uk-3219-T-05794", "uk-3219-T-06530", "uk-3219-T-16876", "uk-3219-T-05916", "uk-3219-T-09784", "uk-3219-T-16266", "uk-3219-T-05947", "uk-3219-T-07381", "uk-3219-T-11781", "uk-3219-T-08643", "uk-3219-T-11286", "uk-3219-T-06365", "uk-3219-T-20180", "uk-3219-T-00487", "uk-3219-T-14345", "uk-3219-T-07394", "uk-3219-T-21712", "uk-3219-T-18083", "uk-3219-T-07353", "uk-3219-T-03957", "uk-3219-T-11537" ], "employment": { "value": 36300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30575, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-21-1094", "us-soc-29-1126", "us-soc-29-2031", "us-soc-29-2036", "us-soc-29-2051", "us-soc-29-2053", "us-soc-29-2055", "us-soc-29-2099", "us-soc-29-9021", "us-soc-29-9093", "us-soc-29-9099", "us-soc-31-2011", "us-soc-31-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 35, 47 ], "band": "partial", "headlineShare": 0.24641350210970467, "headlineShareRange": [ 0.23628691983122366, 0.30632911392405066 ], "scoredTaskCount": 80 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:47:28Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3221", "market": "uk", "socCode": "3221", "title": "Youth and community workers", "slug": "youth-and-community-workers", "description": "Youth and community workers provide support to individuals or groups of individuals through a range of activities or services that aim to encourage participation in social and community life and promote personal and social development. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3222", "market": "uk", "socCode": "3222", "title": "Child and early years officers", "slug": "child-and-early-years-officers", "description": "Child and early years officers work with babies and with children up to 14 years of age (or 16 for those with special needs), providing support, help and advice to individuals or within a family context.", "taskIds": [ "uk-3222-T-16307", "uk-3222-T-00150", "uk-3222-T-01517", "uk-3222-T-02544", "uk-3222-T-04095", "uk-3222-T-05059", "uk-3222-T-10915", "uk-3222-T-11013", "uk-3222-T-11626", "uk-3222-T-14987", "uk-3222-T-17507", "uk-3222-T-21823", "uk-3222-T-01373", "uk-3222-T-02019", "uk-3222-T-03328", "uk-3222-T-06367", "uk-3222-T-10046", "uk-3222-T-10955", "uk-3222-T-12426", "uk-3222-T-16636", "uk-3222-T-20148", "uk-3222-T-00453", "uk-3222-T-02062", "uk-3222-T-04592", "uk-3222-T-08970", "uk-3222-T-12005", "uk-3222-T-16482", "uk-3222-T-21164", "uk-3222-T-00898", "uk-3222-T-01660", "uk-3222-T-03516", "uk-3222-T-06105", "uk-3222-T-09168", "uk-3222-T-11409", "uk-3222-T-16607", "uk-3222-T-20063", "uk-3222-T-01379", "uk-3222-T-03716", "uk-3222-T-04949", "uk-3222-T-07732", "uk-3222-T-14695", "uk-3222-T-17508", "uk-3222-T-21802", "uk-3222-T-01913", "uk-3222-T-05020", "uk-3222-T-07737", "uk-3222-T-03299", "uk-3222-T-07691", "uk-3222-T-08163", "uk-3222-T-09991", "uk-3222-T-16680", "uk-3222-T-20185", "uk-3222-T-03227", "uk-3222-T-07211", "uk-3222-T-07692", "uk-3222-T-09400", "uk-3222-T-10426", "uk-3222-T-13477", "uk-3222-T-14682", "uk-3222-T-16792", "uk-3222-T-00634", "uk-3222-T-07196", "uk-3222-T-07697", "uk-3222-T-09988", "uk-3222-T-11428", "uk-3222-T-13740", "uk-3222-T-16488", "uk-3222-T-18214", "uk-3222-T-00631", "uk-3222-T-07215", "uk-3222-T-08042", "uk-3222-T-09276", "uk-3222-T-10696", "uk-3222-T-13202", "uk-3222-T-14352", "uk-3222-T-15812", "uk-3222-T-18778", "uk-3222-T-19656", "uk-3222-T-20702", "uk-3222-T-07219", "uk-3222-T-13762", "uk-3222-T-01893", "uk-3222-T-06270", "uk-3222-T-08203", "uk-3222-T-11621", "uk-3222-T-14327", "uk-3222-T-15194", "uk-3222-T-18927", "uk-3222-T-20407", "uk-3222-T-04046", "uk-3222-T-07726", "uk-3222-T-08410", "uk-3222-T-11635", "uk-3222-T-14681", "uk-3222-T-16585", "uk-3222-T-18999", "uk-3222-T-20392", "uk-3222-T-06729", "uk-3222-T-09535", "uk-3222-T-01359", "uk-3222-T-04663", "uk-3222-T-11709", "uk-3222-T-21650", "uk-3222-T-02045", "uk-3222-T-09343", "uk-3222-T-21039", "uk-3222-T-14320", "uk-3222-T-04754", "uk-3222-T-11645", "uk-3222-T-17191", "uk-3222-T-02047", "uk-3222-T-09349", "uk-3222-T-12086", "uk-3222-T-15982" ], "employment": { "value": 60600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31001, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-21-1093" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 22, 33 ], "band": "low", "headlineShare": 0.13398294762484775, "headlineShareRange": [ 0.11266747868453109, 0.21376370280146165 ], "scoredTaskCount": 116 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "28 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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"ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3231", "market": "uk", "socCode": "3231", "title": "Higher level teaching assistants", "slug": "higher-level-teaching-assistants", "description": "Higher level teaching assistants (HLTA’s) assist teachers with their day-to-day classroom work, the provision and planning of and the creation of lesson materials. HLTA’s teach classes on their own and may be trained in relevant learning strategies such as literacy. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3232", "market": "uk", "socCode": "3232", "title": "Early education and childcare practitioners", "slug": "early-education-and-childcare-practitioners", "description": "Early education and childcare practitioners lead the learning and development of and care for children from birth up to five years of age in a school, nursery, or childcare environment.", "taskIds": [ "uk-3232-T-00197", "uk-3232-T-02810", "uk-3232-T-16406", "uk-3232-T-01834", "uk-3232-T-03223", "uk-3232-T-03977", "uk-3232-T-08760", "uk-3232-T-13862", "uk-3232-T-15051", "uk-3232-T-17028", "uk-3232-T-00101", "uk-3232-T-01851", "uk-3232-T-03565", "uk-3232-T-06343", "uk-3232-T-07196", "uk-3232-T-09389", "uk-3232-T-13740", "uk-3232-T-14328", "uk-3232-T-15193", "uk-3232-T-16299", "uk-3232-T-16668", "uk-3232-T-19216", "uk-3232-T-20397", "uk-3232-T-01893", "uk-3232-T-04578", "uk-3232-T-06669", "uk-3232-T-07709", "uk-3232-T-08222", "uk-3232-T-09732", "uk-3232-T-11637", "uk-3232-T-14316", "uk-3232-T-15090", "uk-3232-T-15531", "uk-3232-T-16474", "uk-3232-T-20396", "uk-3232-T-20404", "uk-3232-T-05675", "uk-3232-T-07211", "uk-3232-T-07841", "uk-3232-T-11621", "uk-3232-T-14305", "uk-3232-T-15444", "uk-3232-T-19923", "uk-3232-T-00355", "uk-3232-T-04654", "uk-3232-T-07732", "uk-3232-T-09689", "uk-3232-T-11895", "uk-3232-T-15125", "uk-3232-T-15812", "uk-3232-T-18999", "uk-3232-T-20152", "uk-3232-T-13438", "uk-3232-T-14456" ], "employment": { "value": 94000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 23717, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-9011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 13, 24 ], "band": "minimal", "headlineShare": 0.04971098265895949, "headlineShareRange": [ 0.04971098265895949, 0.10057803468208086 ], "scoredTaskCount": 54 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3240", "market": "uk", "socCode": "3240", "title": "Veterinary nurses", "slug": "veterinary-nurses", "description": "Veterinary nurses assist veterinarians in the treatment and care of sick or injured animals.", "taskIds": [ "uk-3240-T-00204", "uk-3240-T-00313", "uk-3240-T-00325", "uk-3240-T-02054", "uk-3240-T-00294", "uk-3240-T-02527", "uk-3240-T-03055", "uk-3240-T-08157", "uk-3240-T-13108", "uk-3240-T-15496", "uk-3240-T-20850", "uk-3240-T-00316", "uk-3240-T-02529", "uk-3240-T-02597", "uk-3240-T-03103", "uk-3240-T-03138", "uk-3240-T-07320", "uk-3240-T-09430", "uk-3240-T-12894", "uk-3240-T-13200", "uk-3240-T-14947", "uk-3240-T-16865", "uk-3240-T-18819", "uk-3240-T-20374", "uk-3240-T-00609", 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"uk-3311-T-20309", "uk-3311-T-02292", "uk-3311-T-04646", "uk-3311-T-11784", "uk-3311-T-12688", "uk-3311-T-18321", "uk-3311-T-19756", "uk-3311-T-03045", "uk-3311-T-10754", "uk-3311-T-12090", "uk-3311-T-17799", "uk-3311-T-20313", "uk-3311-T-03562", "uk-3311-T-11277", "uk-3311-T-12648", "uk-3311-T-14177", "uk-3311-T-14706", "uk-3311-T-18919", "uk-3311-T-21574", "uk-3311-T-03747", "uk-3311-T-09158", "uk-3311-T-11874", "uk-3311-T-13295", "uk-3311-T-14646", "uk-3311-T-17716", "uk-3311-T-19243", "uk-3311-T-20617", "uk-3311-T-05576", "uk-3311-T-11587", "uk-3311-T-14112", "uk-3311-T-18751", "uk-3311-T-20610", "uk-3311-T-04454", "uk-3311-T-10841", "uk-3311-T-12037", "uk-3311-T-14099", "uk-3311-T-19652", "uk-3311-T-21404", "uk-3311-T-10278", "uk-3311-T-12908", "uk-3311-T-16999", "uk-3311-T-21512", "uk-3311-T-10236", "uk-3311-T-19891", "uk-3311-T-13901", "uk-3311-T-14113", "uk-3311-T-21344" ], "employment": { "value": 46600, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3312", "market": "uk", "socCode": "3312", "title": "Police officers (sergeant and below)", "slug": "police-officers-sergeant-and-below", "description": "Police officers (sergeant and below) co-ordinate and undertake the investigation of crimes, patrol public areas, arrest offenders and suspects and enforce law and order. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3313", "market": "uk", "socCode": "3313", "title": "Fire service officers (watch manager and below)", "slug": "fire-service-officers-watch-manager-and-below", "description": "Fire service officers (watch manager and below) co-ordinate and participate in firefighting activities, provide emergency services in the event of accidents or bomb alerts, and advise on fire prevention.", "taskIds": [ "uk-3313-T-02142", "uk-3313-T-18310", "uk-3313-T-00307", "uk-3313-T-07084", "uk-3313-T-11865", "uk-3313-T-18079", "uk-3313-T-18333", "uk-3313-T-18822", "uk-3313-T-21596", "uk-3313-T-04036", "uk-3313-T-08673", "uk-3313-T-11255", "uk-3313-T-12131", "uk-3313-T-14890", "uk-3313-T-16794", "uk-3313-T-18318", "uk-3313-T-18360", "uk-3313-T-18909", "uk-3313-T-20302", "uk-3313-T-01983", "uk-3313-T-04035", "uk-3313-T-08499", "uk-3313-T-11755", "uk-3313-T-13582", "uk-3313-T-15343", "uk-3313-T-16895", "uk-3313-T-18344", "uk-3313-T-18984", "uk-3313-T-20376", "uk-3313-T-03157", "uk-3313-T-07087", "uk-3313-T-10066", "uk-3313-T-11905", "uk-3313-T-14098", "uk-3313-T-15934", "uk-3313-T-18078", "uk-3313-T-18792", "uk-3313-T-20078", "uk-3313-T-20666", "uk-3313-T-03586", "uk-3313-T-07143", "uk-3313-T-11960", "uk-3313-T-14737", "uk-3313-T-16392", "uk-3313-T-20181", "uk-3313-T-03806", "uk-3313-T-07524", "uk-3313-T-09182", "uk-3313-T-14433", "uk-3313-T-06899", "uk-3313-T-08967", "uk-3313-T-04690", "uk-3313-T-00704", "uk-3313-T-16540", "uk-3313-T-01634", "uk-3313-T-10695", "uk-3313-T-19989", "uk-3313-T-00714", "uk-3313-T-04274", "uk-3313-T-09637", "uk-3313-T-18857", "uk-3313-T-02875", "uk-3313-T-07081", "uk-3313-T-11840", "uk-3313-T-15147", "uk-3313-T-20520", "uk-3313-T-01581", "uk-3313-T-03708", "uk-3313-T-08278", "uk-3313-T-10337", "uk-3313-T-11645", "uk-3313-T-14720", "uk-3313-T-18074", "uk-3313-T-18983", "uk-3313-T-03820", "uk-3313-T-08362", "uk-3313-T-10405", "uk-3313-T-12079", "uk-3313-T-03155", "uk-3313-T-09069", "uk-3313-T-10833", "uk-3313-T-13280", "uk-3313-T-16643", "uk-3313-T-09176", "uk-3313-T-03879", "uk-3313-T-11052", "uk-3313-T-15760", "uk-3313-T-02518", "uk-3313-T-08618", "uk-3313-T-13216", "uk-3313-T-20718", "uk-3313-T-09966", "uk-3313-T-13120", "uk-3313-T-20709", "uk-3313-T-10374", "uk-3313-T-12087", "uk-3313-T-13748", "uk-3313-T-16391" ], "employment": { "value": 45100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 44033, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-33-1021", "us-soc-33-2011", "us-soc-33-2022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 15, 24 ], "band": "minimal", "headlineShare": 0.13883901855176542, "headlineShareRange": [ 0.11549970077797726, 0.14602034709754638 ], "scoredTaskCount": 115 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3314", "market": "uk", "socCode": "3314", "title": "Prison service officers (below principal officer)", "slug": "prison-service-officers-below-principal-officer", "description": "Prison service officers (below principal officer) direct, co-ordinate and participate in guarding inmates and maintaining discipline in prisons and other detention centres.", "taskIds": [ "uk-3314-T-04052", "uk-3314-T-10262", "uk-3314-T-01352", "uk-3314-T-09207", "uk-3314-T-13205", "uk-3314-T-18896", "uk-3314-T-20361", "uk-3314-T-08151", "uk-3314-T-14908", "uk-3314-T-00613", "uk-3314-T-04722", "uk-3314-T-09248", "uk-3314-T-11094", "uk-3314-T-17331", "uk-3314-T-12927", "uk-3314-T-03816", "uk-3314-T-07555", "uk-3314-T-10321", "uk-3314-T-13727", "uk-3314-T-18003", "uk-3314-T-19218", "uk-3314-T-04037", "uk-3314-T-21298", "uk-3314-T-08072", "uk-3314-T-04282", "uk-3314-T-07982", "uk-3314-T-02742", "uk-3314-T-07647", "uk-3314-T-08150", "uk-3314-T-19946", "uk-3314-T-02745", "uk-3314-T-07969", "uk-3314-T-18938", "uk-3314-T-03238", "uk-3314-T-08723", "uk-3314-T-11612", "uk-3314-T-11645", "uk-3314-T-16461", "uk-3314-T-17076", "uk-3314-T-20360", "uk-3314-T-21852", "uk-3314-T-03727", "uk-3314-T-03866", "uk-3314-T-06790", "uk-3314-T-07852", "uk-3314-T-09825", "uk-3314-T-12352", "uk-3314-T-14651", "uk-3314-T-16730", "uk-3314-T-18313", "uk-3314-T-20170", "uk-3314-T-20227", "uk-3314-T-21059" ], "employment": { "value": 38500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 41287, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-33-1011", "us-soc-33-3012" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 12, 21 ], "band": "minimal", "headlineShare": 0.11914460285132375, "headlineShareRange": [ 0.08553971486761706, 0.11914460285132375 ], "scoredTaskCount": 74 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:19:35.432Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3319", "market": "uk", "socCode": "3319", "title": "Protective service associate professionals n.e.c.", "slug": "protective-service-associate-professionals-n-e-c", "description": "Job holders in this unit group inspect goods to ensure compliance with regulations concerning payment of duty, establish that persons entering and leaving the UK have necessary authorisation for crossing national borders, monitor maritime conditions, undertake search and rescue operations, plan and coordinate services of private detective agencies and security measures for individuals, establishments or organisations, investigates activities such as fraud and other crimes, and perform other security and protective service occupations not elsewhere classified in minor group 331: Protective service occupations.", "taskIds": [ "uk-3319-T-14703", "uk-3319-T-18337", "uk-3319-T-18822", "uk-3319-T-00307", "uk-3319-T-16612", "uk-3319-T-18377", "uk-3319-T-00152", "uk-3319-T-08499", "uk-3319-T-13854", "uk-3319-T-18058", "uk-3319-T-07052", "uk-3319-T-12589", "uk-3319-T-19175", "uk-3319-T-00124", "uk-3319-T-04889", "uk-3319-T-12051", "uk-3319-T-14167", "uk-3319-T-16743", "uk-3319-T-02742", "uk-3319-T-02896", "uk-3319-T-10252", "uk-3319-T-18905", "uk-3319-T-01380", "uk-3319-T-06062", "uk-3319-T-11515", "uk-3319-T-02422", "uk-3319-T-04829", "uk-3319-T-10940", "uk-3319-T-04729", "uk-3319-T-17932", "uk-3319-T-07400", "uk-3319-T-18013", "uk-3319-T-01176", "uk-3319-T-09168", "uk-3319-T-09169", "uk-3319-T-21823", "uk-3319-T-21956", "uk-3319-T-10886", "uk-3319-T-16151", "uk-3319-T-02626", "uk-3319-T-03730", "uk-3319-T-04063", "uk-3319-T-06571", "uk-3319-T-11009", "uk-3319-T-01787", "uk-3319-T-02642", "uk-3319-T-03391", "uk-3319-T-03873", "uk-3319-T-04028", "uk-3319-T-04090", "uk-3319-T-04491", "uk-3319-T-06157", "uk-3319-T-07019", "uk-3319-T-07457", "uk-3319-T-08303", "uk-3319-T-09165", "uk-3319-T-11290", "uk-3319-T-15410", "uk-3319-T-16250", "uk-3319-T-17215", "uk-3319-T-21266", "uk-3319-T-21425", "uk-3319-T-01450", "uk-3319-T-02743", "uk-3319-T-03896", "uk-3319-T-04097", "uk-3319-T-05296", "uk-3319-T-06759", "uk-3319-T-07420", "uk-3319-T-08335", "uk-3319-T-10953", "uk-3319-T-11402", "uk-3319-T-15704", "uk-3319-T-16047", "uk-3319-T-16268", "uk-3319-T-18562", "uk-3319-T-20963", "uk-3319-T-21390", "uk-3319-T-21441", "uk-3319-T-02796", "uk-3319-T-05119", "uk-3319-T-05853", "uk-3319-T-07429", "uk-3319-T-11659", "uk-3319-T-13705", "uk-3319-T-15918", "uk-3319-T-19226", "uk-3319-T-20939", "uk-3319-T-20962", "uk-3319-T-05049", "uk-3319-T-07768", "uk-3319-T-11904", "uk-3319-T-14686", "uk-3319-T-18177", "uk-3319-T-20716", "uk-3319-T-20958", "uk-3319-T-03466", "uk-3319-T-07607", "uk-3319-T-01436", "uk-3319-T-14388", "uk-3319-T-04870", "uk-3319-T-01904", "uk-3319-T-09094", "uk-3319-T-20327", "uk-3319-T-02804", "uk-3319-T-04614", "uk-3319-T-21584", "uk-3319-T-01046", "uk-3319-T-04609", "uk-3319-T-06131", "uk-3319-T-10398", "uk-3319-T-17994", "uk-3319-T-18362", "uk-3319-T-04189", "uk-3319-T-02772", "uk-3319-T-04087", "uk-3319-T-09085", "uk-3319-T-09105", "uk-3319-T-11008", "uk-3319-T-12316", "uk-3319-T-13736", "uk-3319-T-18889", "uk-3319-T-00760", "uk-3319-T-03514", "uk-3319-T-09076", "uk-3319-T-11051", "uk-3319-T-16937", "uk-3319-T-19887", "uk-3319-T-02709", "uk-3319-T-08514", "uk-3319-T-10982", "uk-3319-T-19811", "uk-3319-T-01765", "uk-3319-T-08048", "uk-3319-T-11520", "uk-3319-T-13309", "uk-3319-T-18678", "uk-3319-T-19734", "uk-3319-T-04968", "uk-3319-T-12207", "uk-3319-T-16616", "uk-3319-T-21696", "uk-3319-T-01752", "uk-3319-T-05968", "uk-3319-T-05969", "uk-3319-T-10246", "uk-3319-T-11001", "uk-3319-T-15232", "uk-3319-T-04873", "uk-3319-T-05914", "uk-3319-T-10227", "uk-3319-T-13216", "uk-3319-T-14578", "uk-3319-T-16553", "uk-3319-T-20718", "uk-3319-T-05750", "uk-3319-T-09522", "uk-3319-T-10671", "uk-3319-T-12299", "uk-3319-T-17402", "uk-3319-T-20572", "uk-3319-T-00054", "uk-3319-T-04888", "uk-3319-T-09926", "uk-3319-T-10960", "uk-3319-T-12087", "uk-3319-T-13240", "uk-3319-T-14886", "uk-3319-T-15832", "uk-3319-T-20571", "uk-3319-T-02316", "uk-3319-T-08321", "uk-3319-T-09931", "uk-3319-T-10926", "uk-3319-T-13449", "uk-3319-T-15582", "uk-3319-T-05025", "uk-3319-T-06798", "uk-3319-T-06887", "uk-3319-T-08171", "uk-3319-T-12568", "uk-3319-T-13487", "uk-3319-T-18698", "uk-3319-T-20215" ], "employment": { "value": 98800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 44007, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-2099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 36, "occScoreRange": [ 31, 42 ], "band": "low", "headlineShare": 0.3051724137931042, "headlineShareRange": [ 0.26793103448275923, 0.3503448275862079 ], "scoredTaskCount": 194 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "14 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3411", "market": "uk", "socCode": "3411", "title": "Artists", "slug": "artists", "description": "Artists create artistic works using appropriate techniques, materials and media; design artwork and illustrations; and restore damaged pieces of art.", "taskIds": [ "uk-3411-T-01165", "uk-3411-T-07475", "uk-3411-T-04521", "uk-3411-T-13053", "uk-3411-T-05778", "uk-3411-T-19107", "uk-3411-T-19470", "uk-3411-T-01117", "uk-3411-T-03997", "uk-3411-T-05134", "uk-3411-T-05135", "uk-3411-T-21401", "uk-3411-T-00086", "uk-3411-T-02746", "uk-3411-T-03646", "uk-3411-T-05286", "uk-3411-T-06263", "uk-3411-T-07648", "uk-3411-T-09118", "uk-3411-T-12805", "uk-3411-T-15212", "uk-3411-T-19453", "uk-3411-T-01174", "uk-3411-T-03266", "uk-3411-T-05327", "uk-3411-T-05371", "uk-3411-T-06450", "uk-3411-T-07764", "uk-3411-T-07895", "uk-3411-T-12230", "uk-3411-T-12731", "uk-3411-T-13598", "uk-3411-T-15970", "uk-3411-T-19536", "uk-3411-T-21033", "uk-3411-T-02427", "uk-3411-T-07451", "uk-3411-T-07573", "uk-3411-T-12305", "uk-3411-T-15516", "uk-3411-T-18107", "uk-3411-T-19610", "uk-3411-T-20220", "uk-3411-T-21433", "uk-3411-T-02367", "uk-3411-T-05176", "uk-3411-T-05988", "uk-3411-T-06523", "uk-3411-T-06890", "uk-3411-T-21172", "uk-3411-T-21931", "uk-3411-T-01142", "uk-3411-T-03637", "uk-3411-T-05136", "uk-3411-T-05253", "uk-3411-T-05898", "uk-3411-T-06376", "uk-3411-T-07944", "uk-3411-T-12740", "uk-3411-T-21292", "uk-3411-T-01200", "uk-3411-T-04719", "uk-3411-T-06810", "uk-3411-T-07577", "uk-3411-T-07973", "uk-3411-T-11982", "uk-3411-T-12991", "uk-3411-T-01468", "uk-3411-T-05605", "uk-3411-T-13669", "uk-3411-T-14380", "uk-3411-T-00732", "uk-3411-T-03361", "uk-3411-T-05192", "uk-3411-T-05195", "uk-3411-T-05208", "uk-3411-T-05287", "uk-3411-T-16223", "uk-3411-T-05194", "uk-3411-T-05203", "uk-3411-T-07239", "uk-3411-T-07253", "uk-3411-T-11362", "uk-3411-T-16742", "uk-3411-T-17732", "uk-3411-T-20619", "uk-3411-T-20620", "uk-3411-T-00375", "uk-3411-T-05945", "uk-3411-T-07214", "uk-3411-T-11390", "uk-3411-T-12380", "uk-3411-T-12816", "uk-3411-T-13646", "uk-3411-T-13666", "uk-3411-T-17489", "uk-3411-T-18111", "uk-3411-T-19649", "uk-3411-T-21187", "uk-3411-T-21208", "uk-3411-T-05313", "uk-3411-T-02520", "uk-3411-T-06041", "uk-3411-T-03250", "uk-3411-T-05030", "uk-3411-T-14961", "uk-3411-T-14962", "uk-3411-T-20296", "uk-3411-T-21191", "uk-3411-T-14091", "uk-3411-T-14958", "uk-3411-T-14960", "uk-3411-T-16213", "uk-3411-T-05481", "uk-3411-T-08501", "uk-3411-T-16052", "uk-3411-T-05752", "uk-3411-T-07414", "uk-3411-T-15222", "uk-3411-T-04403", "uk-3411-T-08068", "uk-3411-T-14959", "uk-3411-T-19092", "uk-3411-T-07018", "uk-3411-T-10127", "uk-3411-T-02765", "uk-3411-T-08251", "uk-3411-T-20221", "uk-3411-T-02998", "uk-3411-T-05012", "uk-3411-T-08050", "uk-3411-T-20001", "uk-3411-T-04146", "uk-3411-T-21870", "uk-3411-T-02784", "uk-3411-T-05382", "uk-3411-T-08690", "uk-3411-T-19464", "uk-3411-T-08745", "uk-3411-T-11218", "uk-3411-T-19386", "uk-3411-T-02341", "uk-3411-T-20418", "uk-3411-T-13278", "uk-3411-T-08969", "uk-3411-T-08965", "uk-3411-T-20769", "uk-3411-T-00422", "uk-3411-T-00185" ], "employment": { "value": 64500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 47763, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1012", "us-soc-27-1013", "us-soc-27-1019", "us-soc-27-3099", "us-soc-39-3092", "us-soc-39-3099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 37, "occScoreRange": [ 32, 43 ], "band": "low", "headlineShare": 0.208454810495627, "headlineShareRange": [ 0.1690962099125366, 0.3556851311953357 ], "scoredTaskCount": 207 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "43 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3412", "market": "uk", "socCode": "3412", "title": "Authors, writers and translators", "slug": "authors-writers-and-translators", "description": "Authors, writers and translators write, edit and evaluate literary material for publication excluding material for newspapers, magazines and other periodicals but including scripts and narrative for film, TV, radio and computer games and animations; and translate spoken and written statements into different languages.", "taskIds": [ "uk-3412-T-05143", "uk-3412-T-06892", "uk-3412-T-21961", "uk-3412-T-04244", "uk-3412-T-10047", "uk-3412-T-18737", "uk-3412-T-19098", "uk-3412-T-21953", "uk-3412-T-02981", "uk-3412-T-09519", "uk-3412-T-14427", "uk-3412-T-18456", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3413", "market": "uk", "socCode": "3413", "title": "Actors, entertainers and presenters", "slug": "actors-entertainers-and-presenters", "description": "Actors, entertainers and presenters sing, portray roles in dramatic productions, perform comedy routines, gymnastic feats and tricks of illusion, train animals to perform and perform with them, and introduce and present radio and television programmes.", "taskIds": [ "uk-3413-T-02173", "uk-3413-T-11363", "uk-3413-T-14831", "uk-3413-T-15313", "uk-3413-T-19855", "uk-3413-T-02125", "uk-3413-T-03314", "uk-3413-T-07212", "uk-3413-T-14841", "uk-3413-T-14856", "uk-3413-T-15630", "uk-3413-T-17597", "uk-3413-T-21645", "uk-3413-T-02137", "uk-3413-T-03262", 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}, "gaps": [ "62 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3414", "market": "uk", "socCode": "3414", "title": "Dancers and choreographers", "slug": "dancers-and-choreographers", "description": "Dancers and choreographers devise, direct, rehearse and perform classical and contemporary dance routines.", "taskIds": [ "uk-3414-T-02200", "uk-3414-T-05126", "uk-3414-T-05146", "uk-3414-T-07050", "uk-3414-T-11319", "uk-3414-T-17601", "uk-3414-T-00443", "uk-3414-T-03262", "uk-3414-T-06451", "uk-3414-T-15133", "uk-3414-T-19858", "uk-3414-T-01698", "uk-3414-T-02977", "uk-3414-T-06541", "uk-3414-T-07207", "uk-3414-T-12171", "uk-3414-T-19067", "uk-3414-T-20416", "uk-3414-T-02974", "uk-3414-T-07750", "uk-3414-T-14968", "uk-3414-T-18395", "uk-3414-T-20443", "uk-3414-T-02985", "uk-3414-T-12953", "uk-3414-T-18957", "uk-3414-T-02169", "uk-3414-T-05887", "uk-3414-T-08581", "uk-3414-T-17245", "uk-3414-T-17246", "uk-3414-T-06754", "uk-3414-T-11165", "uk-3414-T-00101", "uk-3414-T-20457", "uk-3414-T-04179", "uk-3414-T-09562", "uk-3414-T-16602", "uk-3414-T-07692", "uk-3414-T-15193", "uk-3414-T-07732", "uk-3414-T-13744", "uk-3414-T-15023", "uk-3414-T-21150", "uk-3414-T-05272", "uk-3414-T-09295", "uk-3414-T-15090", "uk-3414-T-19951", "uk-3414-T-06265", "uk-3414-T-14328", "uk-3414-T-15444", "uk-3414-T-00180", "uk-3414-T-11440", "uk-3414-T-14763", "uk-3414-T-03247", "uk-3414-T-14792", "uk-3414-T-17596", "uk-3414-T-02201", "uk-3414-T-14831", "uk-3414-T-02125", "uk-3414-T-07184", "uk-3414-T-14856", "uk-3414-T-01194", "uk-3414-T-15630", "uk-3414-T-02137", "uk-3414-T-15758", "uk-3414-T-19176" ], "employment": { "value": 14700, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-27-2031", "us-soc-27-2032" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 10, 20 ], "band": "minimal", "headlineShare": 0.02063628546861564, "headlineShareRange": [ 0.02063628546861564, 0.07308684436801373 ], "scoredTaskCount": 73 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "36 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3415", "market": "uk", "socCode": "3415", "title": "Musicians", "slug": "musicians", "description": "Musicians write, arrange, orchestrate, conduct and perform musical compositions.", "taskIds": [ "uk-3415-T-01149", "uk-3415-T-05317", "uk-3415-T-21872", "uk-3415-T-21877", "uk-3415-T-01409", "uk-3415-T-20747", "uk-3415-T-21873", "uk-3415-T-00968", "uk-3415-T-04416", "uk-3415-T-06237", "uk-3415-T-12235", "uk-3415-T-18745", "uk-3415-T-20817", "uk-3415-T-01840", "uk-3415-T-07075", "uk-3415-T-08799", "uk-3415-T-16557", "uk-3415-T-01825", "uk-3415-T-05032", "uk-3415-T-08588", "uk-3415-T-15118", "uk-3415-T-19854", "uk-3415-T-01357", "uk-3415-T-04474", "uk-3415-T-07185", "uk-3415-T-13468", "uk-3415-T-15200", "uk-3415-T-18546", "uk-3415-T-07579", "uk-3415-T-14138", "uk-3415-T-15346", "uk-3415-T-19073", "uk-3415-T-12493", "uk-3415-T-16209", "uk-3415-T-18973", "uk-3415-T-09424", "uk-3415-T-21241", "uk-3415-T-03883", "uk-3415-T-06693", "uk-3415-T-14346", "uk-3415-T-11358", "uk-3415-T-14700", "uk-3415-T-14770", "uk-3415-T-14831", "uk-3415-T-15298", "uk-3415-T-15396", "uk-3415-T-10038", "uk-3415-T-12979", "uk-3415-T-15296", "uk-3415-T-17596", "uk-3415-T-17598", "uk-3415-T-17600", "uk-3415-T-01382", "uk-3415-T-06637", "uk-3415-T-11670", "uk-3415-T-15630", "uk-3415-T-19362", "uk-3415-T-07784", "uk-3415-T-13080", "uk-3415-T-16828", "uk-3415-T-05165", "uk-3415-T-19632", "uk-3415-T-09675", "uk-3415-T-14679", "uk-3415-T-18959", "uk-3415-T-05258", "uk-3415-T-21349", "uk-3415-T-03236", "uk-3415-T-14416", "uk-3415-T-21036", "uk-3415-T-05562", "uk-3415-T-20459" ], "employment": { "value": 54300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 46591, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-2041", "us-soc-27-2042" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 33, 44 ], "band": "low", "headlineShare": 0.29249518922386136, "headlineShareRange": [ 0.1924310455420141, 0.450288646568313 ], "scoredTaskCount": 101 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "33 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3416", "market": "uk", "socCode": "3416", "title": "Arts officers, producers and directors", "slug": "arts-officers-producers-and-directors", "description": "Arts officers, producers and directors assume creative, financial and organisational responsibilities in the production and direction of television and radio programmes, films, stage presentations, content for other media, and the promotion and exhibition of other creative activities.", "taskIds": [ "uk-3416-T-13617", "uk-3416-T-06111", "uk-3416-T-12059", "uk-3416-T-13116", "uk-3416-T-17169", "uk-3416-T-10334", "uk-3416-T-01402", "uk-3416-T-06088", "uk-3416-T-12192", "uk-3416-T-01364", "uk-3416-T-07041", "uk-3416-T-00969", "uk-3416-T-03246", "uk-3416-T-04881", "uk-3416-T-07086", "uk-3416-T-14605", "uk-3416-T-16199", "uk-3416-T-18971", "uk-3416-T-00540", "uk-3416-T-02257", "uk-3416-T-03355", "uk-3416-T-03925", "uk-3416-T-04903", "uk-3416-T-06115", "uk-3416-T-15162", "uk-3416-T-17391", "uk-3416-T-20072", "uk-3416-T-01639", "uk-3416-T-03605", "uk-3416-T-04126", "uk-3416-T-05988", "uk-3416-T-07221", "uk-3416-T-07225", "uk-3416-T-13168", "uk-3416-T-15996", "uk-3416-T-18571", "uk-3416-T-19065", "uk-3416-T-20076", "uk-3416-T-02173", "uk-3416-T-03761", "uk-3416-T-04582", "uk-3416-T-05021", "uk-3416-T-06754", "uk-3416-T-07973", "uk-3416-T-12951", "uk-3416-T-17075", "uk-3416-T-18186", "uk-3416-T-19055", "uk-3416-T-08199", "uk-3416-T-18181", "uk-3416-T-02369", "uk-3416-T-09432", "uk-3416-T-19933", "uk-3416-T-11193", "uk-3416-T-13611", "uk-3416-T-05446", "uk-3416-T-07597", "uk-3416-T-01499", "uk-3416-T-04708", "uk-3416-T-05097", "uk-3416-T-05488", "uk-3416-T-07028", "uk-3416-T-12739", "uk-3416-T-17735", "uk-3416-T-19333", "uk-3416-T-03276", "uk-3416-T-05038", "uk-3416-T-06199", "uk-3416-T-07027", "uk-3416-T-10183", "uk-3416-T-12791", "uk-3416-T-18574", "uk-3416-T-19348", "uk-3416-T-21200", "uk-3416-T-03249", "uk-3416-T-04999", "uk-3416-T-06226", "uk-3416-T-08911", "uk-3416-T-13813", "uk-3416-T-19020", "uk-3416-T-20868", "uk-3416-T-04031", "uk-3416-T-06488", "uk-3416-T-07754", "uk-3416-T-11598", "uk-3416-T-14971", "uk-3416-T-20275", "uk-3416-T-06737", "uk-3416-T-08998", "uk-3416-T-16197", "uk-3416-T-20099", "uk-3416-T-01773", "uk-3416-T-19938", "uk-3416-T-16817", "uk-3416-T-21503", "uk-3416-T-01262", "uk-3416-T-08246", "uk-3416-T-16200", "uk-3416-T-12665", "uk-3416-T-02169", "uk-3416-T-09629", "uk-3416-T-02555", "uk-3416-T-13173", "uk-3416-T-19187", "uk-3416-T-02281", "uk-3416-T-03305", "uk-3416-T-04953", "uk-3416-T-06309", "uk-3416-T-09456", "uk-3416-T-12461", "uk-3416-T-18924", "uk-3416-T-20917", "uk-3416-T-06542", "uk-3416-T-09668", "uk-3416-T-14978", "uk-3416-T-18941", "uk-3416-T-19944", "uk-3416-T-03786", "uk-3416-T-05267", "uk-3416-T-11521", "uk-3416-T-15548", "uk-3416-T-15747", "uk-3416-T-18126", "uk-3416-T-18198", "uk-3416-T-20927", "uk-3416-T-15116", "uk-3416-T-03262", "uk-3416-T-05360", "uk-3416-T-20096", "uk-3416-T-05016", "uk-3416-T-09771", "uk-3416-T-14038", "uk-3416-T-19251", "uk-3416-T-17777", "uk-3416-T-21662" ], "employment": { "value": 113500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 45534, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1011", "us-soc-27-1019", "us-soc-27-2012", "us-soc-27-3099", "us-soc-27-4032", "us-soc-39-3092", "us-soc-39-3099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 39, 51 ], "band": "partial", "headlineShare": 0.3268312101910828, "headlineShareRange": [ 0.25796178343949056, 0.49482484076433114 ], "scoredTaskCount": 174 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3417", "market": "uk", "socCode": "3417", "title": "Photographers, audio-visual and broadcasting equipment operators", "slug": "photographers-audio-visual-and-broadcasting-equipment-operators", "description": "Photographers, audio-visual and broadcasting equipment operators operate and assist with still, cine and television cameras, operate other equipment to record, manipulate and project sound and vision for entertainment, cultural, commercial and industrial purposes and operate drones to provide aerial video and photographs.", "taskIds": [ "uk-3417-T-00540", "uk-3417-T-13941", "uk-3417-T-00260", "uk-3417-T-02983", "uk-3417-T-08909", "uk-3417-T-12992", "uk-3417-T-14141", "uk-3417-T-15109", "uk-3417-T-19416", "uk-3417-T-01706", "uk-3417-T-06122", "uk-3417-T-09184", "uk-3417-T-11873", "uk-3417-T-14144", "uk-3417-T-19380", "uk-3417-T-02887", "uk-3417-T-07190", "uk-3417-T-07839", "uk-3417-T-11191", "uk-3417-T-13943", "uk-3417-T-16970", "uk-3417-T-18305", "uk-3417-T-19366", "uk-3417-T-21678", "uk-3417-T-00618", "uk-3417-T-07581", "uk-3417-T-10446", "uk-3417-T-11840", "uk-3417-T-14605", "uk-3417-T-15845", "uk-3417-T-17623", "uk-3417-T-19349", "uk-3417-T-21537", "uk-3417-T-07595", "uk-3417-T-10866", "uk-3417-T-15519", "uk-3417-T-17751", "uk-3417-T-21540", "uk-3417-T-04636", "uk-3417-T-11212", "uk-3417-T-11685", "uk-3417-T-15029", "uk-3417-T-16701", "uk-3417-T-17881", "uk-3417-T-18473", "uk-3417-T-20153", "uk-3417-T-09310", "uk-3417-T-11643", "uk-3417-T-18442", "uk-3417-T-21051", "uk-3417-T-11711", "uk-3417-T-17031", "uk-3417-T-21649", "uk-3417-T-04989", "uk-3417-T-14061", "uk-3417-T-07821", "uk-3417-T-12832", "uk-3417-T-15322", "uk-3417-T-07295", "uk-3417-T-10484", "uk-3417-T-16286", "uk-3417-T-08136", "uk-3417-T-14735", "uk-3417-T-08864", "uk-3417-T-14851", "uk-3417-T-21017", "uk-3417-T-10270", "uk-3417-T-17965", "uk-3417-T-02523", "uk-3417-T-02522", "uk-3417-T-06116", "uk-3417-T-07574", "uk-3417-T-09756", "uk-3417-T-13942", "uk-3417-T-18978", "uk-3417-T-21396", "uk-3417-T-01424", "uk-3417-T-05133", "uk-3417-T-07099", "uk-3417-T-07575", "uk-3417-T-13919", "uk-3417-T-18686", "uk-3417-T-21353", "uk-3417-T-21434", "uk-3417-T-01741", "uk-3417-T-04198", "uk-3417-T-05255", "uk-3417-T-07180", "uk-3417-T-07655", "uk-3417-T-12972", "uk-3417-T-18423", "uk-3417-T-19108", "uk-3417-T-20766", "uk-3417-T-00036", "uk-3417-T-03731", "uk-3417-T-06512", "uk-3417-T-08268", "uk-3417-T-11982", "uk-3417-T-13542", "uk-3417-T-15895", "uk-3417-T-20354", "uk-3417-T-21538", "uk-3417-T-02322", "uk-3417-T-04221", "uk-3417-T-11219", "uk-3417-T-12358", "uk-3417-T-14442", "uk-3417-T-20575", "uk-3417-T-21887", "uk-3417-T-04982", "uk-3417-T-05466", "uk-3417-T-12166", "uk-3417-T-14828", "uk-3417-T-19170", "uk-3417-T-05098", "uk-3417-T-13045", "uk-3417-T-03271", "uk-3417-T-06889", "uk-3417-T-13042", "uk-3417-T-17592", "uk-3417-T-19422", "uk-3417-T-03532", "uk-3417-T-07787", "uk-3417-T-17220", "uk-3417-T-19183", "uk-3417-T-04771", "uk-3417-T-05235", "uk-3417-T-17352", "uk-3417-T-05130", "uk-3417-T-11662", "uk-3417-T-18753", "uk-3417-T-01375", "uk-3417-T-17999", "uk-3417-T-00286", "uk-3417-T-03847", "uk-3417-T-07793", "uk-3417-T-00112", "uk-3417-T-04863", "uk-3417-T-08304", "uk-3417-T-14151", "uk-3417-T-17267", "uk-3417-T-21361", "uk-3417-T-00118", "uk-3417-T-05788", "uk-3417-T-11560", "uk-3417-T-14138", "uk-3417-T-15347", "uk-3417-T-17351", "uk-3417-T-00128", "uk-3417-T-03654", "uk-3417-T-08914", "uk-3417-T-15939", "uk-3417-T-19342", "uk-3417-T-19425", "uk-3417-T-04642", "uk-3417-T-09731", "uk-3417-T-14143", "uk-3417-T-19379", "uk-3417-T-09532", "uk-3417-T-17755", "uk-3417-T-19326", "uk-3417-T-04423", "uk-3417-T-10473", "uk-3417-T-18328", "uk-3417-T-20800", "uk-3417-T-04751", "uk-3417-T-04527", "uk-3417-T-01461", "uk-3417-T-05362", "uk-3417-T-08045", "uk-3417-T-14129", "uk-3417-T-00110", "uk-3417-T-03248", "uk-3417-T-07571", "uk-3417-T-10872", "uk-3417-T-01965", "uk-3417-T-06965", "uk-3417-T-08559", "uk-3417-T-11691", "uk-3417-T-14148", "uk-3417-T-16838", "uk-3417-T-20558", "uk-3417-T-00121", "uk-3417-T-02666", "uk-3417-T-13407", "uk-3417-T-15424", "uk-3417-T-20274", "uk-3417-T-03890", "uk-3417-T-07564", "uk-3417-T-15463", "uk-3417-T-19336", "uk-3417-T-00786", "uk-3417-T-04906", "uk-3417-T-07028", "uk-3417-T-12105", "uk-3417-T-16067", "uk-3417-T-19785" ], "employment": { "value": 81300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32643, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1019", "us-soc-27-4011", "us-soc-27-4012", "us-soc-27-4014", "us-soc-27-4015", "us-soc-27-4031", "us-soc-27-4099", "us-soc-39-3092", "us-soc-39-3099", "us-soc-43-2099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 20, 28 ], "band": "low", "headlineShare": 0.14744913005013274, "headlineShareRange": [ 0.14302565614862875, 0.18549100560306697 ], "scoredTaskCount": 226 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3421", "market": "uk", "socCode": "3421", "title": "Interior designers", "slug": "interior-designers", "description": "Interior designers plan, direct and undertake the creation of designs for interior spaces, procure materials and oversee implementation of the plans.", "taskIds": [ "uk-3421-T-02302", "uk-3421-T-04400", "uk-3421-T-05169", "uk-3421-T-07754", "uk-3421-T-12962", "uk-3421-T-19731", "uk-3421-T-21697", "uk-3421-T-00517", "uk-3421-T-02975", "uk-3421-T-04962", "uk-3421-T-05167", "uk-3421-T-06020", "uk-3421-T-07231", "uk-3421-T-09010", "uk-3421-T-12901", "uk-3421-T-15171", "uk-3421-T-16001", "uk-3421-T-18102", "uk-3421-T-19154", "uk-3421-T-20565", "uk-3421-T-01767", "uk-3421-T-04016", "uk-3421-T-05141", "uk-3421-T-05940", "uk-3421-T-06557", "uk-3421-T-08383", "uk-3421-T-11414", "uk-3421-T-14493", "uk-3421-T-15841", "uk-3421-T-17731", "uk-3421-T-18530", "uk-3421-T-20252", "uk-3421-T-02414", "uk-3421-T-03242", "uk-3421-T-05001", "uk-3421-T-05273", "uk-3421-T-05991", "uk-3421-T-08282", "uk-3421-T-10263", "uk-3421-T-13668", "uk-3421-T-15713", "uk-3421-T-16745", "uk-3421-T-18455", "uk-3421-T-20108", "uk-3421-T-02722", "uk-3421-T-03321", "uk-3421-T-05234", "uk-3421-T-05990", "uk-3421-T-06627", "uk-3421-T-08569", "uk-3421-T-12631", "uk-3421-T-15657", "uk-3421-T-16412", "uk-3421-T-18168", "uk-3421-T-19878", "uk-3421-T-03237", "uk-3421-T-05568" ], "employment": { "value": 40600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36485, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1025", "us-soc-27-1026", "us-soc-27-1027" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 35, 47 ], "band": "partial", "headlineShare": 0.2430323299888515, "headlineShareRange": [ 0.2251950947603119, 0.27870680044593055 ], "scoredTaskCount": 57 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:57:05Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3422", "market": "uk", "socCode": "3422", "title": "Clothing, fashion and accessories designers", "slug": "clothing-fashion-and-accessories-designers", "description": "Clothing, fashion and accessories designers plan, direct and undertake the creation of designs for new clothing and related fashion accessories.", "taskIds": [ "uk-3422-T-02144", "uk-3422-T-00094", "uk-3422-T-05293", "uk-3422-T-06639", "uk-3422-T-09773", "uk-3422-T-12180", "uk-3422-T-16914", "uk-3422-T-19450", "uk-3422-T-01943", "uk-3422-T-05166", "uk-3422-T-06092", "uk-3422-T-09762", "uk-3422-T-11607", "uk-3422-T-16518", "uk-3422-T-18569", "uk-3422-T-21560", "uk-3422-T-01986", "uk-3422-T-04684", "uk-3422-T-05436", "uk-3422-T-06789", "uk-3422-T-10325", "uk-3422-T-12814", "uk-3422-T-19538", "uk-3422-T-03321", "uk-3422-T-04847", "uk-3422-T-06161", "uk-3422-T-07160", "uk-3422-T-10974", "uk-3422-T-14477", "uk-3422-T-18464", "uk-3422-T-20086", "uk-3422-T-03354", "uk-3422-T-07181", "uk-3422-T-05199", "uk-3422-T-00088", "uk-3422-T-06520", "uk-3422-T-08606", "uk-3422-T-09490", "uk-3422-T-12242", "uk-3422-T-14613", "uk-3422-T-18133", "uk-3422-T-19604", "uk-3422-T-01011", "uk-3422-T-05174", "uk-3422-T-05771", "uk-3422-T-08822", "uk-3422-T-09607", "uk-3422-T-12731", "uk-3422-T-16166", "uk-3422-T-19731", "uk-3422-T-05234", "uk-3422-T-08853", "uk-3422-T-12965", "uk-3422-T-16256", "uk-3422-T-04597", "uk-3422-T-05251", "uk-3422-T-07479", "uk-3422-T-08884", "uk-3422-T-13624", "uk-3422-T-19039", "uk-3422-T-20285", "uk-3422-T-04997", "uk-3422-T-08269", "uk-3422-T-08961", "uk-3422-T-10292", "uk-3422-T-14504", "uk-3422-T-16570", "uk-3422-T-19507", "uk-3422-T-20957", "uk-3422-T-08556", "uk-3422-T-09416", "uk-3422-T-14522", "uk-3422-T-02941", "uk-3422-T-18731", "uk-3422-T-00752", "uk-3422-T-05167", "uk-3422-T-15574", "uk-3422-T-18144", "uk-3422-T-05945", "uk-3422-T-14979", "uk-3422-T-18137", "uk-3422-T-02188", "uk-3422-T-06478", "uk-3422-T-13067", "uk-3422-T-16189", "uk-3422-T-18160", "uk-3422-T-04920", "uk-3422-T-06656", "uk-3422-T-12765", "uk-3422-T-15970", "uk-3422-T-19839", "uk-3422-T-07119", "uk-3422-T-19907", "uk-3422-T-06591", "uk-3422-T-08352", "uk-3422-T-13183", "uk-3422-T-16223", "uk-3422-T-20108", "uk-3422-T-11053", "uk-3422-T-05823", "uk-3422-T-07973", "uk-3422-T-15180", "uk-3422-T-02942", "uk-3422-T-05238", "uk-3422-T-19294", "uk-3422-T-04519", "uk-3422-T-05901", "uk-3422-T-15999", "uk-3422-T-18976", "uk-3422-T-00705", "uk-3422-T-03092", "uk-3422-T-05438", "uk-3422-T-08839", "uk-3422-T-15388", "uk-3422-T-18409", "uk-3422-T-19467", "uk-3422-T-02263", "uk-3422-T-05380", "uk-3422-T-10234", "uk-3422-T-15304", "uk-3422-T-19553", "uk-3422-T-01031", "uk-3422-T-04570", "uk-3422-T-07253", 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"us-soc-27-1022", "us-soc-27-1029" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 38, "occScoreRange": [ 33, 44 ], "band": "low", "headlineShare": 0.2685123415610406, "headlineShareRange": [ 0.24983322214809864, 0.33822548365577043 ], "scoredTaskCount": 208 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:57:05Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "63 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3429", "market": "uk", "socCode": "3429", "title": "Design occupations n.e.c.", "slug": "design-occupations-n-e-c", "description": "Job holders in this unit group plan, direct and undertake the creation of designs for new industrial and commercial products, stage sets, and other areas not elsewhere classified in minor group 342: Design occupations.", "taskIds": [ "uk-3429-T-18734", "uk-3429-T-00752", "uk-3429-T-05167", "uk-3429-T-15574", "uk-3429-T-05212", "uk-3429-T-20488", "uk-3429-T-02188", "uk-3429-T-05170", "uk-3429-T-05945", "uk-3429-T-09135", "uk-3429-T-13067", "uk-3429-T-18160", "uk-3429-T-19536", "uk-3429-T-20579", "uk-3429-T-01404", "uk-3429-T-04920", "uk-3429-T-05280", "uk-3429-T-06470", "uk-3429-T-06775", "uk-3429-T-12765", "uk-3429-T-14965", "uk-3429-T-15970", "uk-3429-T-18168", "uk-3429-T-19839", "uk-3429-T-04558", "uk-3429-T-07119", "uk-3429-T-12962", "uk-3429-T-16011", "uk-3429-T-05141", "uk-3429-T-06591", "uk-3429-T-08352", "uk-3429-T-13183", "uk-3429-T-15992", "uk-3429-T-19058", "uk-3429-T-20108", "uk-3429-T-08428", "uk-3429-T-11053", "uk-3429-T-05823", "uk-3429-T-06370", "uk-3429-T-08167", "uk-3429-T-11070", "uk-3429-T-14311", "uk-3429-T-15180", "uk-3429-T-18151", "uk-3429-T-20822", "uk-3429-T-05745", "uk-3429-T-09682", "uk-3429-T-21430", "uk-3429-T-07865", "uk-3429-T-20773", "uk-3429-T-05004", "uk-3429-T-10342", "uk-3429-T-16252", "uk-3429-T-21651", "uk-3429-T-05519", "uk-3429-T-10357", "uk-3429-T-21420", "uk-3429-T-04190", "uk-3429-T-08424", "uk-3429-T-10999", "uk-3429-T-18007", "uk-3429-T-21951", "uk-3429-T-09604", "uk-3429-T-03570", "uk-3429-T-07633", "uk-3429-T-01123", "uk-3429-T-01203", "uk-3429-T-05292", "uk-3429-T-00972", "uk-3429-T-01192", "uk-3429-T-05142", "uk-3429-T-05960", "uk-3429-T-10779", "uk-3429-T-14933", "uk-3429-T-17496", "uk-3429-T-18788", "uk-3429-T-00735", "uk-3429-T-01659", "uk-3429-T-03172", "uk-3429-T-06115", "uk-3429-T-08881", "uk-3429-T-11398", "uk-3429-T-12826", "uk-3429-T-13201", "uk-3429-T-17010", "uk-3429-T-17687", "uk-3429-T-18803", "uk-3429-T-18878", "uk-3429-T-21636", "uk-3429-T-01813", "uk-3429-T-08357", "uk-3429-T-09121", "uk-3429-T-12167", "uk-3429-T-13001", "uk-3429-T-14227", "uk-3429-T-18115", "uk-3429-T-20339", "uk-3429-T-21868", "uk-3429-T-02997", "uk-3429-T-09269", "uk-3429-T-12579", "uk-3429-T-15651", "uk-3429-T-19609", "uk-3429-T-20322", "uk-3429-T-02065", "uk-3429-T-05637", "uk-3429-T-11711", "uk-3429-T-15401", "uk-3429-T-16647", "uk-3429-T-19877", "uk-3429-T-05406", "uk-3429-T-21567", "uk-3429-T-00969", "uk-3429-T-03268", "uk-3429-T-05169", "uk-3429-T-06809", "uk-3429-T-07209", "uk-3429-T-16746", "uk-3429-T-00198", "uk-3429-T-01824", "uk-3429-T-03589", "uk-3429-T-04989", "uk-3429-T-07060", "uk-3429-T-09959", "uk-3429-T-13776", "uk-3429-T-15424", "uk-3429-T-19572", "uk-3429-T-00095", "uk-3429-T-02169", "uk-3429-T-04930", "uk-3429-T-08277", "uk-3429-T-10773", "uk-3429-T-15137", "uk-3429-T-15599", "uk-3429-T-18123", "uk-3429-T-19087", "uk-3429-T-20885", "uk-3429-T-02352", "uk-3429-T-02362", "uk-3429-T-04844", "uk-3429-T-04941", "uk-3429-T-09080", "uk-3429-T-10304", "uk-3429-T-11200", "uk-3429-T-14015", "uk-3429-T-15158", "uk-3429-T-15762", "uk-3429-T-16919", "uk-3429-T-18139", "uk-3429-T-19331", "uk-3429-T-04975", "uk-3429-T-09700", "uk-3429-T-15160", "uk-3429-T-16221", "uk-3429-T-00053", "uk-3429-T-01964", "uk-3429-T-10052", "uk-3429-T-01117", "uk-3429-T-05957", "uk-3429-T-05974", "uk-3429-T-15234", "uk-3429-T-01469", "uk-3429-T-02822", "uk-3429-T-02828", "uk-3429-T-04586", "uk-3429-T-05259", "uk-3429-T-05321", "uk-3429-T-05973", "uk-3429-T-06229", "uk-3429-T-06914", "uk-3429-T-09554", "uk-3429-T-10425", "uk-3429-T-13819", "uk-3429-T-15269", "uk-3429-T-15270", "uk-3429-T-19114", "uk-3429-T-19612", "uk-3429-T-02719", "uk-3429-T-03563", "uk-3429-T-04503", "uk-3429-T-05284", "uk-3429-T-06449", "uk-3429-T-07181", "uk-3429-T-09074", "uk-3429-T-10363", "uk-3429-T-11595", "uk-3429-T-15842", "uk-3429-T-19376", "uk-3429-T-20049", "uk-3429-T-21698", "uk-3429-T-02187", "uk-3429-T-03542", "uk-3429-T-03943", "uk-3429-T-05428", "uk-3429-T-07244", "uk-3429-T-09909", "uk-3429-T-10500", "uk-3429-T-10501", "uk-3429-T-10637", "uk-3429-T-15006", "uk-3429-T-15673", "uk-3429-T-18764", "uk-3429-T-20357", "uk-3429-T-20449", "uk-3429-T-07499" ], "employment": { "value": 39100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39779, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1021", "us-soc-27-1022", "us-soc-27-1029" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 26, 37 ], "band": "low", "headlineShare": 0.17106549364613904, "headlineShareRange": [ 0.16129032258064535, 0.2658846529814275 ], "scoredTaskCount": 208 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:57:05Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "55 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3431", "market": "uk", "socCode": "3431", "title": "Sports players", "slug": "sports-players", "description": "Professional sportsmen and women train and compete, either individually or as part of a team, in their chosen sport for financial gain.", "taskIds": [ "uk-3431-T-07635", "uk-3431-T-08910", "uk-3431-T-09049", "uk-3431-T-14657", "uk-3431-T-14694", "uk-3431-T-15396", "uk-3431-T-20706", "uk-3431-T-01657", "uk-3431-T-06904", "uk-3431-T-08583", "uk-3431-T-08947", "uk-3431-T-13144", "uk-3431-T-14182", "uk-3431-T-14663", "uk-3431-T-14719", "uk-3431-T-14755", "uk-3431-T-15392", "uk-3431-T-21004", "uk-3431-T-05690", "uk-3431-T-07224", "uk-3431-T-09744", "uk-3431-T-11617", "uk-3431-T-14722", "uk-3431-T-14923", "uk-3431-T-19193", "uk-3431-T-21206", "uk-3431-T-18628", "uk-3431-T-20821", "uk-3431-T-00935", "uk-3431-T-12968", "uk-3431-T-14660", "uk-3431-T-14756", "uk-3431-T-03274" ], "employment": { "value": 13300, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-27-2021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 10, 17 ], "band": "minimal", "headlineShare": 0.061224489795918366, "headlineShareRange": [ 0.029684601113172546, 0.0927643784786642 ], "scoredTaskCount": 33 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3432", "market": "uk", "socCode": "3432", "title": "Sports coaches, instructors and officials", "slug": "sports-coaches-instructors-and-officials", "description": "Sports coaches, instructors and officials work with amateur and professional sportsmen and women to enhance performance, encourage greater participation in sport, supervise recreational activities such as canoeing and mountaineering, and organise and officiate at sporting events according to established rules.", "taskIds": [ "uk-3432-T-00218", "uk-3432-T-00929", "uk-3432-T-06904", "uk-3432-T-10701", "uk-3432-T-14290", "uk-3432-T-00386", "uk-3432-T-03239", "uk-3432-T-04747", "uk-3432-T-07100", "uk-3432-T-08597", "uk-3432-T-09698", "uk-3432-T-10722", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3433", "market": "uk", "socCode": "3433", "title": "Fitness and wellbeing instructors", "slug": "fitness-and-wellbeing-instructors", "description": "Fitness and wellbeing instructors deliver training in a range of fitness activities, including weight training, yoga, Pilates, personal training and other forms of exercise at private health and fitness centres, local authority run sports and leisure centres, other public and community establishments, and in private homes.", "taskIds": [ "uk-3433-T-04167", "uk-3433-T-05784", "uk-3433-T-06867", "uk-3433-T-10687", "uk-3433-T-10700", "uk-3433-T-20419", "uk-3433-T-00185", "uk-3433-T-00893", "uk-3433-T-05652", "uk-3433-T-07599", "uk-3433-T-09626", "uk-3433-T-11291", "uk-3433-T-13230", "uk-3433-T-00307", "uk-3433-T-00408", "uk-3433-T-02980", "uk-3433-T-05685", "uk-3433-T-08596", "uk-3433-T-12870", "uk-3433-T-13355", "uk-3433-T-15228", "uk-3433-T-18106", "uk-3433-T-00044", "uk-3433-T-00413", "uk-3433-T-03914", "uk-3433-T-08597", "uk-3433-T-12143", "uk-3433-T-13354", "uk-3433-T-17236", "uk-3433-T-20402", "uk-3433-T-21044", "uk-3433-T-00387", "uk-3433-T-12818", "uk-3433-T-16497", "uk-3433-T-02334", "uk-3433-T-06516", "uk-3433-T-11657", "uk-3433-T-14731", "uk-3433-T-16773", "uk-3433-T-19147", "uk-3433-T-03561", "uk-3433-T-04836", "uk-3433-T-10701", "uk-3433-T-12129", "uk-3433-T-14762", "uk-3433-T-20637", "uk-3433-T-11121", "uk-3433-T-14362", "uk-3433-T-19793", "uk-3433-T-20431", "uk-3433-T-01865", "uk-3433-T-20400", "uk-3433-T-04335", "uk-3433-T-20706", "uk-3433-T-20410", "uk-3433-T-17237", "uk-3433-T-06595", "uk-3433-T-16551", "uk-3433-T-20450", "uk-3433-T-00096", "uk-3433-T-00409", "uk-3433-T-00101", "uk-3433-T-04553", "uk-3433-T-05556", "uk-3433-T-15193" ], "employment": { "value": 62400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27273, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-3021", "us-soc-29-9091", "us-soc-39-1014", "us-soc-39-1022", "us-soc-39-9031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 30, "occScoreRange": [ 25, 36 ], "band": "low", "headlineShare": 0.20986009327115243, "headlineShareRange": [ 0.12391738840772815, 0.229846768820786 ], "scoredTaskCount": 95 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:41:48Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3511", "market": "uk", "socCode": "3511", "title": "Aircraft pilots and air traffic controllers", "slug": "aircraft-pilots-and-air-traffic-controllers", "description": "Aircraft pilots and air traffic controllers navigate and pilot aircraft, prepare flight plans, authorise flight departures and arrivals, maintain radio, radar and/or visual contact with aircraft to ensure the safe movement of air traffic, check, regulate, adjust and test engines and other equipment prior to take-off and give flying lessons.", "taskIds": [ "uk-3511-T-00182", "uk-3511-T-02697", "uk-3511-T-03629", "uk-3511-T-04436", "uk-3511-T-05092", "uk-3511-T-08971", "uk-3511-T-14902", "uk-3511-T-14973", "uk-3511-T-14976", "uk-3511-T-19700", "uk-3511-T-19703", "uk-3511-T-21264", "uk-3511-T-00277", "uk-3511-T-01512", "uk-3511-T-03859", "uk-3511-T-04208", "uk-3511-T-04820", "uk-3511-T-05354", "uk-3511-T-08778", "uk-3511-T-10182", "uk-3511-T-13284", "uk-3511-T-16954", "uk-3511-T-17572", "uk-3511-T-18544", "uk-3511-T-19042", "uk-3511-T-19755", "uk-3511-T-20949", "uk-3511-T-21530", "uk-3511-T-01372", "uk-3511-T-02297", "uk-3511-T-02864", "uk-3511-T-03986", "uk-3511-T-04438", "uk-3511-T-05477", "uk-3511-T-07959", "uk-3511-T-09494", "uk-3511-T-12069", "uk-3511-T-13714", "uk-3511-T-17276", "uk-3511-T-17583", "uk-3511-T-17958", "uk-3511-T-18707", "uk-3511-T-19991", "uk-3511-T-21921", "uk-3511-T-07948", "uk-3511-T-10213", "uk-3511-T-12218", "uk-3511-T-14200", "uk-3511-T-17914", "uk-3511-T-12075", "uk-3511-T-00674", "uk-3511-T-09157", "uk-3511-T-10677", "uk-3511-T-11101", "uk-3511-T-13105", "uk-3511-T-00703", "uk-3511-T-03733", "uk-3511-T-06227", "uk-3511-T-09286", "uk-3511-T-10118", "uk-3511-T-12308", "uk-3511-T-14450", "uk-3511-T-18335", "uk-3511-T-20753", "uk-3511-T-03786", "uk-3511-T-04877", "uk-3511-T-07994", "uk-3511-T-10117", "uk-3511-T-10721", "uk-3511-T-11997", "uk-3511-T-14360", "uk-3511-T-16578", "uk-3511-T-17612", "uk-3511-T-20628", "uk-3511-T-04184", "uk-3511-T-07073", "uk-3511-T-11868", "uk-3511-T-12058", "uk-3511-T-16686", "uk-3511-T-18050", "uk-3511-T-12716", "uk-3511-T-18660", "uk-3511-T-04689", "uk-3511-T-10713", "uk-3511-T-00101", "uk-3511-T-16602", "uk-3511-T-20457", "uk-3511-T-04179", "uk-3511-T-15193", "uk-3511-T-02835", "uk-3511-T-08399", "uk-3511-T-06783", "uk-3511-T-18583", "uk-3511-T-01677", "uk-3511-T-09451", "uk-3511-T-15444", "uk-3511-T-13998", "uk-3511-T-21150", "uk-3511-T-00063", "uk-3511-T-04470", "uk-3511-T-02934", "uk-3511-T-02875", "uk-3511-T-15415", "uk-3511-T-02433", "uk-3511-T-03824", "uk-3511-T-06137", "uk-3511-T-14829", "uk-3511-T-21920", "uk-3511-T-07933", "uk-3511-T-11946" ], "employment": { "value": 33200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 82746, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-2011", "us-soc-53-2012", "us-soc-53-2021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 26, 37 ], "band": "low", "headlineShare": 0.18345618345618347, "headlineShareRange": [ 0.16994266994267, 0.2665847665847667 ], "scoredTaskCount": 155 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3520", "market": "uk", "socCode": "3520", "title": "Legal associate professionals", "slug": "legal-associate-professionals", "description": "Legal associate professionals provide administrative support for legal professionals and investigate and make recommendations on legal matters that do not fall within the province of a normal court of law.", "taskIds": [ "uk-3520-T-00290", "uk-3520-T-05639", "uk-3520-T-07848", "uk-3520-T-15699", "uk-3520-T-18596", "uk-3520-T-00302", "uk-3520-T-02331", "uk-3520-T-07422", "uk-3520-T-07825", "uk-3520-T-07924", "uk-3520-T-09318", "uk-3520-T-12489", "uk-3520-T-14432", "uk-3520-T-18894", "uk-3520-T-21644", "uk-3520-T-21654", "uk-3520-T-00910", "uk-3520-T-02038", "uk-3520-T-02593", "uk-3520-T-05256", "uk-3520-T-05649", "uk-3520-T-07726", "uk-3520-T-10914", "uk-3520-T-12554", "uk-3520-T-15683", "uk-3520-T-16793", "uk-3520-T-18346", "uk-3520-T-18759", "uk-3520-T-21652", "uk-3520-T-01916", "uk-3520-T-02071", "uk-3520-T-04206", "uk-3520-T-06101", "uk-3520-T-07762", "uk-3520-T-13697", "uk-3520-T-16173", "uk-3520-T-18156", "uk-3520-T-19191", "uk-3520-T-21504", "uk-3520-T-00555", "uk-3520-T-07431", "uk-3520-T-00498", "uk-3520-T-07448", "uk-3520-T-15556", "uk-3520-T-00484", "uk-3520-T-02136", "uk-3520-T-07456", "uk-3520-T-12936", "uk-3520-T-15695", "uk-3520-T-00644", "uk-3520-T-12291", "uk-3520-T-16591", "uk-3520-T-05015", "uk-3520-T-15684", "uk-3520-T-01027", "uk-3520-T-12005", "uk-3520-T-13628", "uk-3520-T-20003", "uk-3520-T-03730", "uk-3520-T-07812", "uk-3520-T-18262", "uk-3520-T-04627", "uk-3520-T-13650", "uk-3520-T-11095", "uk-3520-T-15703", "uk-3520-T-19915", "uk-3520-T-15679", "uk-3520-T-01370", "uk-3520-T-08779", "uk-3520-T-12458", "uk-3520-T-16364", "uk-3520-T-17234", "uk-3520-T-18891", "uk-3520-T-01340", "uk-3520-T-10135", "uk-3520-T-11862", "uk-3520-T-14287", "uk-3520-T-17233", "uk-3520-T-20919", "uk-3520-T-06356", "uk-3520-T-07445", "uk-3520-T-11945", "uk-3520-T-17302", "uk-3520-T-18889", "uk-3520-T-15687", "uk-3520-T-11025", "uk-3520-T-15696", "uk-3520-T-12961", "uk-3520-T-15697", "uk-3520-T-03339", "uk-3520-T-07449", "uk-3520-T-15678", "uk-3520-T-01218", "uk-3520-T-12068", "uk-3520-T-16410", "uk-3520-T-05660", "uk-3520-T-00195", "uk-3520-T-05116", "uk-3520-T-11426", "uk-3520-T-14428", "uk-3520-T-20363", "uk-3520-T-03557", "uk-3520-T-09055", "uk-3520-T-20968", "uk-3520-T-01285", "uk-3520-T-08776", "uk-3520-T-16097", "uk-3520-T-15692" ], "employment": { "value": 57300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34662, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-23-1012", "us-soc-23-2011", "us-soc-23-2093", "us-soc-23-2099", "us-soc-33-3011", "us-soc-33-9021", "us-soc-33-9031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 51, 62 ], "band": "partial", "headlineShare": 0.5534934497816597, "headlineShareRange": [ 0.509279475982533, 0.637554585152839 ], "scoredTaskCount": 127 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:19:35.432Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3531", "market": "uk", "socCode": "3531", "title": "Brokers", "slug": "brokers", "description": "Brokers deal in commodities, stocks, shares and foreign exchange on behalf of clients or on own account, broker insurance and reinsurance, and buy and sell shipping and freight space.", "taskIds": [ "uk-3531-T-00656", "uk-3531-T-00425", "uk-3531-T-02383", "uk-3531-T-12234", "uk-3531-T-17617", "uk-3531-T-20124", "uk-3531-T-00984", "uk-3531-T-03598", "uk-3531-T-11159", "uk-3531-T-16070", "uk-3531-T-17903", "uk-3531-T-21510", "uk-3531-T-00812", "uk-3531-T-02431", "uk-3531-T-07204", "uk-3531-T-12049", "uk-3531-T-13378", "uk-3531-T-16900", "uk-3531-T-20627", "uk-3531-T-01384", "uk-3531-T-03840", "uk-3531-T-06112", "uk-3531-T-10917", "uk-3531-T-13672", "uk-3531-T-19139", "uk-3531-T-01573", "uk-3531-T-04618", "uk-3531-T-11158", "uk-3531-T-16203", "uk-3531-T-02993", "uk-3531-T-06771", "uk-3531-T-12405", "uk-3531-T-04924", "uk-3531-T-18626", "uk-3531-T-01392", "uk-3531-T-00412", "uk-3531-T-01421", "uk-3531-T-07857", "uk-3531-T-09343", "uk-3531-T-13683", "uk-3531-T-18155", "uk-3531-T-00419", "uk-3531-T-02436", "uk-3531-T-05545", "uk-3531-T-08046", "uk-3531-T-09081", "uk-3531-T-11645", "uk-3531-T-13682", "uk-3531-T-16329", "uk-3531-T-21516", "uk-3531-T-01868", "uk-3531-T-04624", "uk-3531-T-06630", "uk-3531-T-08296", "uk-3531-T-09287", "uk-3531-T-12065", "uk-3531-T-15798", "uk-3531-T-17733", "uk-3531-T-20307", "uk-3531-T-02334", "uk-3531-T-03851", "uk-3531-T-06412", "uk-3531-T-08201", "uk-3531-T-09103", "uk-3531-T-10361", "uk-3531-T-12390", "uk-3531-T-14564", "uk-3531-T-16120", "uk-3531-T-18968", "uk-3531-T-21741", "uk-3531-T-03471", "uk-3531-T-04648", "uk-3531-T-08613", "uk-3531-T-09651", "uk-3531-T-13221", "uk-3531-T-16089", "uk-3531-T-19145", "uk-3531-T-03772", "uk-3531-T-06792", "uk-3531-T-08601", "uk-3531-T-11407", "uk-3531-T-14721", "uk-3531-T-19732", "uk-3531-T-15093", "uk-3531-T-19905", "uk-3531-T-07796", "uk-3531-T-18215", "uk-3531-T-00582", "uk-3531-T-13676", "uk-3531-T-01369", "uk-3531-T-13478", "uk-3531-T-01371", "uk-3531-T-06142", "uk-3531-T-11170", "uk-3531-T-15508", "uk-3531-T-18579", "uk-3531-T-04625", "uk-3531-T-08112", "uk-3531-T-11569", "uk-3531-T-16756", "uk-3531-T-14402", "uk-3531-T-03001", "uk-3531-T-00043", "uk-3531-T-06676", "uk-3531-T-08572", "uk-3531-T-14812", "uk-3531-T-02379", "uk-3531-T-10725", "uk-3531-T-11642", "uk-3531-T-04119", "uk-3531-T-09086", "uk-3531-T-12351", "uk-3531-T-13523", "uk-3531-T-17580", "uk-3531-T-19154", "uk-3531-T-10065", "uk-3531-T-13498", "uk-3531-T-18146", "uk-3531-T-21647", "uk-3531-T-04537", "uk-3531-T-07754", "uk-3531-T-12226", "uk-3531-T-15909", "uk-3531-T-19262", "uk-3531-T-03638", "uk-3531-T-09174", "uk-3531-T-12609" ], "employment": { "value": 67900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 56689, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-41-1012", "us-soc-41-3031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 50, 62 ], "band": "partial", "headlineShare": 0.46133909287257036, "headlineShareRange": [ 0.41555075593952484, 0.535637149028078 ], "scoredTaskCount": 157 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3532", "market": "uk", "socCode": "3532", "title": "Insurance underwriters", "slug": "insurance-underwriters", "description": "Insurance underwriters identify and measure the risks associated with an activity, determine whether this risk is insurable and issue insurance policies which provide financial compensation in the event of loss.", "taskIds": [ "uk-3532-T-00763", "uk-3532-T-01615", "uk-3532-T-07870", "uk-3532-T-09343", "uk-3532-T-13782", "uk-3532-T-00917", "uk-3532-T-01585", "uk-3532-T-02436", "uk-3532-T-04257", "uk-3532-T-06923", "uk-3532-T-09103", "uk-3532-T-12065", "uk-3532-T-13682", "uk-3532-T-21955", "uk-3532-T-00983", "uk-3532-T-01628", "uk-3532-T-02450", "uk-3532-T-04113", "uk-3532-T-06355", "uk-3532-T-08167", "uk-3532-T-09387", "uk-3532-T-11788", "uk-3532-T-14176", "uk-3532-T-20135", "uk-3532-T-01518", "uk-3532-T-01686", "uk-3532-T-03292", "uk-3532-T-04765", "uk-3532-T-06294", "uk-3532-T-08296", "uk-3532-T-09651", "uk-3532-T-12391", "uk-3532-T-15785", "uk-3532-T-01521", "uk-3532-T-02210", "uk-3532-T-03357", "uk-3532-T-05002", "uk-3532-T-06432", "uk-3532-T-08307", "uk-3532-T-09712", "uk-3532-T-13098", "uk-3532-T-18236", "uk-3532-T-01994", "uk-3532-T-03595", "uk-3532-T-05492", "uk-3532-T-06692", "uk-3532-T-09828", "uk-3532-T-13221", "uk-3532-T-18524", "uk-3532-T-03752", "uk-3532-T-05506", "uk-3532-T-06735", "uk-3532-T-11192", "uk-3532-T-13600", "uk-3532-T-19634", "uk-3532-T-19635" ], "employment": { "value": 37600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 41610, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-2053", "us-soc-41-1012", "us-soc-41-3021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 51, 63 ], "band": "partial", "headlineShare": 0.5166240409207166, "headlineShareRange": [ 0.4322250639386192, 0.6253196930946298 ], "scoredTaskCount": 56 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:40:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "16 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3533", "market": "uk", "socCode": "3533", "title": "Financial and accounting technicians", "slug": "financial-and-accounting-technicians", "description": "Financial and accounting technicians work alongside accountants and other financial professionals in managing the financial affairs of organisations.", "taskIds": [ "uk-3533-T-01956", "uk-3533-T-02878", "uk-3533-T-03000", "uk-3533-T-12460", "uk-3533-T-13955", "uk-3533-T-16129", "uk-3533-T-00017", "uk-3533-T-02406", "uk-3533-T-02886", "uk-3533-T-03701", "uk-3533-T-05337", "uk-3533-T-09356", "uk-3533-T-14774", "uk-3533-T-15911", "uk-3533-T-16177", "uk-3533-T-18261", "uk-3533-T-19928", "uk-3533-T-02387", "uk-3533-T-02468", "uk-3533-T-03715", "uk-3533-T-03854", "uk-3533-T-11573", "uk-3533-T-12834", "uk-3533-T-14747", "uk-3533-T-15467", "uk-3533-T-15803", "uk-3533-T-17206", "uk-3533-T-17346", "uk-3533-T-19889", "uk-3533-T-21478", "uk-3533-T-00207", "uk-3533-T-03778", "uk-3533-T-07387", "uk-3533-T-12682", "uk-3533-T-13318", "uk-3533-T-15479", "uk-3533-T-17363", "uk-3533-T-02414", "uk-3533-T-06117", "uk-3533-T-19163", "uk-3533-T-08777", "uk-3533-T-13940", "uk-3533-T-15524", "uk-3533-T-20754", "uk-3533-T-09144", "uk-3533-T-03882", "uk-3533-T-16230", "uk-3533-T-12103", "uk-3533-T-08775", "uk-3533-T-14079", "uk-3533-T-18385", "uk-3533-T-00879", "uk-3533-T-04757", "uk-3533-T-12445", "uk-3533-T-00475", "uk-3533-T-02488", "uk-3533-T-04909", "uk-3533-T-08212", "uk-3533-T-11323", "uk-3533-T-12318", "uk-3533-T-15423", "uk-3533-T-15621", "uk-3533-T-16202", "uk-3533-T-19982", "uk-3533-T-02206", "uk-3533-T-05204", "uk-3533-T-05538", "uk-3533-T-08377", "uk-3533-T-10850", "uk-3533-T-12432", "uk-3533-T-13214", "uk-3533-T-16137", "uk-3533-T-05305", "uk-3533-T-06788", "uk-3533-T-09147", "uk-3533-T-11184", "uk-3533-T-12220", "uk-3533-T-15619", "uk-3533-T-17159", "uk-3533-T-19738", "uk-3533-T-00382", "uk-3533-T-06114", "uk-3533-T-09328", "uk-3533-T-12195", "uk-3533-T-17164" ], "employment": { "value": 37700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 60575, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-3031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 67, "occScoreRange": [ 61, 72 ], "band": "high", "headlineShare": 0.7575976845151953, "headlineShareRange": [ 0.6157742402315484, 0.82561505065123 ], "scoredTaskCount": 86 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:40:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3534", "market": "uk", "socCode": "3534", "title": "Financial accounts managers", "slug": "financial-accounts-managers", "description": "Financial accounts managers manage client accounts or departments within financial institutions (such as banks and insurance companies) or manage a variety of financial accounts within other organisations.", "taskIds": [ "uk-3534-T-03777", "uk-3534-T-09287", "uk-3534-T-18585", "uk-3534-T-00728", "uk-3534-T-04599", "uk-3534-T-08125", "uk-3534-T-14751", "uk-3534-T-18495", "uk-3534-T-20307", "uk-3534-T-20784", "uk-3534-T-02436", "uk-3534-T-02454", "uk-3534-T-03683", "uk-3534-T-05052", "uk-3534-T-11788", "uk-3534-T-16133", "uk-3534-T-19884", "uk-3534-T-02445", "uk-3534-T-03471", "uk-3534-T-08488", "uk-3534-T-17512", "uk-3534-T-02855", "uk-3534-T-08116", "uk-3534-T-15518", "uk-3534-T-13788", "uk-3534-T-03877", "uk-3534-T-11113", "uk-3534-T-14350", "uk-3534-T-20745", "uk-3534-T-00880", "uk-3534-T-02862", "uk-3534-T-00827", "uk-3534-T-01324", "uk-3534-T-01620", "uk-3534-T-02512", "uk-3534-T-03488", "uk-3534-T-03814", "uk-3534-T-09127", "uk-3534-T-13692", "uk-3534-T-16103", "uk-3534-T-18457", "uk-3534-T-19372", "uk-3534-T-00743", "uk-3534-T-01396", "uk-3534-T-01622", "uk-3534-T-03686", "uk-3534-T-08361", "uk-3534-T-13425", "uk-3534-T-15810", "uk-3534-T-18450", "uk-3534-T-18598", "uk-3534-T-19893", "uk-3534-T-00960", "uk-3534-T-01579", "uk-3534-T-04404", "uk-3534-T-07046", "uk-3534-T-09038", "uk-3534-T-12248", "uk-3534-T-15805", "uk-3534-T-18217", "uk-3534-T-18540", "uk-3534-T-02193", "uk-3534-T-03573", "uk-3534-T-03641", "uk-3534-T-04904", "uk-3534-T-08214", "uk-3534-T-16574", "uk-3534-T-18220", "uk-3534-T-19628", "uk-3534-T-05574", "uk-3534-T-03357", "uk-3534-T-03633", "uk-3534-T-04635", "uk-3534-T-09677", "uk-3534-T-01598", "uk-3534-T-06134", "uk-3534-T-09894", "uk-3534-T-12485", "uk-3534-T-13871", "uk-3534-T-00736", "uk-3534-T-02149", "uk-3534-T-04537", "uk-3534-T-08373", "uk-3534-T-09260", "uk-3534-T-13378", "uk-3534-T-14812", "uk-3534-T-15664", "uk-3534-T-16087", "uk-3534-T-19093", "uk-3534-T-21450", "uk-3534-T-00855", "uk-3534-T-03294", "uk-3534-T-08440", "uk-3534-T-12827", "uk-3534-T-15538", "uk-3534-T-16002", "uk-3534-T-19732", "uk-3534-T-02397", "uk-3534-T-07860", "uk-3534-T-09970", "uk-3534-T-15629", "uk-3534-T-16101", "uk-3534-T-18613", "uk-3534-T-21510", "uk-3534-T-01673", "uk-3534-T-07033", "uk-3534-T-09632", "uk-3534-T-13314", "uk-3534-T-16652", "uk-3534-T-18309", "uk-3534-T-05336", "uk-3534-T-08422", "uk-3534-T-17438", "uk-3534-T-08161", "uk-3534-T-21392", "uk-3534-T-08735", "uk-3534-T-06854", "uk-3534-T-08736" ], "employment": { "value": 140400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 48980, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-2041", "us-soc-43-3031", "us-soc-43-9041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 53, 65 ], "band": "partial", "headlineShare": 0.5196177062374252, "headlineShareRange": [ 0.5045271629778679, 0.6136820925553327 ], "scoredTaskCount": 128 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:40:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3542", "market": "uk", "socCode": "3542", "title": "Importers and exporters", "slug": "importers-and-exporters", "description": "Importers and exporters buy commodities from overseas for the home market and sell home-produced commodities to overseas markets.", "taskIds": [ "uk-3542-T-00432", "uk-3542-T-01367", "uk-3542-T-03179", "uk-3542-T-00459", "uk-3542-T-01176", "uk-3542-T-01356", "uk-3542-T-01384", "uk-3542-T-02422", "uk-3542-T-04414", "uk-3542-T-06119", "uk-3542-T-10076", "uk-3542-T-10994", "uk-3542-T-13217", "uk-3542-T-14749", "uk-3542-T-15666", "uk-3542-T-16939", "uk-3542-T-18060", "uk-3542-T-00562", "uk-3542-T-00582", "uk-3542-T-01868", "uk-3542-T-03001", "uk-3542-T-04883", "uk-3542-T-10733", "uk-3542-T-13676", "uk-3542-T-14569", "uk-3542-T-15567", "uk-3542-T-18000", "uk-3542-T-18206", "uk-3542-T-00584", "uk-3542-T-01864", "uk-3542-T-02489", "uk-3542-T-04493", "uk-3542-T-09644", "uk-3542-T-11097", "uk-3542-T-13007", "uk-3542-T-13808", "uk-3542-T-15376", "uk-3542-T-15741", "uk-3542-T-19514", "uk-3542-T-00655", "uk-3542-T-01415", "uk-3542-T-03694", "uk-3542-T-12073", "uk-3542-T-19906", "uk-3542-T-17261", "uk-3542-T-21245" ], "employment": { "value": 6500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34757, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-5011", "us-soc-43-5071" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 51, 63 ], "band": "partial", "headlineShare": 0.48422496570644713, "headlineShareRange": [ 0.44032921810699577, 0.6447187928669408 ], "scoredTaskCount": 46 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3553", "market": "uk", "socCode": "3553", "title": "Merchandisers", "slug": "merchandisers", "description": "Merchandisers ensure that stores are supplied with goods, liaise with suppliers, decide on pricing and promotions and advise retailers on the optimum display of merchandise.", "taskIds": [ "uk-3553-T-00962", "uk-3553-T-07911", "uk-3553-T-12104", "uk-3553-T-00654", "uk-3553-T-00870", "uk-3553-T-02183", "uk-3553-T-04710", "uk-3553-T-05491", "uk-3553-T-11600", "uk-3553-T-12297", "uk-3553-T-13434", "uk-3553-T-13662", "uk-3553-T-16715", "uk-3553-T-00826", "uk-3553-T-03244", "uk-3553-T-04773", "uk-3553-T-08983", "uk-3553-T-09736", "uk-3553-T-13326", "uk-3553-T-14247", "uk-3553-T-16008", "uk-3553-T-19295", "uk-3553-T-00020", "uk-3553-T-00247", "uk-3553-T-03290", "uk-3553-T-03849", "uk-3553-T-04964", "uk-3553-T-06800", "uk-3553-T-08984", "uk-3553-T-08985", "uk-3553-T-09674", "uk-3553-T-11395", "uk-3553-T-13234", "uk-3553-T-13640", "uk-3553-T-15131", "uk-3553-T-15556", "uk-3553-T-16024", "uk-3553-T-17575", "uk-3553-T-19304", "uk-3553-T-20965", "uk-3553-T-21358", "uk-3553-T-00156", "uk-3553-T-03387", "uk-3553-T-03583", "uk-3553-T-05465", "uk-3553-T-07744", "uk-3553-T-09757", "uk-3553-T-14546", "uk-3553-T-15234", "uk-3553-T-19983", "uk-3553-T-21357", "uk-3553-T-03521", "uk-3553-T-09177", "uk-3553-T-09896", "uk-3553-T-20684", "uk-3553-T-20719" ], "employment": { "value": 23700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32155, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-41-9011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 58, "occScoreRange": [ 52, 64 ], "band": "partial", "headlineShare": 0.5460358056265983, "headlineShareRange": [ 0.4398976982097185, 0.6342710997442453 ], "scoredTaskCount": 56 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:41:48Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "29 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3554", "market": "uk", "socCode": "3554", "title": "Advertising and marketing associate professionals", "slug": "advertising-and-marketing-associate-professionals", "description": "Advertising and marketing associate professionals assist in the development and implementation of projects which aim to elicit the preferences and requirements of consumers, businesses and other specified target groups so that suppliers may meet these needs.", "taskIds": [ "uk-3554-T-02334", "uk-3554-T-15045", "uk-3554-T-00848", "uk-3554-T-02323", "uk-3554-T-04225", "uk-3554-T-05336", "uk-3554-T-06594", "uk-3554-T-08380", "uk-3554-T-11645", "uk-3554-T-13698", "uk-3554-T-16413", "uk-3554-T-01727", "uk-3554-T-03263", "uk-3554-T-04970", "uk-3554-T-09760", "uk-3554-T-12592", "uk-3554-T-16011", "uk-3554-T-16880", "uk-3554-T-01453", "uk-3554-T-04101", "uk-3554-T-05173", "uk-3554-T-05594", "uk-3554-T-06346", "uk-3554-T-06941", "uk-3554-T-07723", "uk-3554-T-09783", "uk-3554-T-12532", "uk-3554-T-13213", "uk-3554-T-15769", "uk-3554-T-16234", "uk-3554-T-16707", "uk-3554-T-17194", "uk-3554-T-21142", "uk-3554-T-21706", "uk-3554-T-01937", "uk-3554-T-03641", "uk-3554-T-06031", "uk-3554-T-06046", "uk-3554-T-07137", "uk-3554-T-12148", "uk-3554-T-13229", "uk-3554-T-15636", "uk-3554-T-16175", "uk-3554-T-16361", "uk-3554-T-17115", "uk-3554-T-18169", "uk-3554-T-19736", "uk-3554-T-21676", "uk-3554-T-21707", "uk-3554-T-21924", "uk-3554-T-02040", "uk-3554-T-06544", "uk-3554-T-14361", "uk-3554-T-19731", "uk-3554-T-21878", "uk-3554-T-02128", "uk-3554-T-04193", "uk-3554-T-05228", "uk-3554-T-06297", "uk-3554-T-09806", "uk-3554-T-11675", "uk-3554-T-14485", "uk-3554-T-15063", "uk-3554-T-18049", "uk-3554-T-18928", "uk-3554-T-00796", "uk-3554-T-03749", "uk-3554-T-04241", "uk-3554-T-04951", "uk-3554-T-05948", "uk-3554-T-06519", "uk-3554-T-06620", "uk-3554-T-06852", "uk-3554-T-10056", "uk-3554-T-13140", "uk-3554-T-14467", "uk-3554-T-14486", "uk-3554-T-15497", "uk-3554-T-17110", "uk-3554-T-18116", "uk-3554-T-18943", "uk-3554-T-21030", "uk-3554-T-21866", "uk-3554-T-21917", "uk-3554-T-02234", "uk-3554-T-04007", "uk-3554-T-04242", "uk-3554-T-04840", "uk-3554-T-06599", "uk-3554-T-06772", "uk-3554-T-10429", "uk-3554-T-12431", "uk-3554-T-13208", "uk-3554-T-14439", "uk-3554-T-14506", "uk-3554-T-15238", "uk-3554-T-16211", "uk-3554-T-17395", "uk-3554-T-18350", "uk-3554-T-19274", "uk-3554-T-21049", "uk-3554-T-21895", "uk-3554-T-21919", "uk-3554-T-04256", "uk-3554-T-07771", "uk-3554-T-14351", "uk-3554-T-00762", "uk-3554-T-00772", "uk-3554-T-03399", "uk-3554-T-04030", "uk-3554-T-04089", "uk-3554-T-04196", "uk-3554-T-05738", "uk-3554-T-05995", "uk-3554-T-21368", "uk-3554-T-21769", "uk-3554-T-21826", "uk-3554-T-02300", "uk-3554-T-02948", "uk-3554-T-03960", "uk-3554-T-05722", "uk-3554-T-13057", "uk-3554-T-18958", "uk-3554-T-20973", "uk-3554-T-21766", "uk-3554-T-00961", "uk-3554-T-00962", "uk-3554-T-03996", "uk-3554-T-04255", "uk-3554-T-09091", "uk-3554-T-09263", "uk-3554-T-12944", "uk-3554-T-18190", "uk-3554-T-02573", "uk-3554-T-07754", "uk-3554-T-11382", "uk-3554-T-13403", "uk-3554-T-20065", "uk-3554-T-09017", "uk-3554-T-15928", "uk-3554-T-16291", "uk-3554-T-19886", "uk-3554-T-08653", "uk-3554-T-12377", "uk-3554-T-17928", "uk-3554-T-08607" ], "employment": { "value": 211800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33412, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-2033", "us-soc-13-1131", "us-soc-13-1161", "us-soc-27-3043" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 61, "occScoreRange": [ 56, 67 ], "band": "high", "headlineShare": 0.580926180651078, "headlineShareRange": [ 0.49381017881705686, 0.6373223292067866 ], "scoredTaskCount": 150 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:16:27.713Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3555", "market": "uk", "socCode": "3555", "title": "Estate agents and auctioneers", "slug": "estate-agents-and-auctioneers", "description": "Estate agents and auctioneers arrange for the valuation, sale, purchase, rental and leasing of property on behalf of clients, as well as the auction of livestock and antiques.", "taskIds": [ "uk-3555-T-00388", "uk-3555-T-00410", "uk-3555-T-01444", "uk-3555-T-00374", "uk-3555-T-00549", "uk-3555-T-01041", "uk-3555-T-01374", "uk-3555-T-03449", "uk-3555-T-03675", "uk-3555-T-07983", "uk-3555-T-08284", "uk-3555-T-09139", "uk-3555-T-10918", "uk-3555-T-11910", "uk-3555-T-13608", "uk-3555-T-21467", "uk-3555-T-00740", "uk-3555-T-01042", "uk-3555-T-01376", "uk-3555-T-01383", "uk-3555-T-04860", "uk-3555-T-05221", "uk-3555-T-07455", "uk-3555-T-07459", "uk-3555-T-08039", "uk-3555-T-08731", "uk-3555-T-09441", "uk-3555-T-10261", "uk-3555-T-11011", "uk-3555-T-11401", "uk-3555-T-13417", "uk-3555-T-13685", "uk-3555-T-15535", "uk-3555-T-15965", "uk-3555-T-16016", "uk-3555-T-18651", "uk-3555-T-18913", "uk-3555-T-19131", "uk-3555-T-19152", "uk-3555-T-19506", "uk-3555-T-21468", "uk-3555-T-21469", "uk-3555-T-21542", "uk-3555-T-06617", "uk-3555-T-11066", "uk-3555-T-13472", "uk-3555-T-18057", "uk-3555-T-18598", "uk-3555-T-18921", "uk-3555-T-21654", "uk-3555-T-04545", "uk-3555-T-14001", "uk-3555-T-18500", "uk-3555-T-04286", "uk-3555-T-04616", "uk-3555-T-01012", "uk-3555-T-02429", "uk-3555-T-02595", "uk-3555-T-01619", "uk-3555-T-02851", "uk-3555-T-03756", "uk-3555-T-09376", "uk-3555-T-10338", "uk-3555-T-03685", "uk-3555-T-08498", "uk-3555-T-08528", "uk-3555-T-13790", "uk-3555-T-15450", "uk-3555-T-18906", "uk-3555-T-08274", "uk-3555-T-09164", "uk-3555-T-10961", "uk-3555-T-14957", "uk-3555-T-18652", "uk-3555-T-19427", "uk-3555-T-02461", "uk-3555-T-06172", "uk-3555-T-08630", "uk-3555-T-09778", "uk-3555-T-16180", "uk-3555-T-02994", "uk-3555-T-07461", "uk-3555-T-11932", "uk-3555-T-00299", "uk-3555-T-06085", "uk-3555-T-12496", "uk-3555-T-18773", "uk-3555-T-04444", "uk-3555-T-12050", "uk-3555-T-18062", "uk-3555-T-18839", "uk-3555-T-15570", "uk-3555-T-12029", "uk-3555-T-12652", "uk-3555-T-07038", "uk-3555-T-08450", "uk-3555-T-11019", "uk-3555-T-12046" ], "employment": { "value": 52700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30648, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9141", "us-soc-13-1011", "us-soc-13-1051", "us-soc-13-2020", "us-soc-13-2099", "us-soc-41-1012", "us-soc-41-3011", "us-soc-41-9021", "us-soc-41-9022", "us-soc-41-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 52, "occScoreRange": [ 46, 58 ], "band": "partial", "headlineShare": 0.4270375793069793, "headlineShareRange": [ 0.36993655441678874, 0.53294289897511 ], "scoredTaskCount": 125 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "23 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3556", "market": "uk", "socCode": "3556", "title": "Sales accounts and business development managers", "slug": "sales-accounts-and-business-development-managers", "description": "Sales accounts and business development managers plan, organise and undertake market research to meet the requirements of an organisation’s marketing and sales policies.", "taskIds": [ "uk-3556-T-04225", "uk-3556-T-06596", "uk-3556-T-00804", "uk-3556-T-04970", "uk-3556-T-05106", "uk-3556-T-06310", "uk-3556-T-08380", "uk-3556-T-09761", "uk-3556-T-13115", "uk-3556-T-15045", "uk-3556-T-04927", "uk-3556-T-05336", "uk-3556-T-07045", "uk-3556-T-12373", "uk-3556-T-13399", "uk-3556-T-14692", "uk-3556-T-02192", "uk-3556-T-04740", "uk-3556-T-06941", "uk-3556-T-07198", "uk-3556-T-07596", "uk-3556-T-09016", "uk-3556-T-12341", "uk-3556-T-13376", "uk-3556-T-13698", "uk-3556-T-16707", "uk-3556-T-19261", "uk-3556-T-21707", "uk-3556-T-01402", "uk-3556-T-02325", "uk-3556-T-04736", "uk-3556-T-07137", "uk-3556-T-07368", "uk-3556-T-09584", "uk-3556-T-10310", "uk-3556-T-16878", "uk-3556-T-18578", "uk-3556-T-19892", "uk-3556-T-20744", "uk-3556-T-00045", "uk-3556-T-04839", "uk-3556-T-09961", "uk-3556-T-13637", "uk-3556-T-00829", "uk-3556-T-02323", "uk-3556-T-04858", "uk-3556-T-06756", "uk-3556-T-08985", "uk-3556-T-09703", "uk-3556-T-13254", "uk-3556-T-16351", "uk-3556-T-00947", "uk-3556-T-03305", "uk-3556-T-06160", "uk-3556-T-06771", "uk-3556-T-09591", "uk-3556-T-09986", "uk-3556-T-12592", "uk-3556-T-19262", "uk-3556-T-01401", "uk-3556-T-05261", "uk-3556-T-09671", "uk-3556-T-11462", "uk-3556-T-15516", "uk-3556-T-21869", "uk-3556-T-01320", "uk-3556-T-05265", "uk-3556-T-07097", "uk-3556-T-09265", "uk-3556-T-12285", "uk-3556-T-14532", "uk-3556-T-15585", "uk-3556-T-18677", "uk-3556-T-01629", "uk-3556-T-07131", "uk-3556-T-12347", "uk-3556-T-17407", "uk-3556-T-01738", "uk-3556-T-04576", "uk-3556-T-11581", "uk-3556-T-16847", "uk-3556-T-18136", "uk-3556-T-03270", "uk-3556-T-18131", "uk-3556-T-02131", "uk-3556-T-06401", "uk-3556-T-14457", "uk-3556-T-17154", "uk-3556-T-19761", "uk-3556-T-01047", "uk-3556-T-13634", "uk-3556-T-02334", "uk-3556-T-04612", "uk-3556-T-10086", "uk-3556-T-13671", "uk-3556-T-03663", "uk-3556-T-07465", "uk-3556-T-09716", "uk-3556-T-11769", "uk-3556-T-06106", "uk-3556-T-06854", "uk-3556-T-09408", "uk-3556-T-15428", "uk-3556-T-03715", "uk-3556-T-06452", "uk-3556-T-08326", "uk-3556-T-10097", "uk-3556-T-15878", "uk-3556-T-21772", "uk-3556-T-05053", "uk-3556-T-07068", "uk-3556-T-09150", "uk-3556-T-11747", "uk-3556-T-17406", "uk-3556-T-02158", "uk-3556-T-08608", "uk-3556-T-14763", "uk-3556-T-17924", "uk-3556-T-20235", "uk-3556-T-02299", "uk-3556-T-08503", "uk-3556-T-17996", "uk-3556-T-20053", "uk-3556-T-07274", "uk-3556-T-11170", "uk-3556-T-17005" ], "employment": { "value": 356300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 57625, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-2021", "us-soc-11-2022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 51, "occScoreRange": [ 46, 57 ], "band": "partial", "headlineShare": 0.44749290444654694, "headlineShareRange": [ 0.43614001892147597, 0.5042573320719018 ], "scoredTaskCount": 146 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:41:48Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3557", "market": "uk", "socCode": "3557", "title": "Events managers and organisers", "slug": "events-managers-and-organisers", "description": "Events managers and organisers manage, organise and coordinate business conferences, exhibitions, concerts and similar events.", "taskIds": [ "uk-3557-T-02963", "uk-3557-T-14476", "uk-3557-T-02852", "uk-3557-T-04894", "uk-3557-T-06147", "uk-3557-T-08004", "uk-3557-T-14357", "uk-3557-T-15230", "uk-3557-T-01999", "uk-3557-T-05225", "uk-3557-T-06766", "uk-3557-T-12348", "uk-3557-T-13643", "uk-3557-T-14399", "uk-3557-T-16685", "uk-3557-T-20712", "uk-3557-T-01427", "uk-3557-T-04950", "uk-3557-T-07368", "uk-3557-T-09420", "uk-3557-T-12540", "uk-3557-T-13645", "uk-3557-T-14430", "uk-3557-T-16227", "uk-3557-T-19051", "uk-3557-T-03354", "uk-3557-T-04945", "uk-3557-T-06501", "uk-3557-T-08170", "uk-3557-T-11852", "uk-3557-T-12674", "uk-3557-T-13817", "uk-3557-T-14498", "uk-3557-T-18159", "uk-3557-T-19326", "uk-3557-T-04733", "uk-3557-T-08326", "uk-3557-T-12452", "uk-3557-T-13429", "uk-3557-T-15926", "uk-3557-T-18229", "uk-3557-T-00195", "uk-3557-T-04888", "uk-3557-T-07852", "uk-3557-T-09986", "uk-3557-T-12606", "uk-3557-T-14603", "uk-3557-T-17454", "uk-3557-T-18561", "uk-3557-T-07864", "uk-3557-T-11773", "uk-3557-T-13238", "uk-3557-T-16913", "uk-3557-T-18451", "uk-3557-T-08740", "uk-3557-T-17030", "uk-3557-T-18372", "uk-3557-T-10455", "uk-3557-T-02302", "uk-3557-T-05608", "uk-3557-T-02458", "uk-3557-T-06934", "uk-3557-T-13404", "uk-3557-T-14483", "uk-3557-T-16030", "uk-3557-T-20798", "uk-3557-T-04212", "uk-3557-T-06260", "uk-3557-T-08819", "uk-3557-T-12522", "uk-3557-T-14445", "uk-3557-T-15983", "uk-3557-T-20956", "uk-3557-T-05232", "uk-3557-T-07253", "uk-3557-T-11389", "uk-3557-T-15657", "uk-3557-T-18107", "uk-3557-T-16415", "uk-3557-T-11851", "uk-3557-T-00721", "uk-3557-T-07890", "uk-3557-T-11273", "uk-3557-T-00955", "uk-3557-T-04887", "uk-3557-T-07859", "uk-3557-T-08307", "uk-3557-T-10997", "uk-3557-T-13162", "uk-3557-T-13237", "uk-3557-T-14594", "uk-3557-T-15181", "uk-3557-T-18860", "uk-3557-T-20075", "uk-3557-T-01082", "uk-3557-T-08249", "uk-3557-T-12100", "uk-3557-T-12109", "uk-3557-T-13207", "uk-3557-T-13288", "uk-3557-T-14299", "uk-3557-T-14600", "uk-3557-T-18283", "uk-3557-T-18720", "uk-3557-T-19283", "uk-3557-T-20674", "uk-3557-T-01365", "uk-3557-T-06596", "uk-3557-T-08187", "uk-3557-T-10974", "uk-3557-T-12605", "uk-3557-T-14255", "uk-3557-T-15087", "uk-3557-T-16899", "uk-3557-T-18606", "uk-3557-T-00917", "uk-3557-T-04862", "uk-3557-T-06706", "uk-3557-T-08917", "uk-3557-T-12200", "uk-3557-T-13614", "uk-3557-T-14912", "uk-3557-T-16292", "uk-3557-T-17053", "uk-3557-T-17410", "uk-3557-T-20505", "uk-3557-T-04878", "uk-3557-T-06787", "uk-3557-T-11175", "uk-3557-T-17364", "uk-3557-T-03115", "uk-3557-T-08195", "uk-3557-T-09216", "uk-3557-T-13501", "uk-3557-T-15993", "uk-3557-T-19505", "uk-3557-T-02279", "uk-3557-T-00586", "uk-3557-T-12945", "uk-3557-T-13667", "uk-3557-T-07492", "uk-3557-T-19091", "uk-3557-T-12819", "uk-3557-T-13126", "uk-3557-T-15411", "uk-3557-T-09674" ], "employment": { "value": 95000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32163, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 41, 52 ], "band": "partial", "headlineShare": 0.38227313837805244, "headlineShareRange": [ 0.29544769369912566, 0.4648779017184204 ], "scoredTaskCount": 232 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:41:48Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "84 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3560", "market": "uk", "socCode": "3560", "title": "Public services associate professionals", "slug": "public-services-associate-professionals", "description": "Public services associate professionals supervise, manage and undertake general administrative work in national and local government departments, organise the activities of local offices of national government departments, and promote the image and understanding of an organisation and its products and services to consumers and other specified audiences.", "taskIds": [ "uk-3560-T-00321", "uk-3560-T-08511", "uk-3560-T-12457", "uk-3560-T-07136", "uk-3560-T-11103", "uk-3560-T-13207", "uk-3560-T-16641", "uk-3560-T-21531", "uk-3560-T-02552", "uk-3560-T-11112", "uk-3560-T-15698", "uk-3560-T-16933", "uk-3560-T-18379", "uk-3560-T-07445", "uk-3560-T-03215", "uk-3560-T-11945", "uk-3560-T-17302", "uk-3560-T-20919", "uk-3560-T-01390", "uk-3560-T-11623", "uk-3560-T-18853", "uk-3560-T-01075", "uk-3560-T-01399", "uk-3560-T-07057", "uk-3560-T-10938", "uk-3560-T-18234", "uk-3560-T-18855", "uk-3560-T-21731", "uk-3560-T-03743", "uk-3560-T-04433", "uk-3560-T-09215", "uk-3560-T-11857", "uk-3560-T-14221", "uk-3560-T-17064", "uk-3560-T-21351", "uk-3560-T-03776", "uk-3560-T-06209", "uk-3560-T-09280", "uk-3560-T-11759", "uk-3560-T-12104", "uk-3560-T-14758", "uk-3560-T-15621", "uk-3560-T-20106", "uk-3560-T-14070", "uk-3560-T-15553", "uk-3560-T-20746", "uk-3560-T-03857", "uk-3560-T-20786", "uk-3560-T-01839", "uk-3560-T-01050", "uk-3560-T-01856", "uk-3560-T-07664", "uk-3560-T-10912", "uk-3560-T-01395", "uk-3560-T-03900", "uk-3560-T-08599", "uk-3560-T-10909", "uk-3560-T-17502", "uk-3560-T-04445", "uk-3560-T-08416", "uk-3560-T-10838", "uk-3560-T-13531", "uk-3560-T-16323", "uk-3560-T-18660", "uk-3560-T-02391", "uk-3560-T-06413", "uk-3560-T-08433", "uk-3560-T-10766", "uk-3560-T-13470", "uk-3560-T-16084", "uk-3560-T-18202", "uk-3560-T-07737", "uk-3560-T-10159", "uk-3560-T-11051", "uk-3560-T-16757", "uk-3560-T-10921", "uk-3560-T-15518", "uk-3560-T-00468", "uk-3560-T-03865", "uk-3560-T-04959", "uk-3560-T-00717", "uk-3560-T-01827", "uk-3560-T-04865", "uk-3560-T-06418", "uk-3560-T-09987", "uk-3560-T-10155", "uk-3560-T-12337", "uk-3560-T-13482", "uk-3560-T-14525", "uk-3560-T-16465", "uk-3560-T-19741", "uk-3560-T-01708", "uk-3560-T-03441", "uk-3560-T-04879", "uk-3560-T-09555", "uk-3560-T-10058", "uk-3560-T-11007", "uk-3560-T-12348", "uk-3560-T-12406", "uk-3560-T-01924", "uk-3560-T-03763", "uk-3560-T-05274", "uk-3560-T-10992", "uk-3560-T-11040", "uk-3560-T-12241", "uk-3560-T-12375", "uk-3560-T-14372", "uk-3560-T-21685", "uk-3560-T-01927", "uk-3560-T-04966", "uk-3560-T-06795", "uk-3560-T-11012", "uk-3560-T-11561", "uk-3560-T-13180", "uk-3560-T-16122", "uk-3560-T-18370", "uk-3560-T-19965", "uk-3560-T-21843", "uk-3560-T-21846", "uk-3560-T-18372" ], "employment": { "value": 127500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39537, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": null, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 50, 62 ], "band": "partial", "headlineShare": 0.4851485148514853, "headlineShareRange": [ 0.35808580858085814, 0.6056105610561059 ], "scoredTaskCount": 120 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "28 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "No cross-market counterpart is mapped for this occupation, so there is no US↔UK comparison on this page.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3571", "market": "uk", "socCode": "3571", "title": "Human resources and industrial relations officers", "slug": "human-resources-and-industrial-relations-officers", "description": "Human resources and industrial relations officers conduct research, analyse data and advise on recruitment, training, staff appraisal and industrial relations policies and assist specialist managers with negotiations on behalf of a commercial enterprise, trade union or other organisation.", "taskIds": [ "uk-3571-T-00193", "uk-3571-T-02802", "uk-3571-T-11661", "uk-3571-T-16292", "uk-3571-T-16312", "uk-3571-T-00064", "uk-3571-T-00479", "uk-3571-T-05630", "uk-3571-T-06526", "uk-3571-T-07981", "uk-3571-T-09743", "uk-3571-T-10791", "uk-3571-T-16313", "uk-3571-T-20775", "uk-3571-T-01569", "uk-3571-T-03574", "uk-3571-T-05363", "uk-3571-T-06539", "uk-3571-T-09920", "uk-3571-T-11020", "uk-3571-T-15806", "uk-3571-T-16308", "uk-3571-T-18084", "uk-3571-T-04785", "uk-3571-T-06583", "uk-3571-T-08445", "uk-3571-T-12929", "uk-3571-T-15980", "uk-3571-T-17134", "uk-3571-T-18371", "uk-3571-T-21888", "uk-3571-T-04359", "uk-3571-T-07476", "uk-3571-T-09078", "uk-3571-T-13187", "uk-3571-T-16645", "uk-3571-T-18308", "uk-3571-T-19194", "uk-3571-T-11439", "uk-3571-T-20223", "uk-3571-T-00138", "uk-3571-T-00137", "uk-3571-T-00195", "uk-3571-T-00472", "uk-3571-T-01391", "uk-3571-T-01972", "uk-3571-T-04083", "uk-3571-T-06318", "uk-3571-T-06538", "uk-3571-T-06787", "uk-3571-T-07428", "uk-3571-T-09788", "uk-3571-T-10760", "uk-3571-T-10927", "uk-3571-T-12734", "uk-3571-T-14565", "uk-3571-T-16349", "uk-3571-T-17424", "uk-3571-T-19083", "uk-3571-T-21858", "uk-3571-T-00303", "uk-3571-T-00486", "uk-3571-T-00860", "uk-3571-T-04139", "uk-3571-T-04889", "uk-3571-T-06378", "uk-3571-T-06574", "uk-3571-T-06833", "uk-3571-T-08036", "uk-3571-T-09860", "uk-3571-T-10836", "uk-3571-T-12562", "uk-3571-T-13663", "uk-3571-T-15073", "uk-3571-T-17533", "uk-3571-T-18858", "uk-3571-T-00337", "uk-3571-T-00533", "uk-3571-T-01955", "uk-3571-T-04277", "uk-3571-T-06710", "uk-3571-T-07250", "uk-3571-T-08090", "uk-3571-T-11458", "uk-3571-T-15605", "uk-3571-T-18587", "uk-3571-T-20268", "uk-3571-T-00447", "uk-3571-T-01360", "uk-3571-T-04001", "uk-3571-T-04607", "uk-3571-T-10138", "uk-3571-T-11967", "uk-3571-T-15854", "uk-3571-T-21498", "uk-3571-T-02304", "uk-3571-T-08818", "uk-3571-T-09454", "uk-3571-T-10928", "uk-3571-T-17410", "uk-3571-T-18837", "uk-3571-T-21452", "uk-3571-T-00037", "uk-3571-T-02249", "uk-3571-T-02952", "uk-3571-T-06258", "uk-3571-T-09142", "uk-3571-T-13599", "uk-3571-T-17174", "uk-3571-T-17429", "uk-3571-T-18667", "uk-3571-T-21157", "uk-3571-T-21348", "uk-3571-T-02709", "uk-3571-T-04978", "uk-3571-T-09138", "uk-3571-T-18901", "uk-3571-T-21342", "uk-3571-T-02326", "uk-3571-T-10070", "uk-3571-T-15552", "uk-3571-T-16135", "uk-3571-T-18063", "uk-3571-T-11998", "uk-3571-T-15561", "uk-3571-T-20529", "uk-3571-T-12005", "uk-3571-T-12050", "uk-3571-T-15604" ], "employment": { "value": 196000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35194, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1071", "us-soc-13-1075", "us-soc-13-1141", "us-soc-21-1012" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 53, "occScoreRange": [ 48, 59 ], "band": "partial", "headlineShare": 0.4472486553578819, "headlineShareRange": [ 0.39429044269755903, 0.5833678113363676 ], "scoredTaskCount": 152 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:40:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "24 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3572", "market": "uk", "socCode": "3572", "title": "Careers advisers and vocational guidance specialists", "slug": "careers-advisers-and-vocational-guidance-specialists", "description": "Careers advisers and vocational guidance specialists give advice on careers or occupations, training courses and related matters, direct school leavers and other job seekers into employment and assess their progress.", "taskIds": [ "uk-3572-T-00489", "uk-3572-T-00631", "uk-3572-T-00291", "uk-3572-T-00505", "uk-3572-T-00633", "uk-3572-T-01856", "uk-3572-T-03900", "uk-3572-T-04128", "uk-3572-T-07482", "uk-3572-T-10919", "uk-3572-T-16487", "uk-3572-T-17531", "uk-3572-T-21710", "uk-3572-T-00349", "uk-3572-T-00634", "uk-3572-T-01858", "uk-3572-T-03245", "uk-3572-T-04047", "uk-3572-T-05550", "uk-3572-T-06858", "uk-3572-T-07664", "uk-3572-T-08665", "uk-3572-T-09735", "uk-3572-T-14354", "uk-3572-T-14426", "uk-3572-T-16323", "uk-3572-T-16488", "uk-3572-T-16684", "uk-3572-T-00485", "uk-3572-T-03218", "uk-3572-T-04550", "uk-3572-T-06671", "uk-3572-T-06918", "uk-3572-T-07737", "uk-3572-T-08433", "uk-3572-T-09077", "uk-3572-T-14371", "uk-3572-T-16216", "uk-3572-T-16589", "uk-3572-T-18202", "uk-3572-T-08202", "uk-3572-T-15194", "uk-3572-T-17507", "uk-3572-T-20407", "uk-3572-T-17423", "uk-3572-T-04607", "uk-3572-T-19081", "uk-3572-T-02304", "uk-3572-T-10927", "uk-3572-T-17533" ], "employment": { "value": 33700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32418, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1071", "us-soc-13-1074", "us-soc-13-1075", "us-soc-13-1141", "us-soc-21-1012" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 42, 54 ], "band": "partial", "headlineShare": 0.24770642201834858, "headlineShareRange": [ 0.2267365661861074, 0.47182175622542577 ], "scoredTaskCount": 50 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3573", "market": "uk", "socCode": "3573", "title": "Information technology trainers", "slug": "information-technology-trainers", "description": "Information technology trainers provide instruction in the use of computers for professional and personal purposes and advise on, plan and organise IT training within industrial, commercial and other establishments.", "taskIds": [ "uk-3573-T-05626", "uk-3573-T-20428", "uk-3573-T-04353", "uk-3573-T-05580", "uk-3573-T-05566", "uk-3573-T-05916", "uk-3573-T-06900", "uk-3573-T-09791", "uk-3573-T-21213", "uk-3573-T-00658", "uk-3573-T-05179", "uk-3573-T-05821", "uk-3573-T-06033", "uk-3573-T-06898", "uk-3573-T-08905", "uk-3573-T-15892", "uk-3573-T-19394", "uk-3573-T-00909", "uk-3573-T-02688", "uk-3573-T-05873", "uk-3573-T-06554", "uk-3573-T-08586", "uk-3573-T-20132", "uk-3573-T-00518", "uk-3573-T-01798", "uk-3573-T-03596", "uk-3573-T-05533", "uk-3573-T-06084", "uk-3573-T-06671", "uk-3573-T-08376", "uk-3573-T-09869", "uk-3573-T-11701", "uk-3573-T-14383", "uk-3573-T-18983", "uk-3573-T-01350", "uk-3573-T-04325", "uk-3573-T-06279", "uk-3573-T-06903", "uk-3573-T-08385", "uk-3573-T-11645", "uk-3573-T-13494", "uk-3573-T-16975", "uk-3573-T-00104", "uk-3573-T-02175", "uk-3573-T-04977", "uk-3573-T-06704", "uk-3573-T-06948", "uk-3573-T-08701", "uk-3573-T-10105", "uk-3573-T-12685", "uk-3573-T-14720", "uk-3573-T-16689" ], "employment": { "value": 9200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 38981, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 55, "occScoreRange": [ 49, 62 ], "band": "partial", "headlineShare": 0.5898617511520735, "headlineShareRange": [ 0.45468509984639005, 0.6267281105990782 ], "scoredTaskCount": 52 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "31 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3574", "market": "uk", "socCode": "3574", "title": "Other vocational and industrial trainers", "slug": "other-vocational-and-industrial-trainers", "description": "Other vocational and industrial trainers provide instruction in manual, manipulative and other vocational skills and advise on, plan and organise vocational instruction within industrial, commercial and other establishments.", "taskIds": [ "uk-3574-T-03209", "uk-3574-T-02323", "uk-3574-T-05804", "uk-3574-T-20178", "uk-3574-T-00657", "uk-3574-T-03941", "uk-3574-T-08163", "uk-3574-T-21704", "uk-3574-T-01742", "uk-3574-T-03963", "uk-3574-T-07483", "uk-3574-T-12033", "uk-3574-T-17239", "uk-3574-T-02354", "uk-3574-T-05645", "uk-3574-T-08320", "uk-3574-T-12007", "uk-3574-T-16637", "uk-3574-T-17300", "uk-3574-T-02133", "uk-3574-T-11741", "uk-3574-T-21324", "uk-3574-T-02131", "uk-3574-T-02190", "uk-3574-T-06926", "uk-3574-T-08694", "uk-3574-T-12900", "uk-3574-T-15276", "uk-3574-T-17100", "uk-3574-T-20702", "uk-3574-T-20701", "uk-3574-T-20717", "uk-3574-T-07068", "uk-3574-T-20049", "uk-3574-T-09209", "uk-3574-T-04314", "uk-3574-T-13481", "uk-3574-T-20053", "uk-3574-T-08503", "uk-3574-T-15926", "uk-3574-T-03041", "uk-3574-T-09136", "uk-3574-T-09854", "uk-3574-T-15045", "uk-3574-T-17737", "uk-3574-T-08739", "uk-3574-T-15039", "uk-3574-T-21428", "uk-3574-T-06900", "uk-3574-T-08532", "uk-3574-T-13742", "uk-3574-T-15114", "uk-3574-T-21213", "uk-3574-T-01798", "uk-3574-T-06341", "uk-3574-T-08376", "uk-3574-T-10958", "uk-3574-T-14448", "uk-3574-T-16832", "uk-3574-T-21148", "uk-3574-T-05873", "uk-3574-T-08385", "uk-3574-T-14708", "uk-3574-T-20529", "uk-3574-T-01350", "uk-3574-T-06279", "uk-3574-T-08586", "uk-3574-T-14383", "uk-3574-T-16496", "uk-3574-T-18983", "uk-3574-T-04325", "uk-3574-T-06903", "uk-3574-T-13494", "uk-3574-T-16638", "uk-3574-T-02175", "uk-3574-T-06948", "uk-3574-T-10105", "uk-3574-T-11193", "uk-3574-T-14720", "uk-3574-T-16975" ], "employment": { "value": 149800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36357, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 38, 52 ], "band": "partial", "headlineShare": 0.3478260869565216, "headlineShareRange": [ 0.24057971014492752, 0.4386473429951691 ], "scoredTaskCount": 83 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "23 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-3581", "market": "uk", "socCode": "3581", "title": "Inspectors of standards and regulations", "slug": "inspectors-of-standards-and-regulations", "description": "Inspectors of standards and regulations undertake investigations and inspections to verify and ensure compliance with acts, regulations and other requirements in respect of: buildings, weights, measures and trade descriptions; the installation and safety of electrical, gas and water supplies and equipment; marine pollution, ships’ structures, equipment and accommodation; the treatment of animals; the operation of commercial vehicles; the welfare, health and safety in factories and all work sites subject to the provisions in the Factory Acts.", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4111", "market": "uk", "socCode": "4111", "title": "National government administrative occupations", "slug": "national-government-administrative-occupations", "description": "National government administrative occupations undertake a variety of administrative and clerical duties in national government departments, and in local offices of national government departments.", "taskIds": [ "uk-4111-T-01050", "uk-4111-T-01395", "uk-4111-T-08416", "uk-4111-T-10159", "uk-4111-T-10909", "uk-4111-T-01839", "uk-4111-T-08599", "uk-4111-T-10838", "uk-4111-T-10912", "uk-4111-T-13470", "uk-4111-T-02391", "uk-4111-T-11051", "uk-4111-T-18660", "uk-4111-T-10921", "uk-4111-T-15518", "uk-4111-T-17502", "uk-4111-T-16757", "uk-4111-T-21900", "uk-4111-T-15641", "uk-4111-T-02470", "uk-4111-T-03519", "uk-4111-T-02913", "uk-4111-T-04062", "uk-4111-T-10132", "uk-4111-T-11913", "uk-4111-T-16126", "uk-4111-T-18570", "uk-4111-T-03854", "uk-4111-T-04621", "uk-4111-T-10020", "uk-4111-T-10180", "uk-4111-T-11086", "uk-4111-T-16805", "uk-4111-T-18292", "uk-4111-T-19171", "uk-4111-T-06093", "uk-4111-T-10211", "uk-4111-T-11517", "uk-4111-T-18017", "uk-4111-T-18697", "uk-4111-T-21487", "uk-4111-T-01977", "uk-4111-T-12018", "uk-4111-T-18068", "uk-4111-T-18912", "uk-4111-T-19890", "uk-4111-T-13318", "uk-4111-T-18134", "uk-4111-T-19214", "uk-4111-T-08339", "uk-4111-T-11031", "uk-4111-T-10103", "uk-4111-T-17961", "uk-4111-T-15554", "uk-4111-T-21563" ], "employment": { "value": 228700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33000, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1041", "us-soc-43-4061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 52, 63 ], "band": "partial", "headlineShare": 0.5124851367419735, "headlineShareRange": [ 0.4589774078478, 0.6599286563614739 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4112", "market": "uk", "socCode": "4112", "title": "Local government administrative occupations", "slug": "local-government-administrative-occupations", "description": "Local government administrative occupations undertake a variety of administrative and clerical duties in local government offices and departments.", "taskIds": [ "uk-4112-T-01050", "uk-4112-T-08416", "uk-4112-T-10909", "uk-4112-T-01395", "uk-4112-T-02386", "uk-4112-T-10159", "uk-4112-T-10838", "uk-4112-T-10912", "uk-4112-T-13470", "uk-4112-T-01839", "uk-4112-T-02391", "uk-4112-T-05048", "uk-4112-T-11051", "uk-4112-T-18660", "uk-4112-T-03905", "uk-4112-T-10750", "uk-4112-T-10921", "uk-4112-T-13781", "uk-4112-T-15518", "uk-4112-T-17502", "uk-4112-T-16757", "uk-4112-T-21900", "uk-4112-T-00081", "uk-4112-T-01405", "uk-4112-T-05686", "uk-4112-T-09069", "uk-4112-T-14024", "uk-4112-T-15641", "uk-4112-T-18372", "uk-4112-T-21420", "uk-4112-T-01374", "uk-4112-T-14244", "uk-4112-T-14488", "uk-4112-T-18773", "uk-4112-T-20097", "uk-4112-T-00462", "uk-4112-T-03737", "uk-4112-T-09434", "uk-4112-T-12377", "uk-4112-T-12423", "uk-4112-T-15134", "uk-4112-T-17134", "uk-4112-T-01922", "uk-4112-T-01994", "uk-4112-T-04915", "uk-4112-T-04967", "uk-4112-T-04994", "uk-4112-T-12324", "uk-4112-T-13377", "uk-4112-T-13467", "uk-4112-T-14288", "uk-4112-T-16635", "uk-4112-T-17977", "uk-4112-T-19245", "uk-4112-T-02461", "uk-4112-T-01396", "uk-4112-T-03519", "uk-4112-T-17387", "uk-4112-T-02470", "uk-4112-T-04621", "uk-4112-T-06093", "uk-4112-T-10132", "uk-4112-T-16805", "uk-4112-T-19171", "uk-4112-T-02913", "uk-4112-T-10020", "uk-4112-T-11086", "uk-4112-T-18292", "uk-4112-T-18912", "uk-4112-T-03488", "uk-4112-T-10180", "uk-4112-T-11913", "uk-4112-T-13318", "uk-4112-T-15377", "uk-4112-T-18431", "uk-4112-T-18570", "uk-4112-T-19890", "uk-4112-T-21487" ], "employment": { "value": 156600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30886, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": null, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 51, 63 ], "band": "partial", "headlineShare": 0.5086872586872584, "headlineShareRange": [ 0.43629343629343603, 0.6583011583011579 ], "scoredTaskCount": 81 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "No cross-market counterpart is mapped for this occupation, so there is no US↔UK comparison on this page.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4113", "market": "uk", "socCode": "4113", "title": "Officers of non-governmental organisations", "slug": "officers-of-non-governmental-organisations", "description": "Officers of non-governmental organisations perform a variety of administrative and clerical tasks in the running of trade associations, employers’ associations, learned societies, trade unions, charitable organisations and similar bodies.", "taskIds": [ "uk-4113-T-01400", "uk-4113-T-00338", "uk-4113-T-02329", "uk-4113-T-04794", "uk-4113-T-07352", "uk-4113-T-09227", "uk-4113-T-12086", "uk-4113-T-14070", "uk-4113-T-14762", "uk-4113-T-15047", "uk-4113-T-15467", "uk-4113-T-15620", "uk-4113-T-20299", "uk-4113-T-21193", "uk-4113-T-02854", "uk-4113-T-03820", "uk-4113-T-07168", "uk-4113-T-07362", "uk-4113-T-08035", "uk-4113-T-08124", "uk-4113-T-09349", "uk-4113-T-11709", "uk-4113-T-12140", "uk-4113-T-12660", "uk-4113-T-13459", "uk-4113-T-14264", "uk-4113-T-14420", "uk-4113-T-14946", "uk-4113-T-15381", "uk-4113-T-15543", "uk-4113-T-16479", "uk-4113-T-17284", "uk-4113-T-18842", "uk-4113-T-19440", "uk-4113-T-20768", "uk-4113-T-02153", "uk-4113-T-07445", "uk-4113-T-15974", "uk-4113-T-21351", "uk-4113-T-01076", "uk-4113-T-02114", "uk-4113-T-07462", "uk-4113-T-08771", "uk-4113-T-11999", "uk-4113-T-13893", "uk-4113-T-15740", "uk-4113-T-16420", "uk-4113-T-18329", "uk-4113-T-18644", "uk-4113-T-19936", "uk-4113-T-00954", "uk-4113-T-00471", "uk-4113-T-01237", "uk-4113-T-03377", "uk-4113-T-07436", "uk-4113-T-10760", "uk-4113-T-13607", "uk-4113-T-17130", "uk-4113-T-18024", "uk-4113-T-20687", "uk-4113-T-00417", "uk-4113-T-00521", "uk-4113-T-01388", "uk-4113-T-02515", "uk-4113-T-03876", "uk-4113-T-06607", "uk-4113-T-07463", "uk-4113-T-08719", "uk-4113-T-10798", "uk-4113-T-10991", "uk-4113-T-11872", "uk-4113-T-13527", "uk-4113-T-15484", "uk-4113-T-15767", "uk-4113-T-16235", "uk-4113-T-16476", "uk-4113-T-16767", "uk-4113-T-17444", "uk-4113-T-18356", "uk-4113-T-20689" ], "employment": { "value": 64600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31008, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-3061", "us-soc-43-9061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 59, "occScoreRange": [ 54, 65 ], "band": "partial", "headlineShare": 0.582366589327146, "headlineShareRange": [ 0.49419953596287686, 0.6473317865429232 ], "scoredTaskCount": 80 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "45 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4121", "market": "uk", "socCode": "4121", "title": "Credit controllers", "slug": "credit-controllers", "description": "Credit controllers perform financial, administrative and other tasks in relation to credit control and debt collection.", "taskIds": [ "uk-4121-T-00695", "uk-4121-T-02512", "uk-4121-T-03488", "uk-4121-T-01045", "uk-4121-T-02862", "uk-4121-T-08608", "uk-4121-T-12412", "uk-4121-T-13253", "uk-4121-T-01396", "uk-4121-T-03719", "uk-4121-T-06936", "uk-4121-T-09197", "uk-4121-T-11638", "uk-4121-T-13673", "uk-4121-T-13692", "uk-4121-T-14952", "uk-4121-T-18457", "uk-4121-T-18540", "uk-4121-T-19628", "uk-4121-T-03573", "uk-4121-T-05111", "uk-4121-T-13719", "uk-4121-T-15375", "uk-4121-T-16110", "uk-4121-T-18217", "uk-4121-T-19372", "uk-4121-T-05574", "uk-4121-T-09681", "uk-4121-T-14224", "uk-4121-T-15378", "uk-4121-T-16522", "uk-4121-T-18220", "uk-4121-T-03357", "uk-4121-T-08785", "uk-4121-T-13791", "uk-4121-T-15377", "uk-4121-T-16171", "uk-4121-T-20618", "uk-4121-T-04635", "uk-4121-T-09677", "uk-4121-T-16004", "uk-4121-T-16125", "uk-4121-T-18327", "uk-4121-T-10929", "uk-4121-T-17071", "uk-4121-T-17078", "uk-4121-T-17611", "uk-4121-T-21483" ], "employment": { "value": 29000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28532, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-2071", "us-soc-13-2072" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 57, "occScoreRange": [ 51, 63 ], "band": "partial", "headlineShare": 0.46301369863013686, "headlineShareRange": [ 0.38493150684931493, 0.5452054794520548 ], "scoredTaskCount": 48 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4122", "market": "uk", "socCode": "4122", "title": "Book-keepers, payroll managers and wages clerks", "slug": "book-keepers-payroll-managers-and-wages-clerks", "description": "Book-keepers, payroll managers and wages clerks maintain and balance records of financial transactions, oversee the operation of payroll functions and calculate hours worked, wages due and other relevant contributions and deductions.", "taskIds": [ "uk-4122-T-01956", "uk-4122-T-02387", "uk-4122-T-02406", "uk-4122-T-02878", "uk-4122-T-03000", "uk-4122-T-03701", "uk-4122-T-03854", "uk-4122-T-05337", "uk-4122-T-11573", "uk-4122-T-12461", "uk-4122-T-12834", "uk-4122-T-13955", "uk-4122-T-14774", "uk-4122-T-15467", "uk-4122-T-15621", "uk-4122-T-15911", "uk-4122-T-16097", "uk-4122-T-17363", "uk-4122-T-18261", "uk-4122-T-19928", "uk-4122-T-21352", "uk-4122-T-21478", "uk-4122-T-21529", "uk-4122-T-00017", "uk-4122-T-01957", "uk-4122-T-02067", "uk-4122-T-02414", "uk-4122-T-02468", "uk-4122-T-03702", "uk-4122-T-13318", "uk-4122-T-15803", "uk-4122-T-17206", "uk-4122-T-19889", "uk-4122-T-00757", "uk-4122-T-02066", "uk-4122-T-03715", "uk-4122-T-06117", "uk-4122-T-09144", "uk-4122-T-11801", "uk-4122-T-19163", "uk-4122-T-00207", "uk-4122-T-03291", "uk-4122-T-07387", "uk-4122-T-07825", "uk-4122-T-08777", "uk-4122-T-09343", "uk-4122-T-13940", "uk-4122-T-15524", "uk-4122-T-16230", "uk-4122-T-18322", "uk-4122-T-20754", "uk-4122-T-03882", "uk-4122-T-08775", "uk-4122-T-09901", "uk-4122-T-14079", "uk-4122-T-18385", "uk-4122-T-20987", "uk-4122-T-00793", "uk-4122-T-02195", "uk-4122-T-02231", "uk-4122-T-02488", "uk-4122-T-07843", "uk-4122-T-09097", "uk-4122-T-10173", "uk-4122-T-10174", "uk-4122-T-11183", "uk-4122-T-11967", "uk-4122-T-15479", "uk-4122-T-16116", "uk-4122-T-16149", "uk-4122-T-18709", "uk-4122-T-18710", "uk-4122-T-19896", "uk-4122-T-01071", "uk-4122-T-03803", "uk-4122-T-07348", "uk-4122-T-11088", "uk-4122-T-13271", "uk-4122-T-15425", "uk-4122-T-15579", "uk-4122-T-16135", "uk-4122-T-17268", "uk-4122-T-00192", "uk-4122-T-03762", "uk-4122-T-07049", "uk-4122-T-08404", "uk-4122-T-14847", "uk-4122-T-15383", "uk-4122-T-16114", "uk-4122-T-16632", "uk-4122-T-19729", "uk-4122-T-02233", "uk-4122-T-03606", "uk-4122-T-05672", "uk-4122-T-07627", "uk-4122-T-08144", "uk-4122-T-09264", "uk-4122-T-10019", "uk-4122-T-15382", "uk-4122-T-21498", "uk-4122-T-00077", "uk-4122-T-04683", "uk-4122-T-05826", "uk-4122-T-07732", "uk-4122-T-09712", "uk-4122-T-09841", "uk-4122-T-20670", "uk-4122-T-02131", "uk-4122-T-09769" ], "employment": { "value": 378700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31560, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-3021", "us-soc-43-3031", "us-soc-43-3051" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 66, "occScoreRange": [ 61, 71 ], "band": "high", "headlineShare": 0.684852002321532, "headlineShareRange": [ 0.6610562971561228, 0.7736506094022052 ], "scoredTaskCount": 113 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4123", "market": "uk", "socCode": "4123", "title": "Bank and post office clerks", "slug": "bank-and-post-office-clerks", "description": "Bank and post office clerks deal with the payment and receipt of money, cheques and other routine financial transactions and open and close accounts. They advise upon financial products and services offered by banks, building societies and post offices.", "taskIds": [ "uk-4123-T-01408", "uk-4123-T-02227", "uk-4123-T-03488", "uk-4123-T-05067", "uk-4123-T-05071", "uk-4123-T-08113", "uk-4123-T-11861", "uk-4123-T-13976", "uk-4123-T-15467", "uk-4123-T-16106", "uk-4123-T-16127", "uk-4123-T-21184", "uk-4123-T-21478", "uk-4123-T-21513", "uk-4123-T-02387", "uk-4123-T-09322", "uk-4123-T-14195", "uk-4123-T-15558", "uk-4123-T-16121", "uk-4123-T-18217", "uk-4123-T-21506", "uk-4123-T-21778", "uk-4123-T-02486", "uk-4123-T-08626", "uk-4123-T-09792", "uk-4123-T-15378", "uk-4123-T-16096", "uk-4123-T-16940", "uk-4123-T-18261", "uk-4123-T-19372", "uk-4123-T-21516", "uk-4123-T-00045", "uk-4123-T-05064", "uk-4123-T-10085", "uk-4123-T-13894", "uk-4123-T-16315", "uk-4123-T-18256", "uk-4123-T-19139", "uk-4123-T-19155", "uk-4123-T-19580", "uk-4123-T-01075", "uk-4123-T-02546", "uk-4123-T-02578", "uk-4123-T-09909", "uk-4123-T-18031", "uk-4123-T-18358", "uk-4123-T-18372", "uk-4123-T-20344", "uk-4123-T-20662", "uk-4123-T-03209", "uk-4123-T-00004", "uk-4123-T-01429", "uk-4123-T-02442", "uk-4123-T-02885", "uk-4123-T-08547", "uk-4123-T-10734", "uk-4123-T-11087", "uk-4123-T-19150", "uk-4123-T-19156", "uk-4123-T-19588", "uk-4123-T-19597", "uk-4123-T-21607", "uk-4123-T-00133", "uk-4123-T-09402", "uk-4123-T-16624", "uk-4123-T-16625", "uk-4123-T-19293", "uk-4123-T-09313", "uk-4123-T-18629", "uk-4123-T-19159", "uk-4123-T-19814", "uk-4123-T-02053", "uk-4123-T-08763", "uk-4123-T-09959", "uk-4123-T-16152", "uk-4123-T-19161", "uk-4123-T-07326", "uk-4123-T-12942", "uk-4123-T-14226", "uk-4123-T-14763", "uk-4123-T-20755" ], "employment": { "value": 66300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30265, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-3071", "us-soc-43-5051" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 35, "occScoreRange": [ 31, 40 ], "band": "low", "headlineShare": 0.3103999999999998, "headlineShareRange": [ 0.24239999999999984, 0.31999999999999984 ], "scoredTaskCount": 83 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4124", "market": "uk", "socCode": "4124", "title": "Finance officers", "slug": "finance-officers", "description": "Finance officers oversee book-keeping, general accounting and other financial and related clerical functions mainly within local government and a variety of public sector organisations.", "taskIds": [ "uk-4124-T-02387", "uk-4124-T-02406", "uk-4124-T-02878", "uk-4124-T-03000", "uk-4124-T-14774", "uk-4124-T-00017", "uk-4124-T-02468", "uk-4124-T-03701", "uk-4124-T-05337", "uk-4124-T-11573", "uk-4124-T-13955", "uk-4124-T-16129", "uk-4124-T-18261", "uk-4124-T-00125", "uk-4124-T-03715", "uk-4124-T-05139", "uk-4124-T-09350", "uk-4124-T-15467", "uk-4124-T-15911", "uk-4124-T-17206", "uk-4124-T-19889", "uk-4124-T-21478", "uk-4124-T-00207", "uk-4124-T-04034", "uk-4124-T-07387", "uk-4124-T-12834", "uk-4124-T-15803", "uk-4124-T-17363", "uk-4124-T-19928", "uk-4124-T-05594", "uk-4124-T-13318", "uk-4124-T-16202", "uk-4124-T-02414", "uk-4124-T-06117", "uk-4124-T-08777", "uk-4124-T-13940", "uk-4124-T-19163", "uk-4124-T-20754", "uk-4124-T-03882", "uk-4124-T-09144", "uk-4124-T-15524", "uk-4124-T-16230", "uk-4124-T-08775", "uk-4124-T-14079", "uk-4124-T-18385" ], "employment": { "value": 44900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31943, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-3099", "us-soc-43-4011", "us-soc-43-4041", "us-soc-43-4131", "us-soc-43-4141", "us-soc-43-9041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 79, "occScoreRange": [ 74, 84 ], "band": "high", "headlineShare": 0.8902953586497891, "headlineShareRange": [ 0.8663853727144867, 0.9043600562587905 ], "scoredTaskCount": 45 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4129", "market": "uk", "socCode": "4129", "title": "Financial administrative occupations n.e.c.", "slug": "financial-administrative-occupations-n-e-c", "description": "Job holders in this unit group carry out a variety of finance-related administrative functions not elsewhere classified in minor group 412: Administrative occupations: finance.", "taskIds": [ "uk-4129-T-19132", "uk-4129-T-01417", "uk-4129-T-03477", "uk-4129-T-01046", "uk-4129-T-01887", "uk-4129-T-09221", "uk-4129-T-17086", "uk-4129-T-01075", "uk-4129-T-02485", "uk-4129-T-05066", "uk-4129-T-11113", "uk-4129-T-16143", "uk-4129-T-02194", "uk-4129-T-11724", "uk-4129-T-16620", "uk-4129-T-01880", "uk-4129-T-08211", "uk-4129-T-13223", "uk-4129-T-16071", "uk-4129-T-20279", "uk-4129-T-19928", "uk-4129-T-02391", "uk-4129-T-01050", "uk-4129-T-10159", "uk-4129-T-18660", "uk-4129-T-08416", "uk-4129-T-15518", "uk-4129-T-10838", "uk-4129-T-13470", "uk-4129-T-21900", "uk-4129-T-01395", "uk-4129-T-10909", "uk-4129-T-11051", "uk-4129-T-17502", "uk-4129-T-10912", "uk-4129-T-01839", "uk-4129-T-01622", "uk-4129-T-03814", "uk-4129-T-18276", "uk-4129-T-18598", "uk-4129-T-19893", "uk-4129-T-21483", "uk-4129-T-01047", "uk-4129-T-01879", "uk-4129-T-03745", "uk-4129-T-10929", "uk-4129-T-16096", "uk-4129-T-18239", "uk-4129-T-18298", "uk-4129-T-18536", "uk-4129-T-18844", "uk-4129-T-19628", "uk-4129-T-21480", "uk-4129-T-00941", "uk-4129-T-01792", "uk-4129-T-02437", "uk-4129-T-10084", "uk-4129-T-13253", "uk-4129-T-16004", "uk-4129-T-16138", "uk-4129-T-17296", "uk-4129-T-18496", "uk-4129-T-21037", "uk-4129-T-01322", "uk-4129-T-02418", "uk-4129-T-08514", "uk-4129-T-10093", "uk-4129-T-12960", "uk-4129-T-15495", "uk-4129-T-17295", "uk-4129-T-18468", "uk-4129-T-18540", "uk-4129-T-19265", "uk-4129-T-00418", "uk-4129-T-06617", "uk-4129-T-09197", "uk-4129-T-12830", "uk-4129-T-13341", "uk-4129-T-16315", "uk-4129-T-18450", "uk-4129-T-00415", "uk-4129-T-09038", "uk-4129-T-14240", "uk-4129-T-02470", "uk-4129-T-10180", "uk-4129-T-16126", "uk-4129-T-18697", "uk-4129-T-21487", "uk-4129-T-02913", "uk-4129-T-10132", "uk-4129-T-11913", "uk-4129-T-16805", "uk-4129-T-18570", "uk-4129-T-19890", "uk-4129-T-03519", "uk-4129-T-10020", "uk-4129-T-11086", "uk-4129-T-13318", "uk-4129-T-18292", "uk-4129-T-19171", "uk-4129-T-03854", "uk-4129-T-06093", "uk-4129-T-10211", "uk-4129-T-12018", "uk-4129-T-18912", "uk-4129-T-04621", "uk-4129-T-18068", "uk-4129-T-08493", "uk-4129-T-13955", "uk-4129-T-09792", "uk-4129-T-14758", "uk-4129-T-18261", "uk-4129-T-17581" ], "employment": { "value": 178300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28996, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-2081", "us-soc-39-1013", "us-soc-39-3011", "us-soc-39-3012", "us-soc-39-3019", "us-soc-43-3041", "us-soc-43-3099", "us-soc-43-4011", "us-soc-43-4041", "us-soc-43-4131", "us-soc-43-4141", "us-soc-43-9041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 62, "occScoreRange": [ 56, 67 ], "band": "high", "headlineShare": 0.5785354946897714, "headlineShareRange": [ 0.5612073784237009, 0.7031861375069878 ], "scoredTaskCount": 115 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4131", "market": "uk", "socCode": "4131", "title": "Records clerks and assistants", "slug": "records-clerks-and-assistants", "description": "Records clerks and assistants maintain and update electronic and/or hard copy documents, correspondence and other records, and organise their storage.", "taskIds": [ "uk-4131-T-01390", "uk-4131-T-00631", "uk-4131-T-01981", "uk-4131-T-02547", "uk-4131-T-16148", "uk-4131-T-18712", "uk-4131-T-00136", "uk-4131-T-03402", "uk-4131-T-21065", "uk-4131-T-21653", "uk-4131-T-17581", "uk-4131-T-02513", "uk-4131-T-07700", "uk-4131-T-09334", "uk-4131-T-02861", "uk-4131-T-21562", "uk-4131-T-09205", "uk-4131-T-16651", "uk-4131-T-14763", "uk-4131-T-02554", "uk-4131-T-02645", "uk-4131-T-14684", "uk-4131-T-03769", "uk-4131-T-05717", "uk-4131-T-16933", "uk-4131-T-04604", "uk-4131-T-09525", "uk-4131-T-10871", "uk-4131-T-18545", "uk-4131-T-09538", "uk-4131-T-08780", "uk-4131-T-17279", "uk-4131-T-07566", "uk-4131-T-09343", "uk-4131-T-07988", "uk-4131-T-19488", "uk-4131-T-13917", "uk-4131-T-05357", "uk-4131-T-00858", "uk-4131-T-10060", "uk-4131-T-05237", "uk-4131-T-10767", "uk-4131-T-16366", "uk-4131-T-01820", "uk-4131-T-08821", "uk-4131-T-18472", "uk-4131-T-02689", "uk-4131-T-11714", "uk-4131-T-16626", "uk-4131-T-00116", "uk-4131-T-08082", "uk-4131-T-09906", "uk-4131-T-14998", "uk-4131-T-18831", "uk-4131-T-11751", "uk-4131-T-15468", "uk-4131-T-09096", "uk-4131-T-13329", "uk-4131-T-17299", "uk-4131-T-08115", "uk-4131-T-12204", "uk-4131-T-14070", "uk-4131-T-01340", "uk-4131-T-09206", "uk-4131-T-18853", "uk-4131-T-01075", "uk-4131-T-04611", "uk-4131-T-07057", "uk-4131-T-18385", "uk-4131-T-18855", "uk-4131-T-01399", "uk-4131-T-04433", "uk-4131-T-09281", "uk-4131-T-11623", "uk-4131-T-17064", "uk-4131-T-03743", "uk-4131-T-06209", "uk-4131-T-10938", "uk-4131-T-11574", "uk-4131-T-16699", "uk-4131-T-21351", "uk-4131-T-03776", "uk-4131-T-09469", "uk-4131-T-10939", "uk-4131-T-11557", "uk-4131-T-15553", "uk-4131-T-20746", "uk-4131-T-03809", "uk-4131-T-10975", "uk-4131-T-11863", "uk-4131-T-14268", "uk-4131-T-20786", "uk-4131-T-11759", "uk-4131-T-12104", "uk-4131-T-15380", "uk-4131-T-01321", "uk-4131-T-00953", "uk-4131-T-02415", "uk-4131-T-04136", "uk-4131-T-06217", "uk-4131-T-08315", "uk-4131-T-08425", "uk-4131-T-09144", "uk-4131-T-13600", "uk-4131-T-14261", "uk-4131-T-16157", "uk-4131-T-01158", "uk-4131-T-01933", "uk-4131-T-03695", "uk-4131-T-04620", "uk-4131-T-06347", "uk-4131-T-08167", "uk-4131-T-08346", "uk-4131-T-08724", "uk-4131-T-09331", "uk-4131-T-09587", "uk-4131-T-10268", "uk-4131-T-10951", "uk-4131-T-13311", "uk-4131-T-13483", "uk-4131-T-13649", "uk-4131-T-14431", "uk-4131-T-15437", "uk-4131-T-15556", "uk-4131-T-16909", "uk-4131-T-18369", "uk-4131-T-18642", "uk-4131-T-19565", "uk-4131-T-21442", "uk-4131-T-01451", "uk-4131-T-02598", "uk-4131-T-04661", "uk-4131-T-06364", "uk-4131-T-08348", "uk-4131-T-08978", "uk-4131-T-09508", "uk-4131-T-10001", "uk-4131-T-10357", "uk-4131-T-11419", "uk-4131-T-13442", "uk-4131-T-13703", "uk-4131-T-14747", "uk-4131-T-15452", "uk-4131-T-18272", "uk-4131-T-18514", "uk-4131-T-18675", "uk-4131-T-21422", "uk-4131-T-01702", "uk-4131-T-03849", "uk-4131-T-05673", "uk-4131-T-07358", "uk-4131-T-09855", "uk-4131-T-11911" ], "employment": { "value": 157400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28656, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-5061", "us-soc-43-9081" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 60, "occScoreRange": [ 55, 66 ], "band": "high", "headlineShare": 0.6212308963238334, "headlineShareRange": [ 0.5237505163155723, 0.6848409748038004 ], "scoredTaskCount": 155 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4132", "market": "uk", "socCode": "4132", "title": "Pensions and insurance clerks and assistants", "slug": "pensions-and-insurance-clerks-and-assistants", "description": "Pensions and insurance clerks and assistants provide general clerical support to senior colleagues and perform specialist clerical tasks in relation to the administration of pensions and insurance policies.", "taskIds": [ "uk-4132-T-00728", "uk-4132-T-00191", "uk-4132-T-00733", "uk-4132-T-04765", "uk-4132-T-09287", "uk-4132-T-13470", "uk-4132-T-17258", "uk-4132-T-18584", "uk-4132-T-20784", "uk-4132-T-00412", "uk-4132-T-01615", "uk-4132-T-03509", "uk-4132-T-05052", "uk-4132-T-10090", "uk-4132-T-13788", "uk-4132-T-17512", "uk-4132-T-18585", "uk-4132-T-21507", "uk-4132-T-02436", "uk-4132-T-03510", "uk-4132-T-06141", "uk-4132-T-11051", "uk-4132-T-14751", "uk-4132-T-17733", "uk-4132-T-18955", "uk-4132-T-21518", "uk-4132-T-02454", "uk-4132-T-03683", "uk-4132-T-08125", "uk-4132-T-11105", "uk-4132-T-16107", "uk-4132-T-18263", "uk-4132-T-19442", "uk-4132-T-03471", "uk-4132-T-04598", "uk-4132-T-11113", "uk-4132-T-16133", "uk-4132-T-18336", "uk-4132-T-19884", "uk-4132-T-04599", "uk-4132-T-08655", "uk-4132-T-11426", "uk-4132-T-16548", "uk-4132-T-18495", "uk-4132-T-20307", "uk-4132-T-00044", "uk-4132-T-02445", "uk-4132-T-03777", "uk-4132-T-09651", "uk-4132-T-12065", "uk-4132-T-14350", "uk-4132-T-20785", "uk-4132-T-00045", "uk-4132-T-03851", "uk-4132-T-05568", "uk-4132-T-10966", "uk-4132-T-12164", "uk-4132-T-14752", "uk-4132-T-21738", "uk-4132-T-00527", "uk-4132-T-02855", "uk-4132-T-03877", "uk-4132-T-06923", "uk-4132-T-09103", "uk-4132-T-12294", "uk-4132-T-15411", "uk-4132-T-18961", "uk-4132-T-00917", "uk-4132-T-03221", "uk-4132-T-07845", "uk-4132-T-09142", "uk-4132-T-11193", "uk-4132-T-13376", "uk-4132-T-15518", "uk-4132-T-02193", "uk-4132-T-04608", "uk-4132-T-07857", "uk-4132-T-11353", "uk-4132-T-13682", "uk-4132-T-08116", "uk-4132-T-09343", "uk-4132-T-11788", "uk-4132-T-20745", "uk-4132-T-01069", "uk-4132-T-01429", "uk-4132-T-18280", "uk-4132-T-00337", "uk-4132-T-03616", "uk-4132-T-11186", "uk-4132-T-16132", "uk-4132-T-00302", "uk-4132-T-03548", "uk-4132-T-06576", "uk-4132-T-11408", "uk-4132-T-14785", "uk-4132-T-18330", "uk-4132-T-20751", "uk-4132-T-21212", "uk-4132-T-01043", "uk-4132-T-08029", "uk-4132-T-08147", "uk-4132-T-13498", "uk-4132-T-20931", "uk-4132-T-21193", "uk-4132-T-01061", "uk-4132-T-08124", "uk-4132-T-09801", "uk-4132-T-16479", "uk-4132-T-21112", "uk-4132-T-08035", "uk-4132-T-09349", "uk-4132-T-12140", "uk-4132-T-14946", "uk-4132-T-17284", "uk-4132-T-20299", "uk-4132-T-03820", "uk-4132-T-09565", "uk-4132-T-20196", "uk-4132-T-12660", "uk-4132-T-16924", "uk-4132-T-18842", "uk-4132-T-14070", "uk-4132-T-08605" ], "employment": { "value": 65200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30269, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-3099", "us-soc-43-4011", "us-soc-43-4041", "us-soc-43-4131", "us-soc-43-4141", "us-soc-43-9041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 65, "occScoreRange": [ 60, 71 ], "band": "high", "headlineShare": 0.6547561564461614, "headlineShareRange": [ 0.6050217286335106, 0.7252535007242881 ], "scoredTaskCount": 139 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "38 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4133", "market": "uk", "socCode": "4133", "title": "Stock control clerks and assistants", "slug": "stock-control-clerks-and-assistants", "description": "Stock control clerks and assistants receive orders from customers, prepare requisitions or despatch documents for ordered goods, maintain and update records, files and other correspondence in relation to the storage and despatch of goods.", "taskIds": [ "uk-4133-T-00002", "uk-4133-T-12104", "uk-4133-T-00649", "uk-4133-T-07315", "uk-4133-T-11894", "uk-4133-T-12192", "uk-4133-T-14225", "uk-4133-T-21084", "uk-4133-T-00650", "uk-4133-T-10375", "uk-4133-T-15508", "uk-4133-T-19791", "uk-4133-T-21517", "uk-4133-T-00903", "uk-4133-T-05546", "uk-4133-T-11569", "uk-4133-T-14622", "uk-4133-T-00892", "uk-4133-T-02753", "uk-4133-T-13580", "uk-4133-T-16159", "uk-4133-T-02388", "uk-4133-T-18219", "uk-4133-T-01056", "uk-4133-T-05051", "uk-4133-T-06091", "uk-4133-T-08324", "uk-4133-T-17328", "uk-4133-T-18330", "uk-4133-T-06043", "uk-4133-T-07223", "uk-4133-T-06742", "uk-4133-T-06796", "uk-4133-T-08234", "uk-4133-T-08978", "uk-4133-T-09995", "uk-4133-T-10001", "uk-4133-T-20184", "uk-4133-T-20201" ], "employment": { "value": 79500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29991, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-5061", "us-soc-43-5071", "us-soc-43-5111", "us-soc-53-7065" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 49, "occScoreRange": [ 43, 55 ], "band": "partial", "headlineShare": 0.47752808988764034, "headlineShareRange": [ 0.30337078651685384, 0.593632958801498 ], "scoredTaskCount": 39 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4134", "market": "uk", "socCode": "4134", "title": "Transport and distribution clerks and assistants", "slug": "transport-and-distribution-clerks-and-assistants", "description": "Transport and distribution clerks and assistants perform various clerical functions relating to the transport and distribution of goods and freight.", "taskIds": [ "uk-4134-T-01356", "uk-4134-T-01397", "uk-4134-T-01336", "uk-4134-T-01394", "uk-4134-T-10994", "uk-4134-T-12192", "uk-4134-T-01342", "uk-4134-T-11569", "uk-4134-T-12466", "uk-4134-T-01351", "uk-4134-T-04883", "uk-4134-T-11158", "uk-4134-T-16128", "uk-4134-T-01538", "uk-4134-T-09865", "uk-4134-T-11766", "uk-4134-T-12683", "uk-4134-T-21271", "uk-4134-T-01005", "uk-4134-T-04773", "uk-4134-T-07852", "uk-4134-T-11773", "uk-4134-T-13632", "uk-4134-T-14510", "uk-4134-T-16240", "uk-4134-T-01392", "uk-4134-T-02308", "uk-4134-T-03639", "uk-4134-T-04888", "uk-4134-T-04889", "uk-4134-T-04952", "uk-4134-T-06430", "uk-4134-T-07765", "uk-4134-T-08482", "uk-4134-T-09617", "uk-4134-T-10157", "uk-4134-T-11069", "uk-4134-T-11422", "uk-4134-T-12357", "uk-4134-T-13693", "uk-4134-T-13699", "uk-4134-T-16037", "uk-4134-T-16443", "uk-4134-T-16635", "uk-4134-T-21917" ], "employment": { "value": 69500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33508, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-5032" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 60, "occScoreRange": [ 54, 66 ], "band": "high", "headlineShare": 0.5706713780918726, "headlineShareRange": [ 0.4416961130742049, 0.6908127208480563 ], "scoredTaskCount": 45 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "13 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4135", "market": "uk", "socCode": "4135", "title": "Library clerks and assistants", "slug": "library-clerks-and-assistants", "description": "Library clerks and assistants classify, sort and file publications, documents, audio-visual and computerised material in libraries and offices.", "taskIds": [ "uk-4135-T-02999", "uk-4135-T-02849", "uk-4135-T-03004", "uk-4135-T-01067", "uk-4135-T-02986", "uk-4135-T-09333", "uk-4135-T-01075", "uk-4135-T-09282", "uk-4135-T-11889", "uk-4135-T-14340", "uk-4135-T-17565", "uk-4135-T-18441", "uk-4135-T-02012", "uk-4135-T-06280", "uk-4135-T-10367", "uk-4135-T-12032", "uk-4135-T-14367", "uk-4135-T-16134", "uk-4135-T-18348", "uk-4135-T-01976", "uk-4135-T-03721", "uk-4135-T-08107", "uk-4135-T-11100", "uk-4135-T-13884", "uk-4135-T-14996", "uk-4135-T-16130", "uk-4135-T-18330", "uk-4135-T-18428", "uk-4135-T-18931", "uk-4135-T-14237", "uk-4135-T-15178", "uk-4135-T-17709", "uk-4135-T-18665", "uk-4135-T-05546", "uk-4135-T-08734", "uk-4135-T-11696", "uk-4135-T-14794", "uk-4135-T-15498", "uk-4135-T-17758", "uk-4135-T-18763", "uk-4135-T-19174", "uk-4135-T-20922", "uk-4135-T-14954", "uk-4135-T-15513", "uk-4135-T-20291", "uk-4135-T-14985", "uk-4135-T-19956" ], "employment": { "value": 24000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28134, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-4013", "us-soc-25-4031", "us-soc-43-4121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 41, "occScoreRange": [ 36, 47 ], "band": "partial", "headlineShare": 0.36818181818181817, "headlineShareRange": [ 0.35, 0.36818181818181817 ], "scoredTaskCount": 47 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:43.907Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4136", "market": "uk", "socCode": "4136", "title": "Human resources administrative occupations", "slug": "human-resources-administrative-occupations", "description": "Human resources administrative occupations provide administrative support for the human resources (HR) operations within organisations.", "taskIds": [ "uk-4136-T-04183", "uk-4136-T-21483", "uk-4136-T-00035", "uk-4136-T-04083", "uk-4136-T-07626", "uk-4136-T-16576", "uk-4136-T-19083", "uk-4136-T-01391", "uk-4136-T-04607", "uk-4136-T-07428", "uk-4136-T-10927", "uk-4136-T-14763", "uk-4136-T-18587", "uk-4136-T-01955", "uk-4136-T-06787", "uk-4136-T-08154", "uk-4136-T-11746", "uk-4136-T-17533", "uk-4136-T-02872", "uk-4136-T-08603", "uk-4136-T-11972", "uk-4136-T-13720", "uk-4136-T-16621", "uk-4136-T-21348", "uk-4136-T-09518", "uk-4136-T-12939", "uk-4136-T-03903", "uk-4136-T-08145", "uk-4136-T-12424", "uk-4136-T-17253", "uk-4136-T-09096", "uk-4136-T-04814", "uk-4136-T-05783", "uk-4136-T-15073", "uk-4136-T-05096", "uk-4136-T-05757", "uk-4136-T-06033", "uk-4136-T-14394", "uk-4136-T-16263", "uk-4136-T-05629", "uk-4136-T-08586", "uk-4136-T-13132", "uk-4136-T-18114", "uk-4136-T-05566", "uk-4136-T-09788", "uk-4136-T-14363", "uk-4136-T-16758", "uk-4136-T-18488", "uk-4136-T-01743", "uk-4136-T-06708", "uk-4136-T-10958", "uk-4136-T-15033", "uk-4136-T-18098", "uk-4136-T-20156", "uk-4136-T-07653", "uk-4136-T-16021", "uk-4136-T-06348", "uk-4136-T-11831", "uk-4136-T-08167" ], "employment": { "value": 60300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26851, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-4161" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 62, "occScoreRange": [ 57, 68 ], "band": "high", "headlineShare": 0.6252653927813163, "headlineShareRange": [ 0.51380042462845, 0.6698513800424628 ], "scoredTaskCount": 64 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "33 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4141", "market": "uk", "socCode": "4141", "title": "Office managers", "slug": "office-managers", "description": "Office managers plan, organise and co-ordinate the activities and resources of offices within commercial, industrial and other non-governmental organisations and public agencies. (National and local government office managers are classified to unit group 3561: Public services associate professionals.)", "taskIds": [ "uk-4141-T-00721", "uk-4141-T-05775", "uk-4141-T-09853", "uk-4141-T-12097", "uk-4141-T-12528", "uk-4141-T-12609", "uk-4141-T-14325", "uk-4141-T-17312", "uk-4141-T-21120", "uk-4141-T-06324", "uk-4141-T-00493", "uk-4141-T-01447", "uk-4141-T-04916", "uk-4141-T-05744", "uk-4141-T-06785", "uk-4141-T-07445", "uk-4141-T-09020", "uk-4141-T-09290", "uk-4141-T-09906", "uk-4141-T-12673", "uk-4141-T-13124", "uk-4141-T-14606", "uk-4141-T-15073", "uk-4141-T-16179", "uk-4141-T-16459", "uk-4141-T-18481", "uk-4141-T-18490", "uk-4141-T-18553", "uk-4141-T-00136", "uk-4141-T-04207", "uk-4141-T-05604", "uk-4141-T-07205", "uk-4141-T-16312", "uk-4141-T-02133" ], "employment": { "value": 155000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 38630, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-3012", "us-soc-11-3013", "us-soc-11-3061", "us-soc-11-9131", "us-soc-11-9171" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 50, "occScoreRange": [ 44, 56 ], "band": "partial", "headlineShare": 0.3284823284823286, "headlineShareRange": [ 0.24116424116424126, 0.5634095634095634 ], "scoredTaskCount": 34 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "14 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4142", "market": "uk", "socCode": "4142", "title": "Office supervisors", "slug": "office-supervisors", "description": "Office supervisors oversee operations and directly supervise and coordinate the activities of those carrying out general administrative and clerical work and performing specialist administrative and clerical duties in relation to finance, records, sales and other services to a variety of commercial, industrial and other non-governmental organisations and public agencies.", "taskIds": [ "uk-4142-T-00289", "uk-4142-T-00709", "uk-4142-T-02048", "uk-4142-T-04309", "uk-4142-T-04888", "uk-4142-T-04889", "uk-4142-T-08422", "uk-4142-T-11891", "uk-4142-T-12103", "uk-4142-T-12104", "uk-4142-T-19305", "uk-4142-T-19983", "uk-4142-T-20049", "uk-4142-T-20050", "uk-4142-T-00191", "uk-4142-T-01363", "uk-4142-T-01658", "uk-4142-T-02303", "uk-4142-T-03710", "uk-4142-T-04361", "uk-4142-T-04733", "uk-4142-T-04744", "uk-4142-T-06922", "uk-4142-T-10024", "uk-4142-T-10759", "uk-4142-T-11830", "uk-4142-T-11934", "uk-4142-T-14259", "uk-4142-T-17164", "uk-4142-T-17476", "uk-4142-T-17976", "uk-4142-T-18480", "uk-4142-T-20292", "uk-4142-T-00447", "uk-4142-T-02431", "uk-4142-T-04743", "uk-4142-T-04861", "uk-4142-T-11462", "uk-4142-T-12059", "uk-4142-T-15048", "uk-4142-T-18256", "uk-4142-T-18632", "uk-4142-T-01045" ], "employment": { "value": 53200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33174, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-29-2072", "us-soc-43-1011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 50, 62 ], "band": "partial", "headlineShare": 0.5296052631578945, "headlineShareRange": [ 0.4342105263157894, 0.5493421052631577 ], "scoredTaskCount": 43 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "28 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4143", "market": "uk", "socCode": "4143", "title": "Customer service managers", "slug": "customer-service-managers", "description": "Customer service managers plan, organise and co-ordinate resources necessary for receiving and dealing with the responses, complaints or further requirements of purchasers and users of a product or service, and manage customer service occupations.", "taskIds": [ "uk-4143-T-00191", "uk-4143-T-00289", "uk-4143-T-00879", "uk-4143-T-01363", "uk-4143-T-01658", "uk-4143-T-02048", "uk-4143-T-03710", "uk-4143-T-04361", "uk-4143-T-04733", "uk-4143-T-04744", "uk-4143-T-04889", "uk-4143-T-06922", "uk-4143-T-08422", "uk-4143-T-10024", "uk-4143-T-10029", "uk-4143-T-10759", "uk-4143-T-11462", "uk-4143-T-11830", "uk-4143-T-12276", "uk-4143-T-16641", "uk-4143-T-17070", "uk-4143-T-17164", "uk-4143-T-17166", "uk-4143-T-17478", "uk-4143-T-18256", "uk-4143-T-18281", "uk-4143-T-18489", "uk-4143-T-19305", "uk-4143-T-19983", "uk-4143-T-20049", "uk-4143-T-20050", "uk-4143-T-20292", "uk-4143-T-00447", "uk-4143-T-01045", "uk-4143-T-04861", "uk-4143-T-08349", "uk-4143-T-12059", "uk-4143-T-13810", "uk-4143-T-18064", "uk-4143-T-18632" ], "employment": { "value": 106200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 37535, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-1011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 55, "occScoreRange": [ 49, 61 ], "band": "partial", "headlineShare": 0.46794871794871773, "headlineShareRange": [ 0.3910256410256408, 0.5416666666666665 ], "scoredTaskCount": 40 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4151", "market": "uk", "socCode": "4151", "title": "Sales administrators", "slug": "sales-administrators", "description": "Sales administrators provide support to the process of selling equipment, materials and other products or services.", "taskIds": [ "uk-4151-T-00434", "uk-4151-T-01043", "uk-4151-T-01056", "uk-4151-T-01354", "uk-4151-T-03488", "uk-4151-T-03641", "uk-4151-T-05541", "uk-4151-T-05568", "uk-4151-T-10092", "uk-4151-T-12104", "uk-4151-T-13783", "uk-4151-T-13793", "uk-4151-T-15462", "uk-4151-T-15824", "uk-4151-T-16414", "uk-4151-T-16548", "uk-4151-T-16945", "uk-4151-T-17347", "uk-4151-T-18254", "uk-4151-T-18330", "uk-4151-T-19130", "uk-4151-T-20075", "uk-4151-T-21045", "uk-4151-T-21160", "uk-4151-T-21490", "uk-4151-T-21869", "uk-4151-T-00196", "uk-4151-T-02080", "uk-4151-T-02394", "uk-4151-T-03950", "uk-4151-T-04855", "uk-4151-T-08503", "uk-4151-T-08773", "uk-4151-T-09037", "uk-4151-T-14271", "uk-4151-T-14385", "uk-4151-T-15508", "uk-4151-T-15663", "uk-4151-T-18625", "uk-4151-T-18678", "uk-4151-T-19163", "uk-4151-T-19172", "uk-4151-T-19906", "uk-4151-T-20625", "uk-4151-T-20920", "uk-4151-T-20926" ], "employment": { "value": 85100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28745, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-4021", "us-soc-43-4151", "us-soc-43-4199", "us-soc-43-9199" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 55, "occScoreRange": [ 50, 61 ], "band": "partial", "headlineShare": 0.5373563218390802, "headlineShareRange": [ 0.4568965517241377, 0.6005747126436778 ], "scoredTaskCount": 46 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4152", "market": "uk", "socCode": "4152", "title": "Data entry administrators", "slug": "data-entry-administrators", "description": "Data entry administrators enter a variety of information into databases using various software packages and assist colleagues in retrieving information.", "taskIds": [ "uk-4152-T-08115", "uk-4152-T-00176", "uk-4152-T-03712", "uk-4152-T-21528", "uk-4152-T-02948", "uk-4152-T-07029", "uk-4152-T-17016", "uk-4152-T-21068", "uk-4152-T-03677", "uk-4152-T-09473", "uk-4152-T-17240", "uk-4152-T-05294", "uk-4152-T-17499", "uk-4152-T-03381", "uk-4152-T-14385", "uk-4152-T-18008", "uk-4152-T-19789", "uk-4152-T-03671", "uk-4152-T-18952", "uk-4152-T-03331", "uk-4152-T-12168", "uk-4152-T-15975", "uk-4152-T-19603" ], "employment": { "value": 22900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28316, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-9021" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 75, "occScoreRange": [ 70, 80 ], "band": "high", "headlineShare": 0.784660766961652, "headlineShareRange": [ 0.6784660766961652, 0.8259587020648967 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4159", "market": "uk", "socCode": "4159", "title": "Other administrative occupations n.e.c.", "slug": "other-administrative-occupations-n-e-c", "description": "Job holders in this unit group are responsible for recording, filing and disseminating information for a business, organisation or individual not elsewhere classified in minor group 415: Other administrative occupations", "taskIds": [ "uk-4159-T-02546", "uk-4159-T-01405", "uk-4159-T-03708", "uk-4159-T-08775", "uk-4159-T-17247", "uk-4159-T-20918", "uk-4159-T-01074", "uk-4159-T-07445", "uk-4159-T-12065", "uk-4159-T-14070", "uk-4159-T-17284", "uk-4159-T-20299", "uk-4159-T-20928", "uk-4159-T-02153", "uk-4159-T-07627", "uk-4159-T-12421", "uk-4159-T-16368", "uk-4159-T-18327", "uk-4159-T-02337", "uk-4159-T-03779", "uk-4159-T-11820", "uk-4159-T-12660", "uk-4159-T-15518", "uk-4159-T-16626", "uk-4159-T-20363", "uk-4159-T-04888", "uk-4159-T-12461", "uk-4159-T-14774", "uk-4159-T-00541", "uk-4159-T-05686", "uk-4159-T-10974", "uk-4159-T-13459", "uk-4159-T-14773", "uk-4159-T-18479", "uk-4159-T-21318", "uk-4159-T-14423", "uk-4159-T-05069", "uk-4159-T-08627", "uk-4159-T-14415", "uk-4159-T-18225", "uk-4159-T-20729", "uk-4159-T-11645", "uk-4159-T-00141", "uk-4159-T-08124", "uk-4159-T-11737", "uk-4159-T-14763", "uk-4159-T-16212", "uk-4159-T-18372", "uk-4159-T-03488", "uk-4159-T-15538", "uk-4159-T-18227", "uk-4159-T-07913", "uk-4159-T-13006", "uk-4159-T-05559", "uk-4159-T-20173", "uk-4159-T-20172", "uk-4159-T-03511", "uk-4159-T-16513", "uk-4159-T-11673", "uk-4159-T-05044", "uk-4159-T-16971", "uk-4159-T-01032", "uk-4159-T-05041", "uk-4159-T-09720", "uk-4159-T-04547", "uk-4159-T-09645", "uk-4159-T-19177", "uk-4159-T-04533", "uk-4159-T-17004", "uk-4159-T-21124", "uk-4159-T-19881", "uk-4159-T-03216", "uk-4159-T-05047", "uk-4159-T-11714", "uk-4159-T-18299", "uk-4159-T-02916", "uk-4159-T-07186", "uk-4159-T-12876", "uk-4159-T-18453", "uk-4159-T-03612", "uk-4159-T-12403", "uk-4159-T-14029", "uk-4159-T-21350", "uk-4159-T-18241", "uk-4159-T-18244" ], "employment": { "value": 554000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28294, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-9081" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 62, "occScoreRange": [ 56, 68 ], "band": "high", "headlineShare": 0.6406748746010037, "headlineShareRange": [ 0.4377564979480168, 0.7710898312813503 ], "scoredTaskCount": 157 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4211", "market": "uk", "socCode": "4211", "title": "Medical secretaries", "slug": "medical-secretaries", "description": "Medical secretaries deal with correspondence, make appointments and handle patients’ queries file and maintain medical and other records transcribe notes and dictation and perform other clerical tasks in hospitals/surgeries and other medical establishments.", "taskIds": [ "uk-4211-T-01075", "uk-4211-T-07057", "uk-4211-T-09217", "uk-4211-T-11962", "uk-4211-T-18874", "uk-4211-T-21075", "uk-4211-T-00159", "uk-4211-T-01390", "uk-4211-T-03743", "uk-4211-T-07888", "uk-4211-T-11623", "uk-4211-T-14279", "uk-4211-T-16408", "uk-4211-T-18853", "uk-4211-T-19341", "uk-4211-T-20925", "uk-4211-T-01051", "uk-4211-T-01399", "uk-4211-T-04433", "uk-4211-T-07370", "uk-4211-T-10939", "uk-4211-T-14070", "uk-4211-T-15553", "uk-4211-T-17064", "uk-4211-T-17368", "uk-4211-T-18855", "uk-4211-T-20746", "uk-4211-T-01340", "uk-4211-T-02578", "uk-4211-T-06209", "uk-4211-T-10938", "uk-4211-T-11759", "uk-4211-T-14221", "uk-4211-T-14809", "uk-4211-T-16368", "uk-4211-T-17302", "uk-4211-T-20778", "uk-4211-T-21351", "uk-4211-T-02618", "uk-4211-T-20786", "uk-4211-T-11863", "uk-4211-T-16097", "uk-4211-T-17099", "uk-4211-T-20324", "uk-4211-T-16237" ], "employment": { "value": 62500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26958, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-31-9094", "us-soc-43-6013" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 65, "occScoreRange": [ 60, 70 ], "band": "high", "headlineShare": 0.6842105263157896, "headlineShareRange": [ 0.6586466165413535, 0.7067669172932333 ], "scoredTaskCount": 45 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "14 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4212", "market": "uk", "socCode": "4212", "title": "Legal secretaries", "slug": "legal-secretaries", "description": "Legal secretaries file and maintain legal and other records, transcribe notes and dictation into typewritten form and perform other routine clerical tasks in legal practices.", "taskIds": [ "uk-4212-T-01074", "uk-4212-T-05116", "uk-4212-T-07449", "uk-4212-T-09343", "uk-4212-T-15700", "uk-4212-T-19201", "uk-4212-T-01958", "uk-4212-T-07422", "uk-4212-T-14310", "uk-4212-T-15680", "uk-4212-T-18596", "uk-4212-T-20749", "uk-4212-T-00195", "uk-4212-T-01340", "uk-4212-T-03557", "uk-4212-T-07434", "uk-4212-T-11634", "uk-4212-T-14428", "uk-4212-T-15701", "uk-4212-T-16364", "uk-4212-T-18513", "uk-4212-T-20363", "uk-4212-T-16365", "uk-4212-T-00082", "uk-4212-T-01916", "uk-4212-T-03853", "uk-4212-T-07825", "uk-4212-T-12067", "uk-4212-T-15379", "uk-4212-T-16084", "uk-4212-T-18594", "uk-4212-T-19885", "uk-4212-T-05542", "uk-4212-T-07735", "uk-4212-T-08147", "uk-4212-T-12421", "uk-4212-T-15437", "uk-4212-T-16204", "uk-4212-T-16795", "uk-4212-T-18891" ], "employment": { "value": 30700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26968, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-6012" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 63, "occScoreRange": [ 58, 68 ], "band": "high", "headlineShare": 0.6489563567362425, "headlineShareRange": [ 0.5711574952561668, 0.7229601518026562 ], "scoredTaskCount": 40 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4213", "market": "uk", "socCode": "4213", "title": "School secretaries", "slug": "school-secretaries", "description": "School secretaries provide administrative support in schools by keeping and maintaining school records and performing a range of routine clerical tasks within the school.", "taskIds": [ "uk-4213-T-09200", "uk-4213-T-11709", "uk-4213-T-20299", "uk-4213-T-21653", "uk-4213-T-01056", "uk-4213-T-08035", "uk-4213-T-09227", "uk-4213-T-14070", "uk-4213-T-17284", "uk-4213-T-00352", "uk-4213-T-01340", "uk-4213-T-04754", "uk-4213-T-05709", "uk-4213-T-07362", "uk-4213-T-09349", "uk-4213-T-12421", "uk-4213-T-14079", "uk-4213-T-14287", "uk-4213-T-14946", "uk-4213-T-16479", "uk-4213-T-17581", "uk-4213-T-20768", "uk-4213-T-01400", "uk-4213-T-07445", "uk-4213-T-12660", "uk-4213-T-18330", "uk-4213-T-01043", "uk-4213-T-02279", "uk-4213-T-05107", "uk-4213-T-07168", "uk-4213-T-08124", "uk-4213-T-12097", "uk-4213-T-12528", "uk-4213-T-14204", "uk-4213-T-14325", "uk-4213-T-15047", "uk-4213-T-16727", "uk-4213-T-18842", "uk-4213-T-21193", "uk-4213-T-02329", "uk-4213-T-04868", "uk-4213-T-09128", "uk-4213-T-12140", "uk-4213-T-14245", "uk-4213-T-14422", "uk-4213-T-15543" ], "employment": { "value": 50600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26463, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-3061", "us-soc-43-9061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 56, "occScoreRange": [ 52, 62 ], "band": "partial", "headlineShare": 0.5692821368948245, "headlineShareRange": [ 0.4724540901502503, 0.6143572621035057 ], "scoredTaskCount": 46 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "35 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4214", "market": "uk", "socCode": "4214", "title": "Company secretaries and administrators", "slug": "company-secretaries-and-administrators", "description": "Company secretaries (excluding professional/chartered company secretaries) file and maintain company records, translate notes and dictation into typewritten form and perform other clerical tasks within commercial organisations.", "taskIds": [ "uk-4214-T-10081", "uk-4214-T-08711", "uk-4214-T-12098", "uk-4214-T-19883", "uk-4214-T-01340", "uk-4214-T-09301", "uk-4214-T-14335", "uk-4214-T-20216", "uk-4214-T-01074", "uk-4214-T-12587", "uk-4214-T-15694", "uk-4214-T-07434", "uk-4214-T-14705", "uk-4214-T-04979", "uk-4214-T-13218", "uk-4214-T-06655", "uk-4214-T-14566", "uk-4214-T-19885", "uk-4214-T-15437" ], "employment": { "value": 24800, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-27-3092", "us-soc-43-6011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 61, "occScoreRange": [ 55, 67 ], "band": "high", "headlineShare": 0.6109215017064847, "headlineShareRange": [ 0.5153583617747441, 0.665529010238908 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4215", "market": "uk", "socCode": "4215", "title": "Personal assistants and other secretaries", "slug": "personal-assistants-and-other-secretaries", "description": "Personal assistants and other secretaries provide administrative and secretarial support to individuals, departmental or management teams within organisations.", "taskIds": [ "uk-4215-T-04781", "uk-4215-T-08776", "uk-4215-T-14763", "uk-4215-T-04890", "uk-4215-T-11949", "uk-4215-T-20923", "uk-4215-T-11968", "uk-4215-T-15469", "uk-4215-T-14953", "uk-4215-T-15849", "uk-4215-T-21283", "uk-4215-T-09925", "uk-4215-T-13498", "uk-4215-T-01430", "uk-4215-T-06747", "uk-4215-T-13148", "uk-4215-T-14206", "uk-4215-T-01340", "uk-4215-T-01400", "uk-4215-T-01405", "uk-4215-T-02160", "uk-4215-T-09199", "uk-4215-T-09227", "uk-4215-T-12421", "uk-4215-T-18358", "uk-4215-T-18842", "uk-4215-T-20768", "uk-4215-T-01441", "uk-4215-T-07362", "uk-4215-T-09349", "uk-4215-T-13893", "uk-4215-T-15047", "uk-4215-T-16479", "uk-4215-T-18372", "uk-4215-T-18874", "uk-4215-T-20299", "uk-4215-T-02780", "uk-4215-T-07462", "uk-4215-T-11944", "uk-4215-T-12528", "uk-4215-T-14946", "uk-4215-T-17284", "uk-4215-T-19583", "uk-4215-T-21193", "uk-4215-T-02114", "uk-4215-T-02854", "uk-4215-T-05260", "uk-4215-T-08082", "uk-4215-T-12140", "uk-4215-T-12660", "uk-4215-T-14070", "uk-4215-T-15543", "uk-4215-T-16195", "uk-4215-T-19579", "uk-4215-T-02329", "uk-4215-T-03820", "uk-4215-T-08124", "uk-4215-T-11709", "uk-4215-T-15514", "uk-4215-T-15585", "uk-4215-T-16246", "uk-4215-T-19936", "uk-4215-T-04868" ], "employment": { "value": 133700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34954, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-3092", "us-soc-43-6011", "us-soc-43-6014" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 65, "occScoreRange": [ 60, 71 ], "band": "high", "headlineShare": 0.7565502183406105, "headlineShareRange": [ 0.5622270742358073, 0.8002183406113529 ], "scoredTaskCount": 63 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4216", "market": "uk", "socCode": "4216", "title": "Receptionists", "slug": "receptionists", "description": "Receptionists receive and direct telephone calls and visitors to commercial, government and other establishments.", "taskIds": [ "uk-4216-T-01059", "uk-4216-T-09201", "uk-4216-T-09218", "uk-4216-T-01056", "uk-4216-T-06209", "uk-4216-T-14139", "uk-4216-T-01340", "uk-4216-T-09159", "uk-4216-T-12693", "uk-4216-T-18330", "uk-4216-T-11118", "uk-4216-T-01975", "uk-4216-T-09324", "uk-4216-T-12266", "uk-4216-T-16868", "uk-4216-T-21379", "uk-4216-T-01053", "uk-4216-T-03489", "uk-4216-T-11645", "uk-4216-T-12288", "uk-4216-T-12660", "uk-4216-T-16608", "uk-4216-T-20788", "uk-4216-T-02280", "uk-4216-T-11462", "uk-4216-T-12421", "uk-4216-T-16099", "uk-4216-T-16609", "uk-4216-T-16726", "uk-4216-T-19801" ], "employment": { "value": 149000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24678, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-6012", "us-soc-43-4081", "us-soc-43-4171" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 41, 51 ], "band": "partial", "headlineShare": 0.39705882352941174, "headlineShareRange": [ 0.3137254901960785, 0.536764705882353 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-4217", "market": "uk", "socCode": "4217", "title": "Typists and related keyboard occupations", "slug": "typists-and-related-keyboard-occupations", "description": "Typists and related keyboard occupations type letters, memos, reports and other documents from draft, handwritten or dictated matter, using appropriate software packages.", "taskIds": [ "uk-4217-T-16852", "uk-4217-T-21169", "uk-4217-T-16369", "uk-4217-T-20324", "uk-4217-T-08779", "uk-4217-T-17289", "uk-4217-T-20340", "uk-4217-T-18065", "uk-4217-T-21477", "uk-4217-T-11543", "uk-4217-T-17351", "uk-4217-T-02854", "uk-4217-T-12013", "uk-4217-T-20918", "uk-4217-T-20928", "uk-4217-T-03380", "uk-4217-T-09000", "uk-4217-T-14164", "uk-4217-T-02865", "uk-4217-T-07640", "uk-4217-T-16074", "uk-4217-T-19789", "uk-4217-T-03529", "uk-4217-T-10173", "uk-4217-T-17564", "uk-4217-T-20787", "uk-4217-T-07584", "uk-4217-T-12528", "uk-4217-T-12011" ], "employment": { "value": 5100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27170, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-9022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 72, "occScoreRange": [ 67, 78 ], "band": "high", "headlineShare": 0.7454819277108435, "headlineShareRange": [ 0.7003012048192774, 0.8177710843373496 ], "scoredTaskCount": 45 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5111", "market": "uk", "socCode": "5111", "title": "Farmers", "slug": "farmers", "description": "Farmers and related occupations cultivate arable crops, fruits and trees, and raise cattle, sheep, pigs, poultry and other livestock for consumption.", "taskIds": [ "uk-5111-T-02095", "uk-5111-T-08133", "uk-5111-T-09368", "uk-5111-T-11672", "uk-5111-T-13019", "uk-5111-T-14161", "uk-5111-T-19493", "uk-5111-T-19659", "uk-5111-T-02526", "uk-5111-T-07563", "uk-5111-T-11084", "uk-5111-T-11806", "uk-5111-T-12996", "uk-5111-T-14158", "uk-5111-T-20871", "uk-5111-T-07535", "uk-5111-T-10203", "uk-5111-T-11471", "uk-5111-T-11900", "uk-5111-T-13044", "uk-5111-T-13967", "uk-5111-T-19496", "uk-5111-T-08825", "uk-5111-T-09903", "uk-5111-T-11481", "uk-5111-T-13304", "uk-5111-T-17778", "uk-5111-T-03447", "uk-5111-T-09288", "uk-5111-T-12074", "uk-5111-T-13729", "uk-5111-T-13747", "uk-5111-T-15328", "uk-5111-T-17634", "uk-5111-T-05121", "uk-5111-T-07144", "uk-5111-T-07146", "uk-5111-T-09369", "uk-5111-T-13269", "uk-5111-T-13282", "uk-5111-T-14653", "uk-5111-T-04937", "uk-5111-T-09191", "uk-5111-T-14484", "uk-5111-T-19144", "uk-5111-T-01430", "uk-5111-T-02609", "uk-5111-T-07549", "uk-5111-T-10280", "uk-5111-T-16274", "uk-5111-T-00167", "uk-5111-T-03176", "uk-5111-T-07937", "uk-5111-T-15324", "uk-5111-T-11949", "uk-5111-T-17251", "uk-5111-T-06148", "uk-5111-T-19974", "uk-5111-T-01771", "uk-5111-T-04076", "uk-5111-T-11845", "uk-5111-T-13268", "uk-5111-T-14797", "uk-5111-T-00915", "uk-5111-T-13906", "uk-5111-T-16273", "uk-5111-T-18798", "uk-5111-T-02682", "uk-5111-T-13383", "uk-5111-T-15323", "uk-5111-T-02590", "uk-5111-T-04176", "uk-5111-T-07338", "uk-5111-T-21003", "uk-5111-T-00362", "uk-5111-T-07917", "uk-5111-T-08756", "uk-5111-T-08757", "uk-5111-T-12995", "uk-5111-T-20116", "uk-5111-T-02055", "uk-5111-T-02293", "uk-5111-T-04626", "uk-5111-T-08477", "uk-5111-T-11618", "uk-5111-T-13199", "uk-5111-T-14893", "uk-5111-T-02286", "uk-5111-T-02846", "uk-5111-T-13026", "uk-5111-T-13555", "uk-5111-T-18416", "uk-5111-T-19011", "uk-5111-T-02560", "uk-5111-T-03123", "uk-5111-T-09733", "uk-5111-T-13188", "uk-5111-T-14882", "uk-5111-T-18965", "uk-5111-T-02788", "uk-5111-T-09994", "uk-5111-T-11876", "uk-5111-T-14738", "uk-5111-T-17785", "uk-5111-T-19663", "uk-5111-T-10219", "uk-5111-T-11761", "uk-5111-T-11988", "uk-5111-T-01366", "uk-5111-T-06261", "uk-5111-T-10008", "uk-5111-T-02240", "uk-5111-T-03196", "uk-5111-T-09241", "uk-5111-T-07378", "uk-5111-T-16390", "uk-5111-T-03410", "uk-5111-T-14047", "uk-5111-T-14619", "uk-5111-T-20861", "uk-5111-T-11679", "uk-5111-T-13137", "uk-5111-T-16947", "uk-5111-T-01113", "uk-5111-T-03012", "uk-5111-T-15457", "uk-5111-T-20947", "uk-5111-T-00199", "uk-5111-T-11869", "uk-5111-T-13178", "uk-5111-T-00185", "uk-5111-T-13921", "uk-5111-T-03577", "uk-5111-T-13435" ], "employment": { "value": 99700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35295, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-19-4012", "us-soc-19-4013", "us-soc-45-1011", "us-soc-45-2021", "us-soc-45-2093" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0.03992146596858638, "headlineShareRange": [ 0.03075916230366492, 0.08835078534031414 ], "scoredTaskCount": 210 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5112", "market": "uk", "socCode": "5112", "title": "Horticultural trades", "slug": "horticultural-trades", "description": "Horticultural trades workers intensively cultivate vegetables, plants, fruit, shrubs, trees and flowers in greenhouses, market gardens, nurseries and orchards.", "taskIds": [ "uk-5112-T-02693", "uk-5112-T-09367", "uk-5112-T-09368", "uk-5112-T-21588", "uk-5112-T-02682", "uk-5112-T-04705", "uk-5112-T-08766", "uk-5112-T-10627", "uk-5112-T-12534", "uk-5112-T-15289", "uk-5112-T-16226", "uk-5112-T-16873", "uk-5112-T-20791", "uk-5112-T-01024", "uk-5112-T-03861", "uk-5112-T-04713", "uk-5112-T-08525", "uk-5112-T-09765", "uk-5112-T-11900", "uk-5112-T-12536", "uk-5112-T-14075", "uk-5112-T-15847", "uk-5112-T-19666", "uk-5112-T-20993", "uk-5112-T-00438", "uk-5112-T-03186", "uk-5112-T-06644", "uk-5112-T-09029", "uk-5112-T-11877", "uk-5112-T-12806", "uk-5112-T-13587", "uk-5112-T-15757", "uk-5112-T-16615", "uk-5112-T-19149", "uk-5112-T-03568", "uk-5112-T-03575", "uk-5112-T-06366", "uk-5112-T-11634", "uk-5112-T-12523", "uk-5112-T-12711", "uk-5112-T-13133", "uk-5112-T-13135", "uk-5112-T-14161", "uk-5112-T-16153", "uk-5112-T-16649", "uk-5112-T-05993", "uk-5112-T-12371", "uk-5112-T-12630", "uk-5112-T-12938", "uk-5112-T-14391", "uk-5112-T-15727", "uk-5112-T-16790", "uk-5112-T-19733" ], "employment": { "value": 13700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27262, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-19-4012", "us-soc-19-4013", "us-soc-37-3011", "us-soc-45-1011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 18, 27 ], "band": "low", "headlineShare": 0.09190672153635114, "headlineShareRange": [ 0.07818930041152261, 0.14403292181069954 ], "scoredTaskCount": 53 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5113", "market": "uk", "socCode": "5113", "title": "Gardeners and landscape gardeners", "slug": "gardeners-and-landscape-gardeners", "description": "Gardeners and landscape gardeners cultivate flowers, trees, shrubs and other plants in public and private gardens, construct features to improve the appearance of existing terrain, and cut and lay turf.", "taskIds": [ "uk-5113-T-05211", "uk-5113-T-06728", "uk-5113-T-00426", "uk-5113-T-05219", "uk-5113-T-07979", "uk-5113-T-15977", "uk-5113-T-03243", "uk-5113-T-05270", "uk-5113-T-09549", "uk-5113-T-15541", "uk-5113-T-16580", "uk-5113-T-04774", "uk-5113-T-05955", "uk-5113-T-06740", "uk-5113-T-10048", "uk-5113-T-15752", "uk-5113-T-18107", "uk-5113-T-10362", "uk-5113-T-21725", "uk-5113-T-03393", "uk-5113-T-08254", "uk-5113-T-12705", "uk-5113-T-03178", "uk-5113-T-11669", "uk-5113-T-13584", "uk-5113-T-21589", "uk-5113-T-02346", "uk-5113-T-04705", "uk-5113-T-07572", "uk-5113-T-13019", "uk-5113-T-13587", "uk-5113-T-14067", "uk-5113-T-15287", "uk-5113-T-16872", "uk-5113-T-21219", "uk-5113-T-21598", "uk-5113-T-00245", "uk-5113-T-06932", "uk-5113-T-08940", "uk-5113-T-15245", "uk-5113-T-20601", "uk-5113-T-21427", "uk-5113-T-03448", "uk-5113-T-13989", "uk-5113-T-20872", "uk-5113-T-03184", "uk-5113-T-10699", "uk-5113-T-13945", "uk-5113-T-19497", "uk-5113-T-11966", "uk-5113-T-12015", "uk-5113-T-01211", "uk-5113-T-01300", "uk-5113-T-02120", "uk-5113-T-10674", "uk-5113-T-01156", "uk-5113-T-02115", "uk-5113-T-05084", "uk-5113-T-10352", "uk-5113-T-20270", "uk-5113-T-01102", "uk-5113-T-01240", "uk-5113-T-05079", "uk-5113-T-08137", "uk-5113-T-10596", "uk-5113-T-13524", "uk-5113-T-19668", "uk-5113-T-05425", "uk-5113-T-05942", "uk-5113-T-08564", "uk-5113-T-19618", "uk-5113-T-20993", "uk-5113-T-02010", "uk-5113-T-09029", "uk-5113-T-12724", "uk-5113-T-15839", "uk-5113-T-20089", "uk-5113-T-00583", "uk-5113-T-04522", "uk-5113-T-00051", "uk-5113-T-01385" ], "employment": { "value": 165600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28539, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-17-1012", "us-soc-37-1012", "us-soc-37-3011", "us-soc-37-3013", "us-soc-45-2091", "us-soc-47-2181" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 15, 23 ], "band": "minimal", "headlineShare": 0.133008356545961, "headlineShareRange": [ 0.10306406685236766, 0.16643454038997213 ], "scoredTaskCount": 93 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5114", "market": "uk", "socCode": "5114", "title": "Groundsmen and greenkeepers", "slug": "groundsmen-and-greenkeepers", "description": "Groundsmen and greenkeepers cut and lay turf and maintain areas for golf courses and other sports grounds.", "taskIds": [ "uk-5114-T-00245", "uk-5114-T-07572", "uk-5114-T-08940", "uk-5114-T-13019", "uk-5114-T-13584", "uk-5114-T-13585", "uk-5114-T-13587", "uk-5114-T-14067", "uk-5114-T-15245", "uk-5114-T-21589", "uk-5114-T-21598", "uk-5114-T-02530", "uk-5114-T-04705", "uk-5114-T-04713", "uk-5114-T-11899", "uk-5114-T-15289", "uk-5114-T-15439", "uk-5114-T-15936", "uk-5114-T-16872", "uk-5114-T-17734", "uk-5114-T-21427", "uk-5114-T-02346", "uk-5114-T-03448", "uk-5114-T-09472", "uk-5114-T-11836", "uk-5114-T-13129", "uk-5114-T-13945", "uk-5114-T-13989", "uk-5114-T-20872", "uk-5114-T-00665", "uk-5114-T-03184", "uk-5114-T-05409", "uk-5114-T-08405", "uk-5114-T-11966", "uk-5114-T-12792", "uk-5114-T-13572", "uk-5114-T-16951", "uk-5114-T-19497" ], "employment": { "value": 30700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28288, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-1012", "us-soc-37-3013", "us-soc-45-2091" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 11 ], "band": "minimal", "headlineShare": 0.02866779089376054, "headlineShareRange": [ 0.02866779089376054, 0.05227655986509275 ], "scoredTaskCount": 38 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5119", "market": "uk", "socCode": "5119", "title": "Agricultural and fishing trades n.e.c.", "slug": "agricultural-and-fishing-trades-n-e-c", "description": "Job holders in this unit group perform a variety of agricultural, practical conservation activities, and fishing tasks not elsewhere classified in minor group 511: Agricultural and related trades.", "taskIds": [ "uk-5119-T-01195", "uk-5119-T-08768", "uk-5119-T-00583", "uk-5119-T-01801", "uk-5119-T-03190", "uk-5119-T-04365", "uk-5119-T-07923", "uk-5119-T-09504", "uk-5119-T-10301", "uk-5119-T-10401", "uk-5119-T-15290", "uk-5119-T-15291", "uk-5119-T-16874", "uk-5119-T-20874", "uk-5119-T-20884", "uk-5119-T-00564", "uk-5119-T-02285", "uk-5119-T-03448", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5212", "market": "uk", "socCode": "5212", "title": "Metal plate workers, smiths, moulders and related occupations", "slug": "metal-plate-workers-smiths-moulders-and-related-occupations", "description": "Metal plate workers, smiths, moulders and related occupations mark off, drill, shape, position, rivet and seal metal plates and girders to form structures and frameworks operate power hammers and presses to shape heated metal to requirements and to make and repair a variety of metal articles and make moulds and cores for casting metal and pour or inject molten metal into dies.", "taskIds": [ "uk-5212-T-00115", "uk-5212-T-11494", "uk-5212-T-15387", "uk-5212-T-01456", "uk-5212-T-14147", "uk-5212-T-03473", "uk-5212-T-13104", "uk-5212-T-17693", "uk-5212-T-19539", "uk-5212-T-08504", "uk-5212-T-15338", "uk-5212-T-17720", "uk-5212-T-19672", "uk-5212-T-17747", "uk-5212-T-19528", "uk-5212-T-16891", "uk-5212-T-19524", "uk-5212-T-20908", "uk-5212-T-19757", "uk-5212-T-02935", "uk-5212-T-08988", "uk-5212-T-08989", "uk-5212-T-15494", "uk-5212-T-19494", "uk-5212-T-20871", "uk-5212-T-01592", "uk-5212-T-13589", "uk-5212-T-07238", "uk-5212-T-07255", "uk-5212-T-16168", "uk-5212-T-03568", "uk-5212-T-11124", "uk-5212-T-19128", "uk-5212-T-09474", "uk-5212-T-11960", "uk-5212-T-20982", "uk-5212-T-11168", "uk-5212-T-09600", "uk-5212-T-16854", "uk-5212-T-03193", "uk-5212-T-05449", "uk-5212-T-12231", "uk-5212-T-17695", "uk-5212-T-02987", "uk-5212-T-05326", "uk-5212-T-06004", "uk-5212-T-08995", "uk-5212-T-11449", "uk-5212-T-13043", "uk-5212-T-15334", "uk-5212-T-17046", "uk-5212-T-19468", "uk-5212-T-01495", "uk-5212-T-03007", "uk-5212-T-06139", "uk-5212-T-10163", "uk-5212-T-11242", "uk-5212-T-14050", "uk-5212-T-15367", "uk-5212-T-16979", "uk-5212-T-17750", "uk-5212-T-19072", "uk-5212-T-19549", "uk-5212-T-21497", "uk-5212-T-04517", "uk-5212-T-07478", "uk-5212-T-11213", "uk-5212-T-14076", "uk-5212-T-18766", "uk-5212-T-19683", "uk-5212-T-02275", "uk-5212-T-09113", "uk-5212-T-14120", "uk-5212-T-19354", "uk-5212-T-05740", "uk-5212-T-19467", "uk-5212-T-01111", "uk-5212-T-01167", "uk-5212-T-11131", "uk-5212-T-16196", "uk-5212-T-00183", "uk-5212-T-12772", "uk-5212-T-18989", "uk-5212-T-10665", "uk-5212-T-14092", "uk-5212-T-15321", "uk-5212-T-03317", "uk-5212-T-08570", "uk-5212-T-12845", "uk-5212-T-15370", "uk-5212-T-16985", "uk-5212-T-17838", "uk-5212-T-19491", "uk-5212-T-20858", "uk-5212-T-21277", "uk-5212-T-19536", "uk-5212-T-19143" ], "employment": { "value": 10700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 37058, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-9045", "us-soc-51-4071" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0.007777057679844461, "headlineShareRange": [ 0, 0.04471808165910566 ], "scoredTaskCount": 100 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "34 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5213", "market": "uk", "socCode": "5213", "title": "Welding trades", "slug": "welding-trades", "description": "Welding trades workers join metal parts by welding, brazing and soldering, and cut and remove defects from metal using a variety of equipment and techniques.", "taskIds": [ "uk-5213-T-12977", "uk-5213-T-13979", "uk-5213-T-21619", "uk-5213-T-00072", "uk-5213-T-00675", "uk-5213-T-09250", "uk-5213-T-09814", "uk-5213-T-13938", "uk-5213-T-19821", "uk-5213-T-21628", "uk-5213-T-00179", "uk-5213-T-01193", "uk-5213-T-09308", "uk-5213-T-10234", "uk-5213-T-10416", "uk-5213-T-15405", "uk-5213-T-16979", "uk-5213-T-19434", "uk-5213-T-02214", "uk-5213-T-03112", "uk-5213-T-11444", "uk-5213-T-12912", "uk-5213-T-14885", "uk-5213-T-19116", "uk-5213-T-02318", "uk-5213-T-06075", "uk-5213-T-17676", "uk-5213-T-20882", "uk-5213-T-01458", "uk-5213-T-00187", "uk-5213-T-00677", "uk-5213-T-10591", "uk-5213-T-21146", "uk-5213-T-21622", "uk-5213-T-00212", "uk-5213-T-02111", "uk-5213-T-05440", "uk-5213-T-08938", "uk-5213-T-10391", "uk-5213-T-10393", "uk-5213-T-10410", "uk-5213-T-10876", "uk-5213-T-15715", "uk-5213-T-17021", "uk-5213-T-02031", "uk-5213-T-02889", "uk-5213-T-05422", "uk-5213-T-07496", "uk-5213-T-08238", "uk-5213-T-10459", "uk-5213-T-10592", "uk-5213-T-11978", "uk-5213-T-13353", "uk-5213-T-15100", "uk-5213-T-15202", "uk-5213-T-19076", "uk-5213-T-20600", "uk-5213-T-01129", "uk-5213-T-01244", "uk-5213-T-02032", "uk-5213-T-03368", "uk-5213-T-06964", "uk-5213-T-08190", "uk-5213-T-08672", "uk-5213-T-10384", "uk-5213-T-10512", "uk-5213-T-10598", "uk-5213-T-10652", "uk-5213-T-11509", "uk-5213-T-11981", "uk-5213-T-13398", "uk-5213-T-13768", "uk-5213-T-15168", "uk-5213-T-17689", "uk-5213-T-17793", "uk-5213-T-18414", "uk-5213-T-18945", "uk-5213-T-19511", "uk-5213-T-20553", "uk-5213-T-02411", "uk-5213-T-18449", "uk-5213-T-01460", "uk-5213-T-14175", "uk-5213-T-03775", "uk-5213-T-12287", "uk-5213-T-00208", "uk-5213-T-05642", "uk-5213-T-10419", "uk-5213-T-00047", "uk-5213-T-02345", "uk-5213-T-03827", "uk-5213-T-19358" ], "employment": { "value": 49800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35344, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-4121", "us-soc-51-4122" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0.02002931118710307, "headlineShareRange": [ 0.013190034196384951, 0.04250122129946261 ], "scoredTaskCount": 129 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "31 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5214", "market": "uk", "socCode": "5214", "title": "Pipe fitters", "slug": "pipe-fitters", "description": "Pipe fitters install pipe systems and maintain and repair pipes in major utilities, industrial and construction settings and sites.", "taskIds": [ "uk-5214-T-00677", "uk-5214-T-01458", "uk-5214-T-02111", "uk-5214-T-10459", "uk-5214-T-10591", "uk-5214-T-21622", "uk-5214-T-01281", "uk-5214-T-02031", "uk-5214-T-05440", "uk-5214-T-08238", "uk-5214-T-08672", "uk-5214-T-09482", "uk-5214-T-10393", "uk-5214-T-10592", "uk-5214-T-11978", "uk-5214-T-15202", "uk-5214-T-17035", "uk-5214-T-18882", "uk-5214-T-19076", "uk-5214-T-20600", "uk-5214-T-05422", "uk-5214-T-06964", "uk-5214-T-10220", "uk-5214-T-10598", "uk-5214-T-11509", "uk-5214-T-13768", "uk-5214-T-17021", "uk-5214-T-18342", "uk-5214-T-19006", "uk-5214-T-19511", "uk-5214-T-03225", "uk-5214-T-06335", "uk-5214-T-10280", "uk-5214-T-10652", "uk-5214-T-12768", "uk-5214-T-15168", "uk-5214-T-18945", "uk-5214-T-20384", "uk-5214-T-20741", "uk-5214-T-02032", "uk-5214-T-02411", "uk-5214-T-03575", "uk-5214-T-10384", "uk-5214-T-11519", "uk-5214-T-11981", "uk-5214-T-17793", "uk-5214-T-20553", "uk-5214-T-05083", "uk-5214-T-08542", "uk-5214-T-09195", "uk-5214-T-10379", "uk-5214-T-10546", "uk-5214-T-20929" ], "employment": { "value": 3700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 42580, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2151", "us-soc-47-2152" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 16 ], "band": "minimal", "headlineShare": 0.03757575757575754, "headlineShareRange": [ 0.03757575757575754, 0.07757575757575752 ], "scoredTaskCount": 53 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "35 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5221", "market": "uk", "socCode": "5221", "title": "Metal machining setters and setter-operators", "slug": "metal-machining-setters-and-setter-operators", "description": "Metal machining setters and setter-operators operate machines to drill, bore, grind, cut, mill or otherwise shape metal workpieces.", "taskIds": [ "uk-5221-T-08109", "uk-5221-T-16283", "uk-5221-T-19254", "uk-5221-T-21893", "uk-5221-T-00251", "uk-5221-T-02441", "uk-5221-T-07887", "uk-5221-T-07935", "uk-5221-T-10176", "uk-5221-T-10234", "uk-5221-T-10259", "uk-5221-T-11592", "uk-5221-T-11739", "uk-5221-T-13233", "uk-5221-T-14046", "uk-5221-T-18508", "uk-5221-T-18647", "uk-5221-T-19105", "uk-5221-T-19307", "uk-5221-T-19321", "uk-5221-T-19439", "uk-5221-T-19702", "uk-5221-T-20752", "uk-5221-T-02089", "uk-5221-T-02875", "uk-5221-T-02926", "uk-5221-T-06206", "uk-5221-T-06225", "uk-5221-T-11478", "uk-5221-T-11840", "uk-5221-T-13064", "uk-5221-T-13747", "uk-5221-T-14906", "uk-5221-T-15104", "uk-5221-T-15372", "uk-5221-T-17630", "uk-5221-T-18286", "uk-5221-T-18484", "uk-5221-T-19389", "uk-5221-T-19780", "uk-5221-T-02889", "uk-5221-T-03108", "uk-5221-T-09533", "uk-5221-T-11450", "uk-5221-T-11692", "uk-5221-T-13785", "uk-5221-T-16976", "uk-5221-T-17816", "uk-5221-T-18296", "uk-5221-T-18304", "uk-5221-T-18446", "uk-5221-T-20157", "uk-5221-T-03848", "uk-5221-T-10124" ], "employment": { "value": 40400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35718, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-4021", "us-soc-51-4022", "us-soc-51-4023", "us-soc-51-4031", "us-soc-51-4032", "us-soc-51-4033", "us-soc-51-4034", "us-soc-51-4035", "us-soc-51-4041", "us-soc-51-4081", "us-soc-51-4199", "us-soc-51-9161" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 17, 27 ], "band": "low", "headlineShare": 0.05371428571428569, "headlineShareRange": [ 0.0377142857142857, 0.1108571428571428 ], "scoredTaskCount": 54 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5222", "market": "uk", "socCode": "5222", "title": "Tool makers, tool fitters and markers-out", "slug": "tool-makers-tool-fitters-and-markers-out", "description": "Tool makers, tool fitters and markers-out mark out metal for machining and fit, assemble and repair machine and press tools, dies, jigs, fixtures and other tools.", "taskIds": [ "uk-5222-T-00676", "uk-5222-T-05233", "uk-5222-T-05455", "uk-5222-T-06953", "uk-5222-T-08845", "uk-5222-T-10234", "uk-5222-T-11593", "uk-5222-T-12912", "uk-5222-T-14035", "uk-5222-T-19353", "uk-5222-T-19408", "uk-5222-T-19439", "uk-5222-T-21893", "uk-5222-T-01483", "uk-5222-T-05073", "uk-5222-T-06139", "uk-5222-T-07507", "uk-5222-T-08783", "uk-5222-T-08994", "uk-5222-T-10225", "uk-5222-T-11132", "uk-5222-T-11248", "uk-5222-T-13320", "uk-5222-T-16979", "uk-5222-T-17809", "uk-5222-T-18934", "uk-5222-T-19234", "uk-5222-T-19355", "uk-5222-T-19357", "uk-5222-T-19441", "uk-5222-T-20542", "uk-5222-T-00163", "uk-5222-T-01626", "uk-5222-T-02926", "uk-5222-T-05844", "uk-5222-T-07300", "uk-5222-T-08552", "uk-5222-T-10450", "uk-5222-T-10583", "uk-5222-T-11507", "uk-5222-T-11529", "uk-5222-T-11587", "uk-5222-T-13067", "uk-5222-T-14074", "uk-5222-T-18811", "uk-5222-T-19049", "uk-5222-T-20189", "uk-5222-T-20517", "uk-5222-T-20587", "uk-5222-T-02892", "uk-5222-T-05174", "uk-5222-T-07338", "uk-5222-T-09867", "uk-5222-T-10542", "uk-5222-T-11571", "uk-5222-T-16282", "uk-5222-T-19561", "uk-5222-T-19592", "uk-5222-T-21053", "uk-5222-T-04509", "uk-5222-T-08109", "uk-5222-T-12769", "uk-5222-T-12913", "uk-5222-T-19354", "uk-5222-T-03007", "uk-5222-T-05380", "uk-5222-T-06166", "uk-5222-T-06829", "uk-5222-T-08782", "uk-5222-T-09238", "uk-5222-T-12890", "uk-5222-T-14898", "uk-5222-T-14935", "uk-5222-T-19345", "uk-5222-T-19470", "uk-5222-T-21153", "uk-5222-T-01227", "uk-5222-T-03642", "uk-5222-T-06267", "uk-5222-T-10801", "uk-5222-T-11445", "uk-5222-T-20986", "uk-5222-T-21554", "uk-5222-T-02244", "uk-5222-T-04479", "uk-5222-T-13841", "uk-5222-T-17991" ], "employment": { "value": 8600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39902, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-9094", "us-soc-51-4061", "us-soc-51-4062", "us-soc-51-4111", "us-soc-51-4192", "us-soc-51-9162" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 15, 23 ], "band": "minimal", "headlineShare": 0.06315789473684208, "headlineShareRange": [ 0.06315789473684208, 0.1817543859649122 ], "scoredTaskCount": 91 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "53 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5223", "market": "uk", "socCode": "5223", "title": "Metal working production and maintenance fitters and technicians", "slug": "metal-working-production-and-maintenance-fitters-and-technicians", "description": "Metal working production and maintenance fitters and technicians erect, install and repair electrical and mechanical plant and industrial machinery, fit and assemble parts and sub-assemblies in the manufacture of metal products and test and adjust new motor vehicles and engines.", "taskIds": [ "uk-5223-T-00864", "uk-5223-T-06686", "uk-5223-T-10588", "uk-5223-T-19229", "uk-5223-T-20492", "uk-5223-T-01243", "uk-5223-T-06188", "uk-5223-T-10498", "uk-5223-T-14883", "uk-5223-T-20134", "uk-5223-T-20559", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5224", "market": "uk", "socCode": "5224", "title": "Precision instrument makers and repairers", "slug": "precision-instrument-makers-and-repairers", "description": "Precision instrument makers and repairers make, calibrate, test and repair precision and optical instruments such as barometers, compasses, cameras, calibrators, watches, clocks and chronometers.", "taskIds": [ "uk-5224-T-02497", "uk-5224-T-00777", "uk-5224-T-02571", "uk-5224-T-11667", "uk-5224-T-03872", "uk-5224-T-08047", "uk-5224-T-10234", "uk-5224-T-18435", "uk-5224-T-03599", "uk-5224-T-05892", "uk-5224-T-09827", "uk-5224-T-10970", "uk-5224-T-15929", "uk-5224-T-03253", "uk-5224-T-07480", "uk-5224-T-10279", "uk-5224-T-12761", "uk-5224-T-16980", "uk-5224-T-02133", "uk-5224-T-02190", "uk-5224-T-07293", "uk-5224-T-14243", "uk-5224-T-01496", "uk-5224-T-00260", "uk-5224-T-03113", "uk-5224-T-10249", "uk-5224-T-19203", "uk-5224-T-02887", "uk-5224-T-07839", "uk-5224-T-10336", "uk-5224-T-11643", "uk-5224-T-14777", "uk-5224-T-21474", "uk-5224-T-01741", "uk-5224-T-10353", "uk-5224-T-12913", "uk-5224-T-17358", "uk-5224-T-18473", "uk-5224-T-00618", "uk-5224-T-02030", "uk-5224-T-08863", "uk-5224-T-10826", "uk-5224-T-12756", "uk-5224-T-12757", "uk-5224-T-15029", "uk-5224-T-16963", "uk-5224-T-16965", "uk-5224-T-17881", "uk-5224-T-18442", "uk-5224-T-18507", "uk-5224-T-21051", "uk-5224-T-04636", "uk-5224-T-07395", "uk-5224-T-09184", "uk-5224-T-10866", "uk-5224-T-14231", "uk-5224-T-16701", "uk-5224-T-17135", "uk-5224-T-18345", "uk-5224-T-20153", "uk-5224-T-09310", "uk-5224-T-12202", "uk-5224-T-00280", "uk-5224-T-01715", "uk-5224-T-03148", "uk-5224-T-09623", "uk-5224-T-10258", "uk-5224-T-13878", "uk-5224-T-14880", "uk-5224-T-17850", "uk-5224-T-18402", "uk-5224-T-19230", "uk-5224-T-20301", "uk-5224-T-20584", "uk-5224-T-05635", "uk-5224-T-07272", "uk-5224-T-09082", "uk-5224-T-13892", "uk-5224-T-15474", "uk-5224-T-17888", "uk-5224-T-19644", "uk-5224-T-20490", "uk-5224-T-03648", "uk-5224-T-07390", "uk-5224-T-07417", "uk-5224-T-07754", "uk-5224-T-08689", "uk-5224-T-12017", "uk-5224-T-12769", "uk-5224-T-17264", "uk-5224-T-17546", "uk-5224-T-21681", "uk-5224-T-03040", "uk-5224-T-08088", "uk-5224-T-08462", "uk-5224-T-11688", "uk-5224-T-12141", "uk-5224-T-13857", "uk-5224-T-14250", "uk-5224-T-15393", "uk-5224-T-17349", "uk-5224-T-18445", "uk-5224-T-08289", "uk-5224-T-14720", "uk-5224-T-03093", "uk-5224-T-08878", "uk-5224-T-01238", "uk-5224-T-10311", "uk-5224-T-13538", "uk-5224-T-18915", "uk-5224-T-19463", "uk-5224-T-00281", "uk-5224-T-04699", "uk-5224-T-10793", "uk-5224-T-10848", "uk-5224-T-11668", "uk-5224-T-17742", "uk-5224-T-19268", "uk-5224-T-00185", "uk-5224-T-09539", "uk-5224-T-11236", "uk-5224-T-17684", "uk-5224-T-09816", "uk-5224-T-12708", "uk-5224-T-17784", "uk-5224-T-03238", "uk-5224-T-13435", "uk-5224-T-19184" ], "employment": { "value": 15800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 40062, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-1011", "us-soc-49-9061", "us-soc-49-9062", "us-soc-49-9064", "us-soc-49-9069", "us-soc-51-2061", "us-soc-51-9083" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 20, 29 ], "band": "low", "headlineShare": 0.18647439085032316, "headlineShareRange": [ 0.1382396817503729, 0.2307309796121331 ], "scoredTaskCount": 130 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "61 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5225", "market": "uk", "socCode": "5225", "title": "Air-conditioning and refrigeration installers and repairers", "slug": "air-conditioning-and-refrigeration-installers-and-repairers", "description": "Air-conditioning and refrigeration installers and repairers install, service and repair air-conditioning and refrigeration systems in factories, offices, shops and homes.", "taskIds": [ "uk-5225-T-10435", "uk-5225-T-02741", "uk-5225-T-06961", "uk-5225-T-00238", "uk-5225-T-03015", "uk-5225-T-04333", "uk-5225-T-04538", "uk-5225-T-06985", "uk-5225-T-12916", "uk-5225-T-13755", "uk-5225-T-17890", "uk-5225-T-19258", "uk-5225-T-00249", "uk-5225-T-03028", "uk-5225-T-04208", "uk-5225-T-04468", "uk-5225-T-07007", "uk-5225-T-10577", "uk-5225-T-12187", "uk-5225-T-13747", "uk-5225-T-17047", "uk-5225-T-19241", "uk-5225-T-20621", "uk-5225-T-00256", "uk-5225-T-03171", "uk-5225-T-04462", "uk-5225-T-10515", "uk-5225-T-11550", "uk-5225-T-14449", "uk-5225-T-18343", "uk-5225-T-19246", "uk-5225-T-20378", "uk-5225-T-00406", "uk-5225-T-03797", "uk-5225-T-06022", "uk-5225-T-15087", "uk-5225-T-17965", "uk-5225-T-18945", "uk-5225-T-20262", "uk-5225-T-01487", "uk-5225-T-10690", "uk-5225-T-14850", "uk-5225-T-18437", "uk-5225-T-20336", "uk-5225-T-07294", "uk-5225-T-12106", "uk-5225-T-17202" ], "employment": { "value": 11500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 41166, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-1011", "us-soc-49-9021", "us-soc-49-9031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 12, 20 ], "band": "minimal", "headlineShare": 0.0807799442896936, "headlineShareRange": [ 0.0807799442896936, 0.0988857938718663 ], "scoredTaskCount": 47 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5231", "market": "uk", "socCode": "5231", "title": "Vehicle technicians, mechanics and electricians", "slug": "vehicle-technicians-mechanics-and-electricians", "description": "Vehicle technicians, mechanics and electricians accept calls for help and repair and service the mechanical parts and electrical/electronic circuitry and components of cars, lorries, buses, motorcycles and other motor vehicles, and repair and service auto air-conditioning systems.", "taskIds": [ "uk-5231-T-07010", "uk-5231-T-17804", "uk-5231-T-04538", "uk-5231-T-10226", "uk-5231-T-10638", "uk-5231-T-17862", "uk-5231-T-20588", "uk-5231-T-00825", "uk-5231-T-04262", "uk-5231-T-10574", "uk-5231-T-10656", "uk-5231-T-11565", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5232", "market": "uk", "socCode": "5232", "title": "Vehicle body builders and repairers", "slug": "vehicle-body-builders-and-repairers", "description": "Vehicle body builders and repairers construct and repair the bodies of road vehicles, and fit interior and exterior fittings to vehicle bodies.", "taskIds": [ "uk-5232-T-00185", "uk-5232-T-08935", "uk-5232-T-00257", "uk-5232-T-01224", "uk-5232-T-08814", "uk-5232-T-08815", "uk-5232-T-08850", "uk-5232-T-09237", "uk-5232-T-12754", "uk-5232-T-17626", "uk-5232-T-17628", "uk-5232-T-17729", "uk-5232-T-17830", "uk-5232-T-00691", "uk-5232-T-01604", "uk-5232-T-02799", "uk-5232-T-05481", "uk-5232-T-08848", "uk-5232-T-09229", "uk-5232-T-10366", "uk-5232-T-10986", "uk-5232-T-15475", "uk-5232-T-17547", "uk-5232-T-17648", "uk-5232-T-17854", "uk-5232-T-19550", "uk-5232-T-02707", "uk-5232-T-05086", "uk-5232-T-09527", "uk-5232-T-10873", "uk-5232-T-15336", "uk-5232-T-16072", "uk-5232-T-17719", "uk-5232-T-18808", "uk-5232-T-20592", "uk-5232-T-03812", "uk-5232-T-05389", "uk-5232-T-06960", "uk-5232-T-09772", "uk-5232-T-12264", "uk-5232-T-13039", "uk-5232-T-15274", "uk-5232-T-17019", "uk-5232-T-17666", "uk-5232-T-17723", "uk-5232-T-17726", "uk-5232-T-05423", "uk-5232-T-12853", "uk-5232-T-14734", "uk-5232-T-18821" ], "employment": { "value": 22700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34999, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2011", "us-soc-47-2211", "us-soc-49-3021", "us-soc-49-3022", "us-soc-49-3023", "us-soc-49-3031", "us-soc-49-3051", "us-soc-49-3052", "us-soc-49-3053", "us-soc-49-3092", "us-soc-49-3093", "us-soc-51-4192" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 6, 12 ], "band": "minimal", "headlineShare": 0.036458333333333315, "headlineShareRange": [ 0.018229166666666657, 0.0559895833333333 ], "scoredTaskCount": 50 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "14 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5233", "market": "uk", "socCode": "5233", "title": "Vehicle paint technicians", "slug": "vehicle-paint-technicians", "description": "Vehicle paint technicians apply paint, cellulose, vinyl stickers and wraps and other protective or decorative materials to the bodywork of motor vehicles.", "taskIds": [ "uk-5233-T-01130", "uk-5233-T-01164", "uk-5233-T-01224", "uk-5233-T-08926", "uk-5233-T-00225", "uk-5233-T-01221", "uk-5233-T-01233", "uk-5233-T-01258", "uk-5233-T-04382", "uk-5233-T-08814", "uk-5233-T-09429", "uk-5233-T-09527", "uk-5233-T-13013", "uk-5233-T-13037", "uk-5233-T-14077", "uk-5233-T-15916", "uk-5233-T-01222", "uk-5233-T-01250", "uk-5233-T-01298", "uk-5233-T-03027", "uk-5233-T-03034", "uk-5233-T-03159", "uk-5233-T-05648", "uk-5233-T-06154", "uk-5233-T-09359", "uk-5233-T-10254", "uk-5233-T-14874", "uk-5233-T-17676", "uk-5233-T-18815", "uk-5233-T-19725", "uk-5233-T-21436", "uk-5233-T-21591", "uk-5233-T-02396", "uk-5233-T-07313", "uk-5233-T-07819", "uk-5233-T-09882", "uk-5233-T-10357", "uk-5233-T-11616", "uk-5233-T-19762", "uk-5233-T-20562", "uk-5233-T-07335", "uk-5233-T-12179", "uk-5233-T-14036", "uk-5233-T-17588", "uk-5233-T-02100", "uk-5233-T-12867", "uk-5233-T-13321", "uk-5233-T-17692", "uk-5233-T-19419", "uk-5233-T-21611" ], "employment": { "value": 15500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34531, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-9124" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.01913875598086123 ], "scoredTaskCount": 50 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5234", "market": "uk", "socCode": "5234", "title": "Aircraft maintenance and related trades", "slug": "aircraft-maintenance-and-related-trades", "description": "Aircraft maintenance and related trades fit, service, repair and overhaul aircraft engines and assemblies. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5235", "market": "uk", "socCode": "5235", "title": "Boat and ship builders and repairers", "slug": "boat-and-ship-builders-and-repairers", "description": "Boat and ship builders and repairers construct, install and repair wooden structures and fittings, and shape, position, rivet and seal metal plates and girders to form the metal structures and frameworks for marine craft.", "taskIds": [ "uk-5235-T-12750", "uk-5235-T-01298", "uk-5235-T-11953", "uk-5235-T-14646", "uk-5235-T-19236", "uk-5235-T-21394", "uk-5235-T-21668", "uk-5235-T-01878", "uk-5235-T-02707", "uk-5235-T-02875", "uk-5235-T-03028", "uk-5235-T-10511", "uk-5235-T-10575", "uk-5235-T-10610", "uk-5235-T-11135", "uk-5235-T-11783", "uk-5235-T-11825", "uk-5235-T-12760", "uk-5235-T-13545", "uk-5235-T-16962", "uk-5235-T-17559", "uk-5235-T-17796", "uk-5235-T-17818", "uk-5235-T-19704", "uk-5235-T-20946", "uk-5235-T-03566", "uk-5235-T-03995", "uk-5235-T-07289", "uk-5235-T-08961", "uk-5235-T-08974", "uk-5235-T-12160", "uk-5235-T-12162", "uk-5235-T-12165", "uk-5235-T-13191", "uk-5235-T-13273", "uk-5235-T-14099", "uk-5235-T-15924", "uk-5235-T-19128", "uk-5235-T-20014", "uk-5235-T-07858", "uk-5235-T-11742", "uk-5235-T-13455", "uk-5235-T-13716", "uk-5235-T-14197", "uk-5235-T-17377", "uk-5235-T-17911" ], "employment": { "value": 9900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33896, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": null, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0.01955307262569831, "headlineShareRange": [ 0.01955307262569831, 0.03910614525139662 ], "scoredTaskCount": 46 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "13 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "No cross-market counterpart is mapped for this occupation, so there is no US↔UK comparison on this page.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5236", "market": "uk", "socCode": "5236", "title": "Rail and rolling stock builders and repairers", "slug": "rail-and-rolling-stock-builders-and-repairers", "description": "Rail and rolling stock builders and repairers erect, fit, assemble and repair rolling stock parts and sub-assemblies, and test and adjust new engines for trains.", "taskIds": [ "uk-5236-T-00679", "uk-5236-T-01909", "uk-5236-T-02710", "uk-5236-T-10400", "uk-5236-T-17806", "uk-5236-T-00179", "uk-5236-T-03083", "uk-5236-T-03810", "uk-5236-T-04258", "uk-5236-T-10238", "uk-5236-T-10489", "uk-5236-T-10548", "uk-5236-T-10549", "uk-5236-T-10551", "uk-5236-T-10552", "uk-5236-T-12263", "uk-5236-T-17686", "uk-5236-T-17743", "uk-5236-T-17771", "uk-5236-T-17824", "uk-5236-T-17829", "uk-5236-T-17832", "uk-5236-T-17863", "uk-5236-T-17864", "uk-5236-T-20536", "uk-5236-T-20555", "uk-5236-T-20611", "uk-5236-T-20994", "uk-5236-T-07167", "uk-5236-T-07310", "uk-5236-T-08922", "uk-5236-T-12788", "uk-5236-T-12912", "uk-5236-T-20498", "uk-5236-T-09061", "uk-5236-T-13561", "uk-5236-T-14602", "uk-5236-T-17037", "uk-5236-T-17341", "uk-5236-T-17907", "uk-5236-T-21080" ], "employment": { "value": 16800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 64322, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-1011", "us-soc-49-3041", "us-soc-49-3042", "us-soc-49-3043", "us-soc-49-9041", "us-soc-49-9043", "us-soc-49-9044", "us-soc-49-9045", "us-soc-49-9081" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 7, 14 ], "band": "minimal", "headlineShare": 0.043681747269890776, "headlineShareRange": [ 0.043681747269890776, 0.043681747269890776 ], "scoredTaskCount": 41 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5241", "market": "uk", "socCode": "5241", "title": "Electricians and electrical fitters", "slug": "electricians-and-electrical-fitters", "description": "Electricians and electrical fitters assemble parts in the manufacture of electrical and electronic equipment, and install, maintain, and repair electrical plant, machinery, appliances and wiring.", "taskIds": [ "uk-5241-T-01464", "uk-5241-T-06993", "uk-5241-T-10271", "uk-5241-T-10452", "uk-5241-T-20511", "uk-5241-T-00476", "uk-5241-T-08753", "uk-5241-T-10506", "uk-5241-T-14989", "uk-5241-T-16889", "uk-5241-T-05210", "uk-5241-T-14207", "uk-5241-T-15843", "uk-5241-T-17877", "uk-5241-T-20743", "uk-5241-T-02657", "uk-5241-T-05116", "uk-5241-T-15557", "uk-5241-T-00864", "uk-5241-T-08936", "uk-5241-T-10829", "uk-5241-T-20559", "uk-5241-T-07905", "uk-5241-T-10222", "uk-5241-T-10670", "uk-5241-T-11529", "uk-5241-T-16980", "uk-5241-T-00676", "uk-5241-T-01544", "uk-5241-T-09946", "uk-5241-T-10588", "uk-5241-T-12133", "uk-5241-T-15929", "uk-5241-T-17037", "uk-5241-T-19238", "uk-5241-T-01493", "uk-5241-T-06243", "uk-5241-T-10234", "uk-5241-T-19052", "uk-5241-T-01471", "uk-5241-T-04198", "uk-5241-T-10559", "uk-5241-T-12759", "uk-5241-T-15924", "uk-5241-T-17794", "uk-5241-T-19254", "uk-5241-T-04032", "uk-5241-T-10368", "uk-5241-T-13968", "uk-5241-T-16206", "uk-5241-T-18988", "uk-5241-T-21278", "uk-5241-T-03630", "uk-5241-T-13977", "uk-5241-T-13985", "uk-5241-T-17077", "uk-5241-T-02600", "uk-5241-T-21665", "uk-5241-T-01378", "uk-5241-T-02651", "uk-5241-T-04116", "uk-5241-T-10662", "uk-5241-T-14821", "uk-5241-T-01588", "uk-5241-T-03981", "uk-5241-T-06344", "uk-5241-T-10481", "uk-5241-T-10669", "uk-5241-T-14845", "uk-5241-T-18739", "uk-5241-T-03870", "uk-5241-T-05765", "uk-5241-T-10660", "uk-5241-T-11743", "uk-5241-T-14876", "uk-5241-T-21008", "uk-5241-T-02738", "uk-5241-T-04253", "uk-5241-T-10431", "uk-5241-T-10577", "uk-5241-T-10995", "uk-5241-T-14901", "uk-5241-T-17772", "uk-5241-T-10647", "uk-5241-T-05485", "uk-5241-T-10434", "uk-5241-T-10648", "uk-5241-T-11837", "uk-5241-T-18414", "uk-5241-T-20961", "uk-5241-T-07409", "uk-5241-T-10756", "uk-5241-T-14824", "uk-5241-T-15430", "uk-5241-T-19330", "uk-5241-T-20971", "uk-5241-T-18796", "uk-5241-T-04261", "uk-5241-T-10750", "uk-5241-T-17101", "uk-5241-T-19504", "uk-5241-T-00406", "uk-5241-T-02768", "uk-5241-T-08915", "uk-5241-T-16239", "uk-5241-T-19369", "uk-5241-T-00109", "uk-5241-T-02614", "uk-5241-T-16242", "uk-5241-T-20352", "uk-5241-T-03961", "uk-5241-T-05205", "uk-5241-T-10522", "uk-5241-T-10631", "uk-5241-T-00651", "uk-5241-T-02737", "uk-5241-T-06133", "uk-5241-T-10229", "uk-5241-T-10570", "uk-5241-T-15169", "uk-5241-T-01664", "uk-5241-T-06193", "uk-5241-T-00988", "uk-5241-T-01583", "uk-5241-T-02870", "uk-5241-T-06094", "uk-5241-T-09648", "uk-5241-T-10433", "uk-5241-T-10541", "uk-5241-T-11977", "uk-5241-T-16290", "uk-5241-T-20513", "uk-5241-T-01467", "uk-5241-T-02009", "uk-5241-T-04460", "uk-5241-T-05682", "uk-5241-T-09606", "uk-5241-T-09663", "uk-5241-T-10483", "uk-5241-T-10571", "uk-5241-T-14926", "uk-5241-T-18843", "uk-5241-T-20552", "uk-5241-T-01704", "uk-5241-T-02912", "uk-5241-T-05678", "uk-5241-T-06826", "uk-5241-T-09661", "uk-5241-T-10491", "uk-5241-T-10554", "uk-5241-T-10602", "uk-5241-T-15089", "uk-5241-T-15786", "uk-5241-T-19089", "uk-5241-T-14267" ], "employment": { "value": 193000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39647, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2111", "us-soc-47-2231", "us-soc-47-4021", "us-soc-49-2092", "us-soc-49-2093", "us-soc-49-2094", "us-soc-49-2095", "us-soc-49-2096", "us-soc-49-2098", "us-soc-49-3053", "us-soc-49-9011", "us-soc-49-9012", "us-soc-49-9031", "us-soc-49-9097" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 14, 23 ], "band": "minimal", "headlineShare": 0.09980506822612092, "headlineShareRange": [ 0.06822612085769987, 0.16842105263157908 ], "scoredTaskCount": 187 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5242", "market": "uk", "socCode": "5242", "title": "Telecoms and related network installers and repairers", "slug": "telecoms-and-related-network-installers-and-repairers", "description": "Telecoms and related network installers and repairers install, maintain and repair public and private telephone systems and maintain, test and repair telecoms cables.", "taskIds": [ "uk-5242-T-00993", "uk-5242-T-06993", "uk-5242-T-08820", "uk-5242-T-10480", "uk-5242-T-00237", "uk-5242-T-06002", "uk-5242-T-08892", "uk-5242-T-10485", "uk-5242-T-10576", "uk-5242-T-11846", "uk-5242-T-17861", "uk-5242-T-19409", "uk-5242-T-02875", "uk-5242-T-08542", "uk-5242-T-09724", "uk-5242-T-10617", "uk-5242-T-11252", "uk-5242-T-13715", "uk-5242-T-17629", "uk-5242-T-20537", "uk-5242-T-20587", "uk-5242-T-03640", "uk-5242-T-08893", "uk-5242-T-13069", "uk-5242-T-13755", "uk-5242-T-18066", "uk-5242-T-05643", "uk-5242-T-10650", "uk-5242-T-17082", "uk-5242-T-18345", "uk-5242-T-20604" ], "employment": { "value": 36900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39998, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-17-2072", "us-soc-17-3023" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 16, 25 ], "band": "minimal", "headlineShare": 0.09456740442655934, "headlineShareRange": [ 0.09456740442655934, 0.15694164989939638 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5243", "market": "uk", "socCode": "5243", "title": "Tv, video and audio servicers and repairers", "slug": "tv-video-and-audio-servicers-and-repairers", "description": "TV, video and audio engineers install, service and repair domestic television, video and audio appliances.", "taskIds": [ "uk-5243-T-09619", "uk-5243-T-12269", "uk-5243-T-17756", "uk-5243-T-17780", "uk-5243-T-20898", "uk-5243-T-02875", "uk-5243-T-07301", "uk-5243-T-10457", "uk-5243-T-11518", "uk-5243-T-13550", "uk-5243-T-15362", "uk-5243-T-17761", "uk-5243-T-19364", "uk-5243-T-20556", "uk-5243-T-06212", "uk-5243-T-10862", "uk-5243-T-11529", "uk-5243-T-13916", "uk-5243-T-19503", "uk-5243-T-04276", "uk-5243-T-10843", "uk-5243-T-21227", "uk-5243-T-00200", "uk-5243-T-07866", "uk-5243-T-10830", "uk-5243-T-13920", "uk-5243-T-18448", "uk-5243-T-11163", "uk-5243-T-02411", "uk-5243-T-07997", "uk-5243-T-10835", "uk-5243-T-14428", "uk-5243-T-09534", "uk-5243-T-12177", "uk-5243-T-13337" ], "employment": { "value": 7300, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-17-2072", "us-soc-49-2011", "us-soc-49-2021", "us-soc-49-2022", "us-soc-49-2093", "us-soc-49-2097", "us-soc-49-9052" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 19, 27 ], "band": "low", "headlineShare": 0.111531190926276, "headlineShareRange": [ 0.09262759924385634, 0.20604914933837432 ], "scoredTaskCount": 35 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "13 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5244", "market": "uk", "socCode": "5244", "title": "Computer system and equipment installers and servicers", "slug": "computer-system-and-equipment-installers-and-servicers", "description": "IT engineers install, maintain and repair the physical components of computer systems and equipment.", "taskIds": [ "uk-5244-T-04147", "uk-5244-T-06984", "uk-5244-T-08891", "uk-5244-T-13244", "uk-5244-T-19410", "uk-5244-T-20578", "uk-5244-T-21101", "uk-5244-T-00899", "uk-5244-T-01613", "uk-5244-T-04050", "uk-5244-T-05708", "uk-5244-T-10581", "uk-5244-T-12233", "uk-5244-T-14932", "uk-5244-T-19046", "uk-5244-T-20543", "uk-5244-T-21097", "uk-5244-T-00868", "uk-5244-T-01472", "uk-5244-T-06958", "uk-5244-T-08447", "uk-5244-T-11810", "uk-5244-T-14291", "uk-5244-T-16015", "uk-5244-T-18303", "uk-5244-T-19815", "uk-5244-T-20735", "uk-5244-T-01283", "uk-5244-T-03600", "uk-5244-T-07411", "uk-5244-T-09687", "uk-5244-T-11534", "uk-5244-T-13519", "uk-5244-T-14588", "uk-5244-T-15818", "uk-5244-T-17171", "uk-5244-T-19643", "uk-5244-T-20726", "uk-5244-T-21087", "uk-5244-T-21825", "uk-5244-T-01126", "uk-5244-T-01722", "uk-5244-T-05884", "uk-5244-T-09479", "uk-5244-T-11425", "uk-5244-T-12124", "uk-5244-T-14454", "uk-5244-T-15393", "uk-5244-T-16706", "uk-5244-T-18520", "uk-5244-T-19984", "uk-5244-T-21029", "uk-5244-T-21651", "uk-5244-T-05557" ], "employment": { "value": 41000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34237, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-1011", "us-soc-49-2011", "us-soc-49-2021", "us-soc-49-2022", "us-soc-49-2093", "us-soc-49-2097", "us-soc-49-9052" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 52, "occScoreRange": [ 46, 58 ], "band": "partial", "headlineShare": 0.3869822485207096, "headlineShareRange": [ 0.33254437869822445, 0.555029585798816 ], "scoredTaskCount": 54 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5245", "market": "uk", "socCode": "5245", "title": "Security system installers and repairers", "slug": "security-system-installers-and-repairers", "description": "Security system installers and repairers fit, maintain and service alarm systems and other electronic security devices which provide access control and monitoring, intruder detection and security lighting.", "taskIds": [ "uk-5245-T-10624", "uk-5245-T-10671", "uk-5245-T-20578", "uk-5245-T-00271", "uk-5245-T-02701", "uk-5245-T-05101", "uk-5245-T-06054", "uk-5245-T-08520", "uk-5245-T-10303", "uk-5245-T-10666", "uk-5245-T-13537", "uk-5245-T-20489", "uk-5245-T-20531", "uk-5245-T-00185", "uk-5245-T-02093", "uk-5245-T-05643", "uk-5245-T-05701", "uk-5245-T-08759", "uk-5245-T-13548", "uk-5245-T-15326", "uk-5245-T-20495", "uk-5245-T-01687", "uk-5245-T-04261", "uk-5245-T-05669", "uk-5245-T-08644", "uk-5245-T-14243", "uk-5245-T-21429", "uk-5245-T-02416", "uk-5245-T-04766", "uk-5245-T-07245", "uk-5245-T-08755", "uk-5245-T-13005", "uk-5245-T-16195", "uk-5245-T-07509", "uk-5245-T-13325" ], "employment": { "value": 17800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39002, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-17-2061", "us-soc-17-2072", "us-soc-49-2091", "us-soc-49-2094", "us-soc-49-2095", "us-soc-49-2096", "us-soc-49-2098" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 15, 25 ], "band": "minimal", "headlineShare": 0.1, "headlineShareRange": [ 0.1, 0.1272727272727273 ], "scoredTaskCount": 35 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5246", "market": "uk", "socCode": "5246", "title": "Electrical service and maintenance mechanics and repairers", "slug": "electrical-service-and-maintenance-mechanics-and-repairers", "description": "Electrical service and maintenance mechanics and repairers maintain, service and repair domestic appliances, office machinery and electricity plant machinery, appliances and wiring.", "taskIds": [ "uk-5246-T-06981", "uk-5246-T-10226", "uk-5246-T-11529", "uk-5246-T-14900", "uk-5246-T-18341", "uk-5246-T-20551", "uk-5246-T-00993", "uk-5246-T-02641", "uk-5246-T-04538", "uk-5246-T-06957", "uk-5246-T-08936", "uk-5246-T-10222", "uk-5246-T-10746", "uk-5246-T-12129", "uk-5246-T-14094", "uk-5246-T-17843", "uk-5246-T-20516", "uk-5246-T-20528", "uk-5246-T-01375", "uk-5246-T-02585", "uk-5246-T-04534", "uk-5246-T-06963", "uk-5246-T-08427", "uk-5246-T-10583", "uk-5246-T-12117", "uk-5246-T-13883", "uk-5246-T-20074", "uk-5246-T-21867", "uk-5246-T-01422", "uk-5246-T-02650", "uk-5246-T-04702", "uk-5246-T-07971", "uk-5246-T-10394", "uk-5246-T-11791", "uk-5246-T-13721", "uk-5246-T-17037", "uk-5246-T-19273", "uk-5246-T-20887", "uk-5246-T-01423", "uk-5246-T-03661", "uk-5246-T-07177", "uk-5246-T-09357", "uk-5246-T-12106", "uk-5246-T-12768", "uk-5246-T-15385", "uk-5246-T-18852", "uk-5246-T-01428", "uk-5246-T-00167" ], "employment": { "value": 43300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 41662, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-4021", "us-soc-49-2091", "us-soc-49-2092", "us-soc-49-2094", "us-soc-49-2095", "us-soc-49-2096", "us-soc-49-2098", "us-soc-49-9011", "us-soc-49-9012", "us-soc-49-9031", "us-soc-49-9097" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 20, 30 ], "band": "low", "headlineShare": 0.16205533596837937, "headlineShareRange": [ 0.12384716732542815, 0.2015810276679841 ], "scoredTaskCount": 48 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5249", "market": "uk", "socCode": "5249", "title": "Electrical and electronic trades n.e.c.", "slug": "electrical-and-electronic-trades-n-e-c", "description": "Job holders in this group perform a variety of electrical and electronic occupations not elsewhere classified in minor group 524: Electrical and electronic trades.", "taskIds": [ "uk-5249-T-01947", "uk-5249-T-10499", "uk-5249-T-01375", "uk-5249-T-02717", "uk-5249-T-07581", "uk-5249-T-11685", "uk-5249-T-13153", "uk-5249-T-17591", "uk-5249-T-19351", "uk-5249-T-00179", "uk-5249-T-03582", "uk-5249-T-08304", "uk-5249-T-11718", "uk-5249-T-12233", "uk-5249-T-13418", "uk-5249-T-17592", "uk-5249-T-19425", "uk-5249-T-02840", "uk-5249-T-11719", "uk-5249-T-15295", "uk-5249-T-17352", "uk-5249-T-17999", "uk-5249-T-00875", "uk-5249-T-03810", "uk-5249-T-07627", "uk-5249-T-13866", "uk-5249-T-15347", "uk-5249-T-17907", "uk-5249-T-19903", "uk-5249-T-01426", "uk-5249-T-03648", "uk-5249-T-11774", "uk-5249-T-13561", "uk-5249-T-14398", "uk-5249-T-17024", "uk-5249-T-19090", "uk-5249-T-02133", "uk-5249-T-07236", "uk-5249-T-09184", "uk-5249-T-12973", "uk-5249-T-14287", "uk-5249-T-15813", "uk-5249-T-16187", "uk-5249-T-20464", "uk-5249-T-20352", "uk-5249-T-02092", "uk-5249-T-03189", "uk-5249-T-04761", "uk-5249-T-10347", "uk-5249-T-10508", "uk-5249-T-11745", "uk-5249-T-17820", "uk-5249-T-19826", "uk-5249-T-21682", "uk-5249-T-00694", "uk-5249-T-02611", "uk-5249-T-04391", "uk-5249-T-04835", "uk-5249-T-08537", "uk-5249-T-10314", "uk-5249-T-10452", "uk-5249-T-10604", "uk-5249-T-10668", "uk-5249-T-11512", "uk-5249-T-13889", "uk-5249-T-14090", "uk-5249-T-15904", "uk-5249-T-16888", "uk-5249-T-17856", "uk-5249-T-19653", "uk-5249-T-20502", "uk-5249-T-07553", "uk-5249-T-07986", "uk-5249-T-09888", "uk-5249-T-10659", "uk-5249-T-11252", "uk-5249-T-11748", "uk-5249-T-14075", "uk-5249-T-14995", "uk-5249-T-16887", "uk-5249-T-19560", "uk-5249-T-21006", "uk-5249-T-05387", "uk-5249-T-08542", "uk-5249-T-09552", "uk-5249-T-11127", "uk-5249-T-11472", "uk-5249-T-13007", "uk-5249-T-14017", "uk-5249-T-14769", "uk-5249-T-16874", "uk-5249-T-21215", "uk-5249-T-07881", "uk-5249-T-20538", "uk-5249-T-09061", "uk-5249-T-13982", "uk-5249-T-19525", "uk-5249-T-07126", "uk-5249-T-10673", "uk-5249-T-19272", "uk-5249-T-21252", "uk-5249-T-10400", "uk-5249-T-20994", "uk-5249-T-02956", "uk-5249-T-07163", "uk-5249-T-10675", "uk-5249-T-21585", "uk-5249-T-12083", "uk-5249-T-21587", "uk-5249-T-03188", "uk-5249-T-11024", "uk-5249-T-17307", "uk-5249-T-20901", "uk-5249-T-11587", "uk-5249-T-14602", "uk-5249-T-17376" ], "employment": { "value": 18100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 48571, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-2091", "us-soc-49-9051" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 14, 23 ], "band": "minimal", "headlineShare": 0.05610021786492377, "headlineShareRange": [ 0.04956427015250546, 0.10239651416122009 ], "scoredTaskCount": 125 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "60 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5250", "market": "uk", "socCode": "5250", "title": "Skilled metal, electrical and electronic trades supervisors", "slug": "skilled-metal-electrical-and-electronic-trades-supervisors", "description": "Skilled metal, electrical and electronic trades supervisors oversee operations and directly supervise and coordinate the activities of workers in skilled metal, electrical and electronic trades.", "taskIds": [ "uk-5250-T-00185", "uk-5250-T-11615", "uk-5250-T-20013", "uk-5250-T-02950", "uk-5250-T-04213", "uk-5250-T-06179", "uk-5250-T-10977", "uk-5250-T-18555", "uk-5250-T-03751", "uk-5250-T-10225", "uk-5250-T-15271", "uk-5250-T-20740", "uk-5250-T-00137", "uk-5250-T-03748", "uk-5250-T-04364", "uk-5250-T-09545", "uk-5250-T-10303", "uk-5250-T-12871", "uk-5250-T-13396", "uk-5250-T-17164", "uk-5250-T-10868", "uk-5250-T-02472", "uk-5250-T-04924", "uk-5250-T-09724", "uk-5250-T-13256", "uk-5250-T-14215", "uk-5250-T-17837", "uk-5250-T-02676", "uk-5250-T-05949", "uk-5250-T-13321", "uk-5250-T-16641", "uk-5250-T-18725" ], "employment": { "value": 42900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 45150, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-1011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 36, "occScoreRange": [ 31, 42 ], "band": "low", "headlineShare": 0.2391799544419134, "headlineShareRange": [ 0.20501138952164005, 0.3325740318906605 ], "scoredTaskCount": 32 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "13 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5311", "market": "uk", "socCode": "5311", "title": "Steel erectors", "slug": "steel-erectors", "description": "Steel erectors fit and erect structural metal framework for buildings and other structures such as metal chimneys.", "taskIds": [ "uk-5311-T-04446", "uk-5311-T-02271", "uk-5311-T-04524", "uk-5311-T-10528", "uk-5311-T-17018", "uk-5311-T-21625", "uk-5311-T-02099", "uk-5311-T-08016", "uk-5311-T-08938", "uk-5311-T-10565", "uk-5311-T-15861", "uk-5311-T-21536", "uk-5311-T-02262", "uk-5311-T-07526", "uk-5311-T-09292", "uk-5311-T-12752", "uk-5311-T-19519", "uk-5311-T-01480", "uk-5311-T-05417", "uk-5311-T-08754", "uk-5311-T-12743", "uk-5311-T-16894", "uk-5311-T-21337", "uk-5311-T-07308", "uk-5311-T-02795", "uk-5311-T-07303", "uk-5311-T-09436", "uk-5311-T-14983", "uk-5311-T-21660", "uk-5311-T-08135", "uk-5311-T-10206" ], "employment": { "value": 8200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35824, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2171", "us-soc-47-2221", "us-soc-51-2041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5312", "market": "uk", "socCode": "5312", "title": "Stonemasons and related trades", "slug": "stonemasons-and-related-trades", "description": "Stonemasons erect and repair structures of stone and similar materials and cut, shape and polish granite, marble, slate and other stone for building, ornamental and other purposes.", "taskIds": [ "uk-5312-T-03174", "uk-5312-T-04467", "uk-5312-T-08925", "uk-5312-T-11247", "uk-5312-T-17728", "uk-5312-T-10881", "uk-5312-T-17839", "uk-5312-T-00688", "uk-5312-T-04498", "uk-5312-T-09471", "uk-5312-T-17763", "uk-5312-T-19286", "uk-5312-T-19475", "uk-5312-T-07335", "uk-5312-T-09293", "uk-5312-T-11530", "uk-5312-T-19124", "uk-5312-T-20883", "uk-5312-T-05633", "uk-5312-T-08541", "uk-5312-T-02785", "uk-5312-T-08889", "uk-5312-T-16527", "uk-5312-T-09275", "uk-5312-T-11234", "uk-5312-T-19476", "uk-5312-T-05426", "uk-5312-T-07506", "uk-5312-T-15455", "uk-5312-T-08480", "uk-5312-T-13562", "uk-5312-T-15503", "uk-5312-T-17706", "uk-5312-T-16222", "uk-5312-T-05029", "uk-5312-T-07502", "uk-5312-T-11491", "uk-5312-T-19028", "uk-5312-T-21534", "uk-5312-T-02365", "uk-5312-T-01109", "uk-5312-T-02784", "uk-5312-T-03088", "uk-5312-T-19556", "uk-5312-T-03089", "uk-5312-T-11223", "uk-5312-T-12181", "uk-5312-T-01028", "uk-5312-T-08874", "uk-5312-T-10553", "uk-5312-T-12184", "uk-5312-T-13038", "uk-5312-T-17717", "uk-5312-T-19292", "uk-5312-T-15348", "uk-5312-T-04514", "uk-5312-T-08582", "uk-5312-T-10201", "uk-5312-T-17694" ], "employment": { "value": 9900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33938, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2022", "us-soc-47-4090" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 9 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 95 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5313", "market": "uk", "socCode": "5313", "title": "Bricklayers", "slug": "bricklayers", "description": "Bricklayers erect and repair brick, pre-cut stone and concrete block structures such as walls, paving, chimney stacks and tunnel lining.", "taskIds": [ "uk-5313-T-02321", "uk-5313-T-11223", "uk-5313-T-17839", "uk-5313-T-01109", "uk-5313-T-02921", "uk-5313-T-04498", "uk-5313-T-10808", "uk-5313-T-13033", "uk-5313-T-17667", "uk-5313-T-19556", "uk-5313-T-21383", "uk-5313-T-02401", "uk-5313-T-03867", "uk-5313-T-04500", "uk-5313-T-08748", "uk-5313-T-10878", "uk-5313-T-13032", "uk-5313-T-15899", "uk-5313-T-19286", "uk-5313-T-21126", "uk-5313-T-01960", "uk-5313-T-03114", "uk-5313-T-03869", "uk-5313-T-05045", "uk-5313-T-08024", "uk-5313-T-09507", "uk-5313-T-11333", "uk-5313-T-12877", "uk-5313-T-14782", "uk-5313-T-17649", "uk-5313-T-19459", "uk-5313-T-20816", "uk-5313-T-03348", "uk-5313-T-04441", "uk-5313-T-07955", "uk-5313-T-10261", "uk-5313-T-11597", "uk-5313-T-13076", "uk-5313-T-15254", "uk-5313-T-19479", "uk-5313-T-20066", "uk-5313-T-00083", "uk-5313-T-03086", "uk-5313-T-03567", "uk-5313-T-05453", "uk-5313-T-08137", "uk-5313-T-09305", "uk-5313-T-11516", "uk-5313-T-13043", "uk-5313-T-13078", "uk-5313-T-16341", "uk-5313-T-17915", "uk-5313-T-19667", "uk-5313-T-21380", "uk-5313-T-07808", "uk-5313-T-12707", "uk-5313-T-20348" ], "employment": { "value": 49300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33030, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2021", "us-soc-47-3011", "us-soc-49-9045" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 10, 18 ], "band": "minimal", "headlineShare": 0.028025477707006377, "headlineShareRange": [ 0.028025477707006377, 0.07898089171974523 ], "scoredTaskCount": 57 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "14 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5314", "market": "uk", "socCode": "5314", "title": "Roofers, roof tilers and slaters", "slug": "roofers-roof-tilers-and-slaters", "description": "Roofers, roof tilers and slaters cover roofs and exterior walls with felting, sheeting, slates, tiles and thatch to provide a waterproof surface.", "taskIds": [ "uk-5314-T-01102", "uk-5314-T-01156", "uk-5314-T-02115", "uk-5314-T-10352", "uk-5314-T-13524", "uk-5314-T-21682", "uk-5314-T-01300", "uk-5314-T-05079", "uk-5314-T-10674", "uk-5314-T-19552", "uk-5314-T-01240", "uk-5314-T-02120", "uk-5314-T-05084", "uk-5314-T-07644", "uk-5314-T-09186", "uk-5314-T-10596", "uk-5314-T-10816", "uk-5314-T-18073", "uk-5314-T-19668", "uk-5314-T-05085", "uk-5314-T-08282", "uk-5314-T-11688", "uk-5314-T-20270", "uk-5314-T-01211", "uk-5314-T-03225", "uk-5314-T-05425", "uk-5314-T-08137", "uk-5314-T-16897", "uk-5314-T-02471", "uk-5314-T-08877", "uk-5314-T-19662", "uk-5314-T-10631", "uk-5314-T-08890", "uk-5314-T-01716", "uk-5314-T-15885", "uk-5314-T-19829", "uk-5314-T-01793", "uk-5314-T-10370", "uk-5314-T-17827", "uk-5314-T-02905", "uk-5314-T-15343", "uk-5314-T-08179", "uk-5314-T-19812", "uk-5314-T-03183", "uk-5314-T-02480", "uk-5314-T-05453", "uk-5314-T-10817", "uk-5314-T-11251", "uk-5314-T-17633", "uk-5314-T-21140", "uk-5314-T-01375", "uk-5314-T-09244", "uk-5314-T-15919", "uk-5314-T-08660", "uk-5314-T-10644" ], "employment": { "value": 26900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31906, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2181", "us-soc-47-3016" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 6, 12 ], "band": "minimal", "headlineShare": 0.03186743148502231, "headlineShareRange": [ 0.03186743148502231, 0.06054811982154238 ], "scoredTaskCount": 104 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "32 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5315", "market": "uk", "socCode": "5315", "title": "Plumbers and heating and ventilating installers and repairers", "slug": "plumbers-and-heating-and-ventilating-installers-and-repairers", "description": "Plumbers and heating and ventilating installers and repairers assemble, install, maintain and repair plumbing fixtures, heating and ventilating systems and pipes and pipeline systems in commercial, residential and industrial premises and public buildings for non-renewable and renewable energy.", "taskIds": [ "uk-5315-T-00185", "uk-5315-T-04933", "uk-5315-T-07835", "uk-5315-T-10468", "uk-5315-T-10525", "uk-5315-T-10591", "uk-5315-T-17807", "uk-5315-T-00406", "uk-5315-T-04261", "uk-5315-T-06964", "uk-5315-T-09483", "uk-5315-T-10505", "uk-5315-T-10558", "uk-5315-T-11225", "uk-5315-T-11980", "uk-5315-T-14866", "uk-5315-T-17790", "uk-5315-T-19125", "uk-5315-T-21622", "uk-5315-T-01148", "uk-5315-T-02712", "uk-5315-T-05439", "uk-5315-T-06071", "uk-5315-T-08189", "uk-5315-T-10512", "uk-5315-T-11978", "uk-5315-T-13768", "uk-5315-T-20504", "uk-5315-T-02609", "uk-5315-T-05701", "uk-5315-T-09862", "uk-5315-T-10523", "uk-5315-T-12016", "uk-5315-T-15202", "uk-5315-T-20929", "uk-5315-T-05495", "uk-5315-T-06196", "uk-5315-T-10569", "uk-5315-T-12800", "uk-5315-T-17704", "uk-5315-T-05812", "uk-5315-T-10554", "uk-5315-T-02914", "uk-5315-T-07024" ], "employment": { "value": 153700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 37881, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2151", "us-soc-47-2152" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 14 ], "band": "minimal", "headlineShare": 0.0446685878962536, "headlineShareRange": [ 0.0446685878962536, 0.0446685878962536 ], "scoredTaskCount": 44 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5316", "market": "uk", "socCode": "5316", "title": "Carpenters and joiners", "slug": "carpenters-and-joiners", "description": "Carpenters and joiners construct, erect, install and repair wooden structures and fittings used in internal and external frameworks and cut, shape, fit and assemble wood to make templates, jigs, scale models and scenic equipment for theatres.", "taskIds": [ "uk-5316-T-01465", "uk-5316-T-03807", "uk-5316-T-05697", "uk-5316-T-10440", "uk-5316-T-10609", "uk-5316-T-15707", "uk-5316-T-20258", "uk-5316-T-03082", "uk-5316-T-04530", "uk-5316-T-06139", "uk-5316-T-08883", "uk-5316-T-10524", "uk-5316-T-10608", "uk-5316-T-10774", "uk-5316-T-12847", "uk-5316-T-17548", "uk-5316-T-18925", "uk-5316-T-19470", "uk-5316-T-02921", "uk-5316-T-05006", "uk-5316-T-08841", "uk-5316-T-10356", "uk-5316-T-10539", "uk-5316-T-15557", "uk-5316-T-17801", "uk-5316-T-18951", "uk-5316-T-00039", "uk-5316-T-03348", "uk-5316-T-05281", "uk-5316-T-07508", "uk-5316-T-11645", "uk-5316-T-14278", "uk-5316-T-17485", "uk-5316-T-18810", "uk-5316-T-20801", "uk-5316-T-01263", "uk-5316-T-18812", "uk-5316-T-01157", "uk-5316-T-11229", "uk-5316-T-05388", "uk-5316-T-08142", "uk-5316-T-12183", "uk-5316-T-05148", "uk-5316-T-08844", "uk-5316-T-08861", "uk-5316-T-12182", "uk-5316-T-02584", "uk-5316-T-08856", "uk-5316-T-10663", "uk-5316-T-15899", "uk-5316-T-02893", "uk-5316-T-17841", "uk-5316-T-08137", "uk-5316-T-08871", "uk-5316-T-10370", "uk-5316-T-10641", "uk-5316-T-17840", "uk-5316-T-07226", "uk-5316-T-10253", "uk-5316-T-11688", "uk-5316-T-03867", "uk-5316-T-05295", "uk-5316-T-12796", "uk-5316-T-19290", "uk-5316-T-21411", "uk-5316-T-04440", "uk-5316-T-19112", "uk-5316-T-02706", "uk-5316-T-10877", "uk-5316-T-02699", "uk-5316-T-09715", "uk-5316-T-11330", "uk-5316-T-15201" ], "employment": { "value": 175400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34014, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 8, 14 ], "band": "minimal", "headlineShare": 0.06414141414141417, "headlineShareRange": [ 0.05656565656565659, 0.08838383838383844 ], "scoredTaskCount": 135 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5317", "market": "uk", "socCode": "5317", "title": "Glaziers, window fabricators and fitters", "slug": "glaziers-window-fabricators-and-fitters", "description": "Glaziers, window fabricators and fitters make and install pre-glazed wooden, metal or PVC framework, and cut, fit and set glass in windows, doors, shop fronts, and other structural frames.", "taskIds": [ "uk-5317-T-05384", "uk-5317-T-10579", "uk-5317-T-01457", "uk-5317-T-08744", "uk-5317-T-08928", "uk-5317-T-17632", "uk-5317-T-17810", "uk-5317-T-20991", "uk-5317-T-02107", "uk-5317-T-02973", "uk-5317-T-08867", "uk-5317-T-09232", "uk-5317-T-12886", "uk-5317-T-17702", "uk-5317-T-19275", "uk-5317-T-02270", "uk-5317-T-06235", "uk-5317-T-08900", "uk-5317-T-10608", "uk-5317-T-12797", "uk-5317-T-17018", "uk-5317-T-18936", "uk-5317-T-19462", "uk-5317-T-05820", "uk-5317-T-08138", "uk-5317-T-12764", "uk-5317-T-12917", "uk-5317-T-18394", "uk-5317-T-19113", "uk-5317-T-07308", "uk-5317-T-10291", "uk-5317-T-03173", "uk-5317-T-07534", "uk-5317-T-14120", "uk-5317-T-02373", "uk-5317-T-01505", "uk-5317-T-12841", "uk-5317-T-17872", "uk-5317-T-08895", "uk-5317-T-10537", "uk-5317-T-12924", "uk-5317-T-02946", "uk-5317-T-07512", "uk-5317-T-10533", "uk-5317-T-14002", "uk-5317-T-03008", "uk-5317-T-07822", "uk-5317-T-10356", "uk-5317-T-13949", "uk-5317-T-18883", "uk-5317-T-19437", "uk-5317-T-03794", "uk-5317-T-03830", "uk-5317-T-09470", "uk-5317-T-10774", "uk-5317-T-17484", "uk-5317-T-21010", "uk-5317-T-03799", "uk-5317-T-16386", "uk-5317-T-04149", "uk-5317-T-01257", "uk-5317-T-10486", "uk-5317-T-00279", "uk-5317-T-10531", "uk-5317-T-01296", "uk-5317-T-08894", "uk-5317-T-12906", "uk-5317-T-17705", "uk-5317-T-02716", "uk-5317-T-08017", "uk-5317-T-15780", "uk-5317-T-17668", "uk-5317-T-02643", "uk-5317-T-05697", "uk-5317-T-10395", "uk-5317-T-10881", "uk-5317-T-14642", "uk-5317-T-18818", "uk-5317-T-03860", "uk-5317-T-11530", "uk-5317-T-03174", "uk-5317-T-11734" ], "employment": { "value": 33400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29436, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 6, 12 ], "band": "minimal", "headlineShare": 0.05669291338582676, "headlineShareRange": [ 0.04199475065616797, 0.06299212598425195 ], "scoredTaskCount": 133 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "23 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5319", "market": "uk", "socCode": "5319", "title": "Construction and building trades n.e.c.", "slug": "construction-and-building-trades-n-e-c", "description": "Job holders in this unit group undertake a variety of tasks in the construction, alteration, maintenance and repair of buildings, steeples, industrial chimneys and other tall structures, and of underwater structures not elsewhere classified in minor group 531: Construction and building trades.", "taskIds": [ "uk-5319-T-03580", "uk-5319-T-07187", "uk-5319-T-00083", "uk-5319-T-04697", "uk-5319-T-07061", "uk-5319-T-08567", "uk-5319-T-12265", "uk-5319-T-13896", "uk-5319-T-15094", "uk-5319-T-19966", "uk-5319-T-00971", "uk-5319-T-05271", "uk-5319-T-08024", "uk-5319-T-08267", "uk-5319-T-08623", "uk-5319-T-09507", "uk-5319-T-10853", "uk-5319-T-12522", "uk-5319-T-13900", "uk-5319-T-15137", "uk-5319-T-17021", "uk-5319-T-19967", "uk-5319-T-01572", "uk-5319-T-04638", "uk-5319-T-07908", "uk-5319-T-08247", "uk-5319-T-08996", "uk-5319-T-09941", "uk-5319-T-12745", "uk-5319-T-13902", "uk-5319-T-15366", "uk-5319-T-21259", "uk-5319-T-01666", "uk-5319-T-03945", "uk-5319-T-06437", "uk-5319-T-07935", "uk-5319-T-08679", "uk-5319-T-13514", "uk-5319-T-14469", "uk-5319-T-15547", "uk-5319-T-21827", "uk-5319-T-02726", "uk-5319-T-05869", "uk-5319-T-09699", "uk-5319-T-13661", "uk-5319-T-18933", "uk-5319-T-02683", "uk-5319-T-13811", "uk-5319-T-07031", "uk-5319-T-01997", "uk-5319-T-05713", "uk-5319-T-18897", "uk-5319-T-01894", "uk-5319-T-02774", "uk-5319-T-04369", "uk-5319-T-10597", "uk-5319-T-14167", "uk-5319-T-17745", "uk-5319-T-18807", "uk-5319-T-02680", "uk-5319-T-03665", "uk-5319-T-10403", "uk-5319-T-13802", "uk-5319-T-14938", "uk-5319-T-17825", "uk-5319-T-20372", "uk-5319-T-02842", "uk-5319-T-05392", "uk-5319-T-13262", "uk-5319-T-17388", "uk-5319-T-18749", "uk-5319-T-20560", "uk-5319-T-02773", "uk-5319-T-04060", "uk-5319-T-11318", "uk-5319-T-14892", "uk-5319-T-17698", "uk-5319-T-19377", "uk-5319-T-04368", "uk-5319-T-12570", "uk-5319-T-16808", "uk-5319-T-05365", "uk-5319-T-17568", "uk-5319-T-08133", "uk-5319-T-10464", "uk-5319-T-17785", "uk-5319-T-00688", "uk-5319-T-02096", "uk-5319-T-05416", "uk-5319-T-07291", "uk-5319-T-08899", "uk-5319-T-10519", "uk-5319-T-13016", "uk-5319-T-19124", "uk-5319-T-01476", "uk-5319-T-03867", "uk-5319-T-05434", "uk-5319-T-08538", "uk-5319-T-08901", "uk-5319-T-10831", "uk-5319-T-12846", "uk-5319-T-13592", "uk-5319-T-18823", "uk-5319-T-21010", "uk-5319-T-03468", "uk-5319-T-06202", "uk-5319-T-08791", "uk-5319-T-10194", "uk-5319-T-11597", "uk-5319-T-13590", "uk-5319-T-15899", "uk-5319-T-19281", "uk-5319-T-01222", "uk-5319-T-04440", "uk-5319-T-07203", "uk-5319-T-08974", "uk-5319-T-11372", "uk-5319-T-15201", "uk-5319-T-20816", "uk-5319-T-08273", "uk-5319-T-10467", "uk-5319-T-17915", "uk-5319-T-21625", "uk-5319-T-03348", "uk-5319-T-02651", "uk-5319-T-00179", "uk-5319-T-03189", "uk-5319-T-08235", "uk-5319-T-10347", "uk-5319-T-10668", "uk-5319-T-11826", "uk-5319-T-16600", "uk-5319-T-17856", "uk-5319-T-20649", "uk-5319-T-00694", "uk-5319-T-07307", "uk-5319-T-09811", "uk-5319-T-10431", "uk-5319-T-10556", "uk-5319-T-11127", "uk-5319-T-11694", "uk-5319-T-14824", "uk-5319-T-17562", "uk-5319-T-17914", "uk-5319-T-19653", "uk-5319-T-20814", "uk-5319-T-04253", "uk-5319-T-08537", "uk-5319-T-10314", "uk-5319-T-10436", "uk-5319-T-11252", "uk-5319-T-14023", "uk-5319-T-16874", "uk-5319-T-18794", "uk-5319-T-20502", "uk-5319-T-02092", "uk-5319-T-08137", "uk-5319-T-10434", "uk-5319-T-17813", "uk-5319-T-18354", "uk-5319-T-19826", "uk-5319-T-11645", "uk-5319-T-14647", "uk-5319-T-11825", "uk-5319-T-17839", "uk-5319-T-02141", "uk-5319-T-07079", "uk-5319-T-19413", "uk-5319-T-03531", "uk-5319-T-13408", "uk-5319-T-03372", "uk-5319-T-05597", "uk-5319-T-11693", "uk-5319-T-02159", "uk-5319-T-03706", "uk-5319-T-06652", "uk-5319-T-16972", "uk-5319-T-03518", "uk-5319-T-16174", "uk-5319-T-00857", "uk-5319-T-04030", "uk-5319-T-16733", "uk-5319-T-21333", "uk-5319-T-00966", "uk-5319-T-06386", "uk-5319-T-16851", "uk-5319-T-02259", "uk-5319-T-05445", "uk-5319-T-08882", "uk-5319-T-02264", "uk-5319-T-06173", "uk-5319-T-10663", "uk-5319-T-18946", "uk-5319-T-21247", "uk-5319-T-03278", "uk-5319-T-07874", "uk-5319-T-10632", "uk-5319-T-16254", "uk-5319-T-19620", "uk-5319-T-02966", "uk-5319-T-08685", "uk-5319-T-14983", "uk-5319-T-04187", "uk-5319-T-02706", "uk-5319-T-09470", "uk-5319-T-19289", "uk-5319-T-01493", "uk-5319-T-03817", "uk-5319-T-10607", "uk-5319-T-07336", "uk-5319-T-11180" ], "employment": { "value": 215600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34822, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-19-2099", "us-soc-47-2231", "us-soc-47-4031", "us-soc-47-4041", "us-soc-49-9092", "us-soc-49-9095" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 16, 23 ], "band": "minimal", "headlineShare": 0.14841319228375874, "headlineShareRange": [ 0.14841319228375874, 0.18232731798382099 ], "scoredTaskCount": 212 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5321", "market": "uk", "socCode": "5321", "title": "Plasterers", "slug": "plasterers", "description": "Plasterers apply dry linings, plaster and cement mixtures to walls and ceilings, fix fibrous sheets and cast and fix ornamental plasterwork to the interior or exterior of buildings.", "taskIds": [ "uk-5321-T-02109", "uk-5321-T-05386", "uk-5321-T-01219", "uk-5321-T-05140", "uk-5321-T-05433", "uk-5321-T-10465", "uk-5321-T-10642", "uk-5321-T-15502", "uk-5321-T-01094", "uk-5321-T-05074", "uk-5321-T-05244", "uk-5321-T-10463", "uk-5321-T-10566", "uk-5321-T-13031", "uk-5321-T-18810", "uk-5321-T-01259", "uk-5321-T-05217", "uk-5321-T-07868", "uk-5321-T-10466", "uk-5321-T-10815", "uk-5321-T-13032", "uk-5321-T-18808", "uk-5321-T-19678", "uk-5321-T-00672", "uk-5321-T-01284", "uk-5321-T-05373", "uk-5321-T-08282", "uk-5321-T-08903", "uk-5321-T-10530", "uk-5321-T-10603", "uk-5321-T-12849", "uk-5321-T-18769", "uk-5321-T-18815", "uk-5321-T-21228", "uk-5321-T-02834", "uk-5321-T-08867", "uk-5321-T-10594", "uk-5321-T-17663", "uk-5321-T-18881", "uk-5321-T-13593", "uk-5321-T-17727", "uk-5321-T-19415", "uk-5321-T-21275", "uk-5321-T-03107", "uk-5321-T-11734", "uk-5321-T-01105", "uk-5321-T-01106", "uk-5321-T-08840", "uk-5321-T-01103", "uk-5321-T-05385", "uk-5321-T-10504", "uk-5321-T-15872", "uk-5321-T-08887", "uk-5321-T-17776", "uk-5321-T-01302", "uk-5321-T-03211", "uk-5321-T-10432", "uk-5321-T-15899", "uk-5321-T-18405", "uk-5321-T-02787", "uk-5321-T-08024", "uk-5321-T-19021", "uk-5321-T-02643", "uk-5321-T-04518", "uk-5321-T-07639", "uk-5321-T-09471", "uk-5321-T-12134", "uk-5321-T-19012", "uk-5321-T-03174", "uk-5321-T-07986", "uk-5321-T-10881", "uk-5321-T-21135", "uk-5321-T-07335", "uk-5321-T-09305", "uk-5321-T-11530", "uk-5321-T-19682" ], "employment": { "value": 38800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34016, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2081", "us-soc-47-2082", "us-soc-47-2161" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 93 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "23 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5322", "market": "uk", "socCode": "5322", "title": "Floorers and wall tilers", "slug": "floorers-and-wall-tilers", "description": "Floorers and wall tilers lay composition mixtures (other than mastic asphalt) to form flooring, plan, fit and secure carpet, underlay and linoleum and cover and decorate walls and floors with terrazzo and granolithic mixtures, tiles and mosaic panels.", "taskIds": [ "uk-5322-T-19819", "uk-5322-T-05390", "uk-5322-T-19674", "uk-5322-T-01245", "uk-5322-T-05397", "uk-5322-T-10396", "uk-5322-T-12922", "uk-5322-T-18888", "uk-5322-T-08747", "uk-5322-T-10618", "uk-5322-T-12914", "uk-5322-T-15866", "uk-5322-T-18993", "uk-5322-T-01157", "uk-5322-T-05035", "uk-5322-T-09384", "uk-5322-T-11129", "uk-5322-T-12904", "uk-5322-T-10518", "uk-5322-T-15251", "uk-5322-T-03153", "uk-5322-T-08847", "uk-5322-T-03173", "uk-5322-T-11373", "uk-5322-T-11734", "uk-5322-T-13565", "uk-5322-T-11229", "uk-5322-T-01235", "uk-5322-T-05404", "uk-5322-T-18809", "uk-5322-T-05419", "uk-5322-T-01097", "uk-5322-T-09289", "uk-5322-T-11134", "uk-5322-T-18760", "uk-5322-T-21110", "uk-5322-T-01263", "uk-5322-T-12848", "uk-5322-T-19699", "uk-5322-T-01124", "uk-5322-T-06233", "uk-5322-T-10285", "uk-5322-T-18870", "uk-5322-T-20881", "uk-5322-T-20882", "uk-5322-T-02116", "uk-5322-T-09439", "uk-5322-T-17664", "uk-5322-T-00678", "uk-5322-T-01098", "uk-5322-T-05453", "uk-5322-T-09244", "uk-5322-T-11251", "uk-5322-T-16062", "uk-5322-T-01090", "uk-5322-T-01110", "uk-5322-T-02480", "uk-5322-T-11226", "uk-5322-T-12851", "uk-5322-T-13038", "uk-5322-T-15919", "uk-5322-T-17665", "uk-5322-T-01093", "uk-5322-T-02103", "uk-5322-T-04528", "uk-5322-T-10644", "uk-5322-T-12798", "uk-5322-T-15872", "uk-5322-T-17640", "uk-5322-T-17703", "uk-5322-T-19115", "uk-5322-T-01885", "uk-5322-T-10439", "uk-5322-T-17633", "uk-5322-T-05451", "uk-5322-T-10562", "uk-5322-T-21140", "uk-5322-T-06191", "uk-5322-T-13010", "uk-5322-T-08660" ], "employment": { "value": 35600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32861, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2041", "us-soc-47-2042", "us-soc-47-2043", "us-soc-47-2044", "us-soc-47-2051", "us-soc-47-2053" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0.022388059701492533, "headlineShareRange": [ 0.022388059701492533, 0.035074626865671636 ], "scoredTaskCount": 90 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5323", "market": "uk", "socCode": "5323", "title": "Painters and decorators", "slug": "painters-and-decorators", "description": "Those working in this unit group apply paint, varnish, wallpaper and other protective and decorative materials to interior and exterior walls and surfaces, paint designs on wood, glass, metal, plastics and other materials, and stain, wax and French polish wood surfaces by hand.", "taskIds": [ "uk-5323-T-01130", "uk-5323-T-01223", "uk-5323-T-01298", "uk-5323-T-01233", "uk-5323-T-05086", "uk-5323-T-11228", "uk-5323-T-02396", "uk-5323-T-05081", "uk-5323-T-08796", "uk-5323-T-08802", "uk-5323-T-13011", "uk-5323-T-13014", "uk-5323-T-15306", "uk-5323-T-15872", "uk-5323-T-17699", "uk-5323-T-18815", "uk-5323-T-19555", "uk-5323-T-19830", "uk-5323-T-21384", "uk-5323-T-02310", "uk-5323-T-05323", "uk-5323-T-12904", "uk-5323-T-13037", "uk-5323-T-15899", "uk-5323-T-17672", "uk-5323-T-21568", "uk-5323-T-03867", "uk-5323-T-15102", "uk-5323-T-17041", "uk-5323-T-03119", "uk-5323-T-11597", "uk-5323-T-16986", "uk-5323-T-20604", "uk-5323-T-21275", "uk-5323-T-08137", "uk-5323-T-17081", "uk-5323-T-19426", "uk-5323-T-16920", "uk-5323-T-17916", "uk-5323-T-20816" ], "employment": { "value": 86200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32763, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2141", "us-soc-47-2142" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.04959999999999999 ], "scoredTaskCount": 40 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5330", "market": "uk", "socCode": "5330", "title": "Construction and building trades supervisors", "slug": "construction-and-building-trades-supervisors", "description": "Construction and building trades supervisors oversee operations and directly supervise and coordinate the activities of workers in construction and building trades.", "taskIds": [ "uk-5330-T-04530", "uk-5330-T-06139", "uk-5330-T-05281", "uk-5330-T-07508", "uk-5330-T-08883", "uk-5330-T-10524", "uk-5330-T-10539", "uk-5330-T-10608", "uk-5330-T-10641", "uk-5330-T-12847", "uk-5330-T-17801", "uk-5330-T-19470", "uk-5330-T-05006", "uk-5330-T-14278", "uk-5330-T-02921", "uk-5330-T-01157", "uk-5330-T-03082", "uk-5330-T-10253", "uk-5330-T-10356", "uk-5330-T-10370", "uk-5330-T-11229", "uk-5330-T-17548", "uk-5330-T-18925", "uk-5330-T-18951", "uk-5330-T-08841", "uk-5330-T-11645", "uk-5330-T-18810", "uk-5330-T-14991", "uk-5330-T-20383", "uk-5330-T-10237", "uk-5330-T-19346", "uk-5330-T-21494", "uk-5330-T-07536", "uk-5330-T-12875", "uk-5330-T-20609", "uk-5330-T-05112", "uk-5330-T-10208", "uk-5330-T-13432", "uk-5330-T-20606", "uk-5330-T-08103", "uk-5330-T-01830", "uk-5330-T-10358", "uk-5330-T-16836", "uk-5330-T-18864", "uk-5330-T-07620", "uk-5330-T-08282", "uk-5330-T-13770", "uk-5330-T-01023", "uk-5330-T-08271", "uk-5330-T-12852", "uk-5330-T-14231", "uk-5330-T-17021", "uk-5330-T-18287", "uk-5330-T-17143", "uk-5330-T-17326", "uk-5330-T-17164", "uk-5330-T-10468", "uk-5330-T-14516", "uk-5330-T-04868", "uk-5330-T-00185", "uk-5330-T-03573", "uk-5330-T-05669", "uk-5330-T-02448", "uk-5330-T-10377", "uk-5330-T-01148", "uk-5330-T-19125", "uk-5330-T-01112", "uk-5330-T-14529", "uk-5330-T-01758", "uk-5330-T-08044", "uk-5330-T-15037", "uk-5330-T-15926", "uk-5330-T-17769", "uk-5330-T-02078", "uk-5330-T-12522", "uk-5330-T-15838", "uk-5330-T-17036", "uk-5330-T-20061", "uk-5330-T-09810", "uk-5330-T-14681", "uk-5330-T-15938", "uk-5330-T-21663", "uk-5330-T-07528", "uk-5330-T-10640", "uk-5330-T-20041", "uk-5330-T-01688", "uk-5330-T-08143", "uk-5330-T-12584", "uk-5330-T-02966", "uk-5330-T-03867", "uk-5330-T-06177", "uk-5330-T-09883", "uk-5330-T-10283", "uk-5330-T-00083", "uk-5330-T-03348", "uk-5330-T-17915", "uk-5330-T-03771", "uk-5330-T-12707", "uk-5330-T-07336", "uk-5330-T-11180", "uk-5330-T-19812" ], "employment": { "value": 53100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 45021, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-1011", "us-soc-47-5032" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 24, 34 ], "band": "low", "headlineShare": 0.16081186572989867, "headlineShareRange": [ 0.12334113973458244, 0.2736143637782985 ], "scoredTaskCount": 166 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:58:27Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "46 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5411", "market": "uk", "socCode": "5411", "title": "Upholsterers", "slug": "upholsterers", "description": "Upholsterers upholster vehicle, aircraft and other seating, fix trimmings to the interiors of vehicles and aircraft, upholster furniture such as chairs and sofas, and make mattresses, curtains and other soft furnishings.", "taskIds": [ "uk-5411-T-05436", "uk-5411-T-00232", "uk-5411-T-10357", "uk-5411-T-15002", "uk-5411-T-00254", "uk-5411-T-14935", "uk-5411-T-03015", "uk-5411-T-11370", "uk-5411-T-19716", "uk-5411-T-04401", "uk-5411-T-08496", "uk-5411-T-17965", "uk-5411-T-19781", "uk-5411-T-17297", "uk-5411-T-05080", "uk-5411-T-21106", "uk-5411-T-01292", "uk-5411-T-05289", "uk-5411-T-05419", "uk-5411-T-18981", "uk-5411-T-21253", "uk-5411-T-02347", "uk-5411-T-05402", "uk-5411-T-06037", "uk-5411-T-10290", "uk-5411-T-12773", "uk-5411-T-15615", "uk-5411-T-17646", "uk-5411-T-17846", "uk-5411-T-02091", "uk-5411-T-05236", "uk-5411-T-05513", "uk-5411-T-10963", "uk-5411-T-12785", "uk-5411-T-15881", "uk-5411-T-17701", "uk-5411-T-21681", "uk-5411-T-02119", "uk-5411-T-08096", "uk-5411-T-11242", "uk-5411-T-14016", "uk-5411-T-16986", "uk-5411-T-02090", "uk-5411-T-05316", "uk-5411-T-09559", "uk-5411-T-12009", "uk-5411-T-16544", "uk-5411-T-17787", "uk-5411-T-11350", "uk-5411-T-17040", "uk-5411-T-03577", "uk-5411-T-08260", "uk-5411-T-12482", "uk-5411-T-15274", "uk-5411-T-20944", "uk-5411-T-03289", "uk-5411-T-17545" ], "employment": { "value": 12800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27909, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-6093" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 19 ], "band": "minimal", "headlineShare": 0.07683486238532106, "headlineShareRange": [ 0.05848623853211006, 0.12958715596330264 ], "scoredTaskCount": 57 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5412", "market": "uk", "socCode": "5412", "title": "Footwear and leather working trades", "slug": "footwear-and-leather-working-trades", "description": "Footwear and leather working trades make and repair shoes, cut out, make up, sew, decorate and finish leather and leather substitute goods other than garments.", "taskIds": [ "uk-5412-T-04511", "uk-5412-T-00652", "uk-5412-T-05411", "uk-5412-T-08833", "uk-5412-T-17885", "uk-5412-T-00687", "uk-5412-T-05429", "uk-5412-T-07511", "uk-5412-T-08842", "uk-5412-T-10233", "uk-5412-T-10390", "uk-5412-T-13536", "uk-5412-T-17752", "uk-5412-T-17892", "uk-5412-T-19451", "uk-5412-T-20624", "uk-5412-T-02088", "uk-5412-T-05436", "uk-5412-T-07273", "uk-5412-T-08494", "uk-5412-T-10198", "uk-5412-T-10357", "uk-5412-T-12873", "uk-5412-T-15010", "uk-5412-T-17851", "uk-5412-T-18816", "uk-5412-T-19764", "uk-5412-T-20870", "uk-5412-T-03044", "uk-5412-T-07272", "uk-5412-T-07570", "uk-5412-T-10186", "uk-5412-T-11839", "uk-5412-T-12874", "uk-5412-T-13856", "uk-5412-T-15351", "uk-5412-T-17858", "uk-5412-T-19128", "uk-5412-T-19490", "uk-5412-T-19691", "uk-5412-T-19820", "uk-5412-T-08280", "uk-5412-T-13004", "uk-5412-T-14644", "uk-5412-T-16998", "uk-5412-T-19244", "uk-5412-T-19690", "uk-5412-T-07777", "uk-5412-T-12185", "uk-5412-T-14631", "uk-5412-T-15658", "uk-5412-T-19141", "uk-5412-T-19558", "uk-5412-T-17087", "uk-5412-T-19693", "uk-5412-T-05236", "uk-5412-T-02944", "uk-5412-T-11594", "uk-5412-T-04653", "uk-5412-T-05726", "uk-5412-T-14870", "uk-5412-T-15305", "uk-5412-T-19018", "uk-5412-T-21302", "uk-5412-T-15492", "uk-5412-T-01684", "uk-5412-T-10282", "uk-5412-T-16374", "uk-5412-T-17243", "uk-5412-T-17920", "uk-5412-T-18208", "uk-5412-T-21590", "uk-5412-T-09618", "uk-5412-T-16176", "uk-5412-T-19053" ], "employment": { "value": 7700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25357, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-6041", "us-soc-51-6042" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 11 ], "band": "minimal", "headlineShare": 0.0077021822849807405, "headlineShareRange": [ 0.0077021822849807405, 0.02439024390243901 ], "scoredTaskCount": 111 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "19 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5413", "market": "uk", "socCode": "5413", "title": "Tailors and dressmakers", "slug": "tailors-and-dressmakers", "description": "Tailors and dressmakers prepare patterns and make, fit and alter tailored garments, dresses and other articles of clothing.", "taskIds": [ "uk-5413-T-04501", "uk-5413-T-08556", "uk-5413-T-01095", "uk-5413-T-05003", "uk-5413-T-07500", "uk-5413-T-02860", "uk-5413-T-05166", "uk-5413-T-08884", "uk-5413-T-10882", "uk-5413-T-14666", "uk-5413-T-02065", "uk-5413-T-02928", "uk-5413-T-06358", "uk-5413-T-09642", "uk-5413-T-12410", "uk-5413-T-16057", "uk-5413-T-02076", "uk-5413-T-03049", "uk-5413-T-07150", "uk-5413-T-11652", "uk-5413-T-12952", "uk-5413-T-17010", "uk-5413-T-02061", "uk-5413-T-02381", "uk-5413-T-05335", "uk-5413-T-08962", "uk-5413-T-10325", "uk-5413-T-11885", "uk-5413-T-14613", "uk-5413-T-16969", "uk-5413-T-19251", "uk-5413-T-19790", "uk-5413-T-02291", "uk-5413-T-12006", "uk-5413-T-19537", "uk-5413-T-00185", "uk-5413-T-02289", "uk-5413-T-05470", "uk-5413-T-09422", "uk-5413-T-10128", "uk-5413-T-12947", "uk-5413-T-15226", "uk-5413-T-17120", "uk-5413-T-19777", "uk-5413-T-00439", "uk-5413-T-02119", "uk-5413-T-05432", "uk-5413-T-07754", "uk-5413-T-19449", "uk-5413-T-20333", "uk-5413-T-02091", "uk-5413-T-05443", "uk-5413-T-07470", "uk-5413-T-09268", "uk-5413-T-16210", "uk-5413-T-20285", "uk-5413-T-00723", "uk-5413-T-02118", "uk-5413-T-05720", "uk-5413-T-08908", "uk-5413-T-10293", "uk-5413-T-12828", "uk-5413-T-14920", "uk-5413-T-16931", "uk-5413-T-18464", "uk-5413-T-00254", "uk-5413-T-02478", "uk-5413-T-10234", "uk-5413-T-12891", "uk-5413-T-14116", "uk-5413-T-15013", "uk-5413-T-15358", "uk-5413-T-16754", "uk-5413-T-17789", "uk-5413-T-20866", "uk-5413-T-10187", "uk-5413-T-14006", "uk-5413-T-15342", "uk-5413-T-17643", "uk-5413-T-20598", "uk-5413-T-02477", "uk-5413-T-08516", "uk-5413-T-12794", "uk-5413-T-17338", "uk-5413-T-17891", "uk-5413-T-20386", "uk-5413-T-13503", "uk-5413-T-02558", "uk-5413-T-12874", "uk-5413-T-00085", "uk-5413-T-12217", "uk-5413-T-17722", "uk-5413-T-20373", "uk-5413-T-00117", "uk-5413-T-05401", "uk-5413-T-16058", "uk-5413-T-19446", "uk-5413-T-20388", "uk-5413-T-05028", "uk-5413-T-11564", "uk-5413-T-20865", "uk-5413-T-17851", "uk-5413-T-10200", "uk-5413-T-08265", "uk-5413-T-19447", "uk-5413-T-04497", "uk-5413-T-05239", "uk-5413-T-05381", "uk-5413-T-01684", "uk-5413-T-04558", "uk-5413-T-05199", "uk-5413-T-01524", "uk-5413-T-03267", "uk-5413-T-08961", "uk-5413-T-12066", "uk-5413-T-05266", "uk-5413-T-08342", "uk-5413-T-09653", "uk-5413-T-09323", "uk-5413-T-10357", "uk-5413-T-12246", "uk-5413-T-20524", "uk-5413-T-16189", "uk-5413-T-04695", "uk-5413-T-09533", "uk-5413-T-12134", "uk-5413-T-16166", "uk-5413-T-19813", "uk-5413-T-21182" ], "employment": { "value": 12000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25212, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-3092", "us-soc-51-6031", "us-soc-51-6052", "us-soc-51-6062", "us-soc-51-6092", "us-soc-51-9031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 22 ], "band": "minimal", "headlineShare": 0.11517658288259629, "headlineShareRange": [ 0.11199490932230358, 0.17085587018771883 ], "scoredTaskCount": 217 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "61 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5419", "market": "uk", "socCode": "5419", "title": "Textiles, garments and related trades n.e.c.", "slug": "textiles-garments-and-related-trades-n-e-c", "description": "Job holders in this unit group perform a variety of textiles and related craft occupations not elsewhere classified in minor group 541: Textiles, garments and related trades.", "taskIds": [ "uk-5419-T-10045", "uk-5419-T-02119", "uk-5419-T-14913", "uk-5419-T-19449", "uk-5419-T-02118", "uk-5419-T-19448", "uk-5419-T-01155", "uk-5419-T-18923", "uk-5419-T-20865", "uk-5419-T-00687", "uk-5419-T-15835", "uk-5419-T-20599", "uk-5419-T-08908", "uk-5419-T-17486", "uk-5419-T-21152", "uk-5419-T-02705", "uk-5419-T-12891", "uk-5419-T-14898", "uk-5419-T-19010", "uk-5419-T-20615", "uk-5419-T-08800", "uk-5419-T-13809", "uk-5419-T-07160", "uk-5419-T-09998", "uk-5419-T-11683", "uk-5419-T-14334", "uk-5419-T-16378", "uk-5419-T-21424", "uk-5419-T-21641", "uk-5419-T-11205", "uk-5419-T-10308", "uk-5419-T-10309", "uk-5419-T-15493", "uk-5419-T-01768", "uk-5419-T-14142", "uk-5419-T-16964", "uk-5419-T-19447", "uk-5419-T-09533", "uk-5419-T-10233", "uk-5419-T-10357", "uk-5419-T-17920", "uk-5419-T-02467", "uk-5419-T-06191", "uk-5419-T-00254", "uk-5419-T-05401", "uk-5419-T-12790", "uk-5419-T-20624", "uk-5419-T-04401", "uk-5419-T-05239", "uk-5419-T-05437", "uk-5419-T-12787", "uk-5419-T-14935", "uk-5419-T-18687", "uk-5419-T-20886", "uk-5419-T-17891", "uk-5419-T-00913", "uk-5419-T-10205", "uk-5419-T-13423", "uk-5419-T-17875", "uk-5419-T-00248", "uk-5419-T-07820", "uk-5419-T-10318", "uk-5419-T-13395", "uk-5419-T-17654", "uk-5419-T-21736", "uk-5419-T-00237", "uk-5419-T-01303", "uk-5419-T-07832", "uk-5419-T-10319", "uk-5419-T-12889", "uk-5419-T-17297", "uk-5419-T-21564", "uk-5419-T-03015", "uk-5419-T-07852", "uk-5419-T-12601", "uk-5419-T-15139", "uk-5419-T-19781" ], "employment": { "value": 11500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26573, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-9099", "us-soc-51-6051" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 13, 21 ], "band": "minimal", "headlineShare": 0.09833187006145735, "headlineShareRange": [ 0.09833187006145735, 0.1290605794556628 ], "scoredTaskCount": 90 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "50 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5421", "market": "uk", "socCode": "5421", "title": "Pre-press technicians", "slug": "pre-press-technicians", "description": "Pre-press technicians prepare, format and compose text and graphics in a form suitable for use in a variety of print processes.", "taskIds": [ "uk-5421-T-03839", "uk-5421-T-08512", "uk-5421-T-11614", "uk-5421-T-15589", "uk-5421-T-19717", "uk-5421-T-00075", "uk-5421-T-03829", "uk-5421-T-08030", "uk-5421-T-11415", "uk-5421-T-14873", "uk-5421-T-19570", "uk-5421-T-00260", "uk-5421-T-03030", "uk-5421-T-07573", "uk-5421-T-10353", "uk-5421-T-14796", "uk-5421-T-19120", "uk-5421-T-00724", "uk-5421-T-03015", "uk-5421-T-07280", "uk-5421-T-10281", "uk-5421-T-14053", "uk-5421-T-19099", "uk-5421-T-00932", "uk-5421-T-02833", "uk-5421-T-06121", "uk-5421-T-10181", "uk-5421-T-18826" ], "employment": { "value": 3700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27497, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-9031", "us-soc-51-5111" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 40, "occScoreRange": [ 36, 46 ], "band": "partial", "headlineShare": 0.2602040816326531, "headlineShareRange": [ 0.2602040816326531, 0.42857142857142855 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5422", "market": "uk", "socCode": "5422", "title": "Printers", "slug": "printers", "description": "Printers set up and operate various small offset printing presses and digital printing processes.", "taskIds": [ "uk-5422-T-11663", "uk-5422-T-00246", "uk-5422-T-11489", "uk-5422-T-17228", "uk-5422-T-00689", "uk-5422-T-10392", "uk-5422-T-17001", "uk-5422-T-02672", "uk-5422-T-10178", "uk-5422-T-15589", "uk-5422-T-02820", "uk-5422-T-07957", "uk-5422-T-14238", "uk-5422-T-03031", "uk-5422-T-13547", "uk-5422-T-19717", "uk-5422-T-03124", "uk-5422-T-07419", "uk-5422-T-19334", "uk-5422-T-07147", "uk-5422-T-13203", "uk-5422-T-12728", "uk-5422-T-13931", "uk-5422-T-20635", "uk-5422-T-07418", "uk-5422-T-13275", "uk-5422-T-19327", "uk-5422-T-16076", "uk-5422-T-16229", "uk-5422-T-01741", "uk-5422-T-07968", "uk-5422-T-01597", "uk-5422-T-05263", "uk-5422-T-08041", "uk-5422-T-18588", "uk-5422-T-00185", "uk-5422-T-04560", "uk-5422-T-07280", "uk-5422-T-08030", "uk-5422-T-11415", "uk-5422-T-11745", "uk-5422-T-16817", "uk-5422-T-19570", "uk-5422-T-04391", "uk-5422-T-08944", "uk-5422-T-12492", "uk-5422-T-20157", "uk-5422-T-01089" ], "employment": { "value": 18000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33019, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-5112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 26, 35 ], "band": "low", "headlineShare": 0.23681257014590334, "headlineShareRange": [ 0.21324354657687983, 0.35802469135802456 ], "scoredTaskCount": 114 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5423", "market": "uk", "socCode": "5423", "title": "Print finishing and binding workers", "slug": "print-finishing-and-binding-workers", "description": "Print finishing and binding workers bind books and other publications and finish printed items by hand or machine.", "taskIds": [ "uk-5423-T-00250", "uk-5423-T-02670", "uk-5423-T-05393", "uk-5423-T-05398", "uk-5423-T-08906", "uk-5423-T-19399", "uk-5423-T-20863", "uk-5423-T-01502", "uk-5423-T-03015", "uk-5423-T-03106", "uk-5423-T-05443", "uk-5423-T-08847", "uk-5423-T-10023", "uk-5423-T-10355", "uk-5423-T-11486", "uk-5423-T-14016", "uk-5423-T-16896", "uk-5423-T-19334", "uk-5423-T-20940", "uk-5423-T-01132", "uk-5423-T-01597", "uk-5423-T-03829", "uk-5423-T-03891", "uk-5423-T-07973", "uk-5423-T-09709", "uk-5423-T-10188", "uk-5423-T-10392", "uk-5423-T-10394", "uk-5423-T-11587", "uk-5423-T-13388", "uk-5423-T-14778", "uk-5423-T-16985", "uk-5423-T-17635", "uk-5423-T-17691", "uk-5423-T-18588", "uk-5423-T-19581", "uk-5423-T-21750", "uk-5423-T-00637", "uk-5423-T-03839", "uk-5423-T-03856", "uk-5423-T-04346", "uk-5423-T-07216", "uk-5423-T-07754", "uk-5423-T-09533", "uk-5423-T-11614", "uk-5423-T-14837", "uk-5423-T-15894", "uk-5423-T-17032", "uk-5423-T-17326", "uk-5423-T-17989", "uk-5423-T-19099", "uk-5423-T-19686", "uk-5423-T-20943", "uk-5423-T-01153", "uk-5423-T-04431", "uk-5423-T-17050", "uk-5423-T-20157", "uk-5423-T-21391", "uk-5423-T-20322" ], "employment": { "value": 8400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27315, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-5113", "us-soc-51-9151" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 15, 23 ], "band": "minimal", "headlineShare": 0.09750566893424031, "headlineShareRange": [ 0.08049886621315187, 0.1451247165532879 ], "scoredTaskCount": 59 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5431", "market": "uk", "socCode": "5431", "title": "Butchers", "slug": "butchers", "description": "Butchers direct and undertake the slaughter of animals and prepare carcasses for storage, processing and sale.", "taskIds": [ "uk-5431-T-05412", "uk-5431-T-03068", "uk-5431-T-05383", "uk-5431-T-05391", "uk-5431-T-05413", "uk-5431-T-11734", "uk-5431-T-02967", "uk-5431-T-05375", "uk-5431-T-05665", "uk-5431-T-10332", "uk-5431-T-12997", "uk-5431-T-16253", "uk-5431-T-19200", "uk-5431-T-20473", "uk-5431-T-03573", "uk-5431-T-05668", "uk-5431-T-12604", "uk-5431-T-13158", "uk-5431-T-13579", "uk-5431-T-17072", "uk-5431-T-19547", "uk-5431-T-20607", "uk-5431-T-03488", "uk-5431-T-08275", "uk-5431-T-12661", "uk-5431-T-13416", "uk-5431-T-14999", "uk-5431-T-17339", "uk-5431-T-19421", "uk-5431-T-21643", "uk-5431-T-21748", "uk-5431-T-13662", "uk-5431-T-19003", "uk-5431-T-19950", "uk-5431-T-21740", "uk-5431-T-05396", "uk-5431-T-19445", "uk-5431-T-19543", "uk-5431-T-14032", "uk-5431-T-19452", "uk-5431-T-19541", "uk-5431-T-19546", "uk-5431-T-04660", "uk-5431-T-14042", "uk-5431-T-19492", "uk-5431-T-19875", "uk-5431-T-07804", "uk-5431-T-14818", "uk-5431-T-19599", "uk-5431-T-21569", "uk-5431-T-03580", "uk-5431-T-13004", "uk-5431-T-19542", "uk-5431-T-20869", "uk-5431-T-12998", "uk-5431-T-01252", "uk-5431-T-12360" ], "employment": { "value": 21300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28859, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-3021", "us-soc-51-3022", "us-soc-51-3023", "us-soc-51-3091" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 13 ], "band": "minimal", "headlineShare": 0.031545741324921134, "headlineShareRange": [ 0.031545741324921134, 0.0473186119873817 ], "scoredTaskCount": 61 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "14 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5432", "market": "uk", "socCode": "5432", "title": "Bakers and flour confectioners", "slug": "bakers-and-flour-confectioners", "description": "Bakers and flour confectioners prepare and bake dough, pastry and cake mixtures and make and finish flour confectionary products by hand.", "taskIds": [ "uk-5432-T-02221", "uk-5432-T-02222", "uk-5432-T-00258", "uk-5432-T-05499", "uk-5432-T-12888", "uk-5432-T-13030", "uk-5432-T-15504", "uk-5432-T-19291", "uk-5432-T-00105", "uk-5432-T-04198", "uk-5432-T-08837", "uk-5432-T-11596", "uk-5432-T-14990", "uk-5432-T-19319", "uk-5432-T-19460", "uk-5432-T-02947", "uk-5432-T-07828", "uk-5432-T-10357", "uk-5432-T-16182", "uk-5432-T-16225", "uk-5432-T-01344", "uk-5432-T-02874", "uk-5432-T-05240", "uk-5432-T-06622", "uk-5432-T-08921", "uk-5432-T-12369", "uk-5432-T-13766", "uk-5432-T-14210", "uk-5432-T-17065", "uk-5432-T-20208", "uk-5432-T-09651", "uk-5432-T-14246", "uk-5432-T-18294", "uk-5432-T-02609", "uk-5432-T-06299", "uk-5432-T-09592", "uk-5432-T-11988", "uk-5432-T-14119", "uk-5432-T-14178", "uk-5432-T-15663", "uk-5432-T-20985", "uk-5432-T-05501", "uk-5432-T-01161", "uk-5432-T-03078", "uk-5432-T-16256", "uk-5432-T-07240", "uk-5432-T-11734", "uk-5432-T-21749", "uk-5432-T-14263", "uk-5432-T-16903", "uk-5432-T-18997", "uk-5432-T-01966", "uk-5432-T-05431", "uk-5432-T-08258", "uk-5432-T-12605", "uk-5432-T-15319", "uk-5432-T-17031" ], "employment": { "value": 26800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29117, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-3011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 13, 22 ], "band": "minimal", "headlineShare": 0.09147982062780263, "headlineShareRange": [ 0.0762331838565022, 0.12556053811659182 ], "scoredTaskCount": 78 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "29 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5433", "market": "uk", "socCode": "5433", "title": "Fishmongers and poultry dressers", "slug": "fishmongers-and-poultry-dressers", "description": "Fishmongers and poultry dressers clean, cut and prepare fish and poultry for processing or sale.", "taskIds": [ "uk-5433-T-15623", "uk-5433-T-03094", "uk-5433-T-07811", "uk-5433-T-16205", "uk-5433-T-02378", "uk-5433-T-05391", "uk-5433-T-08817", "uk-5433-T-14032", "uk-5433-T-17055", "uk-5433-T-19746", "uk-5433-T-01943", "uk-5433-T-05158", "uk-5433-T-05412", "uk-5433-T-10330", "uk-5433-T-13435", "uk-5433-T-17072", "uk-5433-T-18879", "uk-5433-T-20316", "uk-5433-T-04764", "uk-5433-T-05396", "uk-5433-T-11361", "uk-5433-T-13579", "uk-5433-T-18242", "uk-5433-T-19185", "uk-5433-T-21161", "uk-5433-T-21609", "uk-5433-T-19543", "uk-5433-T-19492", "uk-5433-T-05159", "uk-5433-T-07372", "uk-5433-T-21569", "uk-5433-T-12998" ], "employment": { "value": 4900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25394, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-3021", "us-soc-51-3022", "us-soc-51-3023", "us-soc-51-3091" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 6, 11 ], "band": "minimal", "headlineShare": 0.04618117229129662, "headlineShareRange": [ 0.04618117229129662, 0.063943161634103 ], "scoredTaskCount": 43 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5434", "market": "uk", "socCode": "5434", "title": "Chefs", "slug": "chefs", "description": "Chefs plan menus and prepare, or oversee the preparation of food in hotels, restaurants, clubs, private households and other establishments.", "taskIds": [ "uk-5434-T-02940", "uk-5434-T-04726", "uk-5434-T-11869", "uk-5434-T-15431", "uk-5434-T-02051", "uk-5434-T-04887", "uk-5434-T-08955", "uk-5434-T-11343", "uk-5434-T-14594", "uk-5434-T-14600", "uk-5434-T-15181", "uk-5434-T-15590", "uk-5434-T-00955", "uk-5434-T-04345", "uk-5434-T-04831", "uk-5434-T-05240", "uk-5434-T-06168", "uk-5434-T-08243", "uk-5434-T-10268", "uk-5434-T-10386", "uk-5434-T-11902", "uk-5434-T-12606", "uk-5434-T-15097", "uk-5434-T-15182", "uk-5434-T-15183", "uk-5434-T-15626", "uk-5434-T-15628", "uk-5434-T-18492", "uk-5434-T-19992", "uk-5434-T-21681", "uk-5434-T-03580", "uk-5434-T-04851", "uk-5434-T-05680", "uk-5434-T-08067", "uk-5434-T-09684", "uk-5434-T-11355", "uk-5434-T-12134", "uk-5434-T-14251", "uk-5434-T-15075", "uk-5434-T-16231", "uk-5434-T-18076", "uk-5434-T-20580", "uk-5434-T-03668", "uk-5434-T-05164", "uk-5434-T-06657", "uk-5434-T-09674", "uk-5434-T-11361", "uk-5434-T-11365", "uk-5434-T-12695", "uk-5434-T-16225", "uk-5434-T-17409", "uk-5434-T-19909", "uk-5434-T-20953", "uk-5434-T-04932", "uk-5434-T-07220", "uk-5434-T-17326" ], "employment": { "value": 222700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30010, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-35-1011", "us-soc-35-1012" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 20, 30 ], "band": "low", "headlineShare": 0.1772972972972972, "headlineShareRange": [ 0.15891891891891885, 0.24756756756756743 ], "scoredTaskCount": 56 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T02:00:49.005Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5435", "market": "uk", "socCode": "5435", "title": "Cooks", "slug": "cooks", "description": "Cooks prepare, season and cook food, often using pre-prepared ingredients, in clubs, private households, fast food outlets, shops selling food cooked on the premises and the catering departments and canteens of other establishments.", "taskIds": [ "uk-5435-T-02223", "uk-5435-T-04727", "uk-5435-T-15431", "uk-5435-T-02220", "uk-5435-T-03096", "uk-5435-T-03115", "uk-5435-T-04887", "uk-5435-T-07918", "uk-5435-T-10286", "uk-5435-T-12135", "uk-5435-T-13171", "uk-5435-T-14033", "uk-5435-T-15427", "uk-5435-T-19797", "uk-5435-T-20505", "uk-5435-T-02378", "uk-5435-T-03158", "uk-5435-T-05383", "uk-5435-T-09058", "uk-5435-T-13288", "uk-5435-T-14628", "uk-5435-T-14753", "uk-5435-T-15400", "uk-5435-T-15622", "uk-5435-T-19694", "uk-5435-T-20904", "uk-5435-T-21600", "uk-5435-T-04589", "uk-5435-T-06126", "uk-5435-T-12268", "uk-5435-T-13030", "uk-5435-T-14230", "uk-5435-T-15057", "uk-5435-T-15462", "uk-5435-T-15596", "uk-5435-T-15858", "uk-5435-T-15876", "uk-5435-T-19217", "uk-5435-T-21575", "uk-5435-T-21576", "uk-5435-T-08249", "uk-5435-T-13028", "uk-5435-T-15477", "uk-5435-T-15792", "uk-5435-T-18846", "uk-5435-T-19205", "uk-5435-T-20329" ], "employment": { "value": 47500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24228, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-35-1012", "us-soc-35-2011", "us-soc-35-2012", "us-soc-35-2013", "us-soc-35-2014", "us-soc-35-2015", "us-soc-35-2019" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0.059219380888290686, "headlineShareRange": [ 0.059219380888290686, 0.11843876177658137 ], "scoredTaskCount": 47 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:40Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "24 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5436", "market": "uk", "socCode": "5436", "title": "Catering and bar managers", "slug": "catering-and-bar-managers", "description": "Catering and bar managers plan, direct and co-ordinate the catering and bar facilities and services of licensed premises, factories, shops, theatres, educational premises and other establishments. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "No cross-market counterpart is mapped for this occupation, so there is no US↔UK comparison on this page.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5441", "market": "uk", "socCode": "5441", "title": "Glass and ceramics makers, decorators and finishers", "slug": "glass-and-ceramics-makers-decorators-and-finishers", "description": "Glass and ceramics workers, form, shape, decorate, smooth and polish glassware, earthenware, refractory goods, clay bricks and other ceramic goods.", "taskIds": [ "uk-5441-T-01162", "uk-5441-T-01166", "uk-5441-T-02939", "uk-5441-T-04521", "uk-5441-T-05279", "uk-5441-T-05802", "uk-5441-T-13053", "uk-5441-T-15327", "uk-5441-T-19014", "uk-5441-T-19461", "uk-5441-T-00917", "uk-5441-T-02139", "uk-5441-T-04121", "uk-5441-T-05168", "uk-5441-T-05309", "uk-5441-T-05778", "uk-5441-T-06383", "uk-5441-T-07475", "uk-5441-T-10414", "uk-5441-T-10772", "uk-5441-T-10778", "uk-5441-T-12243", "uk-5441-T-19239", "uk-5441-T-00375", "uk-5441-T-02719", "uk-5441-T-03038", "uk-5441-T-04695", "uk-5441-T-05431", "uk-5441-T-06752", "uk-5441-T-06874", "uk-5441-T-07803", "uk-5441-T-08790", "uk-5441-T-09382", "uk-5441-T-09818", "uk-5441-T-10279", "uk-5441-T-12134", "uk-5441-T-12653", "uk-5441-T-14522", "uk-5441-T-14636", "uk-5441-T-14988", "uk-5441-T-15319", "uk-5441-T-17031", "uk-5441-T-17676", "uk-5441-T-18758", "uk-5441-T-18997", "uk-5441-T-19059", "uk-5441-T-19107", "uk-5441-T-19309", "uk-5441-T-19470", "uk-5441-T-19626", "uk-5441-T-19813", "uk-5441-T-21378", "uk-5441-T-21448", "uk-5441-T-01168", "uk-5441-T-02760", "uk-5441-T-00287", "uk-5441-T-02098", "uk-5441-T-04178", "uk-5441-T-13987", "uk-5441-T-14030", "uk-5441-T-16060", "uk-5441-T-00222", "uk-5441-T-05983", "uk-5441-T-07986", "uk-5441-T-10230", "uk-5441-T-10234", "uk-5441-T-13988", "uk-5441-T-14097", "uk-5441-T-14218", "uk-5441-T-14612", "uk-5441-T-16302", "uk-5441-T-16893", "uk-5441-T-19386", "uk-5441-T-19555", "uk-5441-T-19710", "uk-5441-T-21497", "uk-5441-T-02269", "uk-5441-T-02268", "uk-5441-T-05820", "uk-5441-T-05218", "uk-5441-T-05864", "uk-5441-T-16191", "uk-5441-T-01296", "uk-5441-T-05692", "uk-5441-T-05917", "uk-5441-T-06474", "uk-5441-T-13024", "uk-5441-T-19474", "uk-5441-T-01533", "uk-5441-T-05447", "uk-5441-T-06390", "uk-5441-T-08900", "uk-5441-T-12213", "uk-5441-T-18401", "uk-5441-T-21207", "uk-5441-T-01116", "uk-5441-T-05311", "uk-5441-T-06235", "uk-5441-T-07306", "uk-5441-T-08290", "uk-5441-T-09347", "uk-5441-T-12121", "uk-5441-T-13922", "uk-5441-T-14994", "uk-5441-T-17590", "uk-5441-T-17853", "uk-5441-T-19287", "uk-5441-T-19822", "uk-5441-T-21276", "uk-5441-T-21343", "uk-5441-T-05647", "uk-5441-T-15418", "uk-5441-T-19327", "uk-5441-T-08088", "uk-5441-T-09173", "uk-5441-T-14377", "uk-5441-T-16357", "uk-5441-T-17760", "uk-5441-T-19143", "uk-5441-T-21611", "uk-5441-T-02568", "uk-5441-T-02328", "uk-5441-T-05394", "uk-5441-T-11570", "uk-5441-T-14717", "uk-5441-T-17487", "uk-5441-T-18110", "uk-5441-T-19665", "uk-5441-T-01520", "uk-5441-T-07842", "uk-5441-T-18793", "uk-5441-T-10531", "uk-5441-T-04699", "uk-5441-T-10336", "uk-5441-T-03093", "uk-5441-T-10311", "uk-5441-T-18915", "uk-5441-T-19463", "uk-5441-T-13538", "uk-5441-T-19268", "uk-5441-T-00281", "uk-5441-T-17784", "uk-5441-T-11236", "uk-5441-T-19184", "uk-5441-T-09816", "uk-5441-T-17684" ], "employment": { "value": 19400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28936, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1012", "us-soc-51-9022", "us-soc-51-9031", "us-soc-51-9123", "us-soc-51-9195" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 22 ], "band": "minimal", "headlineShare": 0.08435916002896444, "headlineShareRange": [ 0.05901520637219402, 0.14409847936278042 ], "scoredTaskCount": 195 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "58 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5442", "market": "uk", "socCode": "5442", "title": "Furniture makers and other craft woodworkers", "slug": "furniture-makers-and-other-craft-woodworkers", "description": "Furniture makers and other craft woodworkers make, repair and restore wooden furniture, decorative objects and other crafted pieces of woodwork.", "taskIds": [ "uk-5442-T-02110", "uk-5442-T-01465", "uk-5442-T-05454", "uk-5442-T-10478", "uk-5442-T-14052", "uk-5442-T-17835", "uk-5442-T-20881", "uk-5442-T-02949", "uk-5442-T-07511", "uk-5442-T-12833", "uk-5442-T-15124", "uk-5442-T-17603", "uk-5442-T-20880", "uk-5442-T-01271", "uk-5442-T-05856", "uk-5442-T-11241", "uk-5442-T-14827", "uk-5442-T-15573", "uk-5442-T-19309", "uk-5442-T-08282", "uk-5442-T-02311", "uk-5442-T-05087", "uk-5442-T-05835", "uk-5442-T-02314", "uk-5442-T-16282", "uk-5442-T-04531", "uk-5442-T-06370", "uk-5442-T-07192", "uk-5442-T-08832", "uk-5442-T-03651", "uk-5442-T-04969", "uk-5442-T-06475", "uk-5442-T-08286", "uk-5442-T-09149", "uk-5442-T-02318", "uk-5442-T-09180", "uk-5442-T-18200", "uk-5442-T-19107", "uk-5442-T-19471", "uk-5442-T-20380", "uk-5442-T-01266", "uk-5442-T-18401", "uk-5442-T-01268", "uk-5442-T-01785", "uk-5442-T-16427", "uk-5442-T-17766", "uk-5442-T-01298", "uk-5442-T-07346", "uk-5442-T-13014", "uk-5442-T-17185", "uk-5442-T-17699", "uk-5442-T-19555", "uk-5442-T-01475", "uk-5442-T-08790", "uk-5442-T-18775", "uk-5442-T-05080", "uk-5442-T-08251", "uk-5442-T-14803", "uk-5442-T-16722", "uk-5442-T-19106", "uk-5442-T-11162", "uk-5442-T-18164", "uk-5442-T-19465", "uk-5442-T-19611", "uk-5442-T-10773", "uk-5442-T-14956", "uk-5442-T-17625", "uk-5442-T-03137", "uk-5442-T-08638", "uk-5442-T-12005", "uk-5442-T-02309", "uk-5442-T-20855", "uk-5442-T-14645", "uk-5442-T-12821", "uk-5442-T-19758", "uk-5442-T-05505", "uk-5442-T-19627", "uk-5442-T-13011", "uk-5442-T-12847", "uk-5442-T-19470", "uk-5442-T-03082", "uk-5442-T-17801", "uk-5442-T-11645", "uk-5442-T-15308", "uk-5442-T-03385", "uk-5442-T-08273", "uk-5442-T-07508", "uk-5442-T-10641", "uk-5442-T-04530", "uk-5442-T-10608", "uk-5442-T-15557", "uk-5442-T-06139", "uk-5442-T-10539", "uk-5442-T-14278", "uk-5442-T-18951", "uk-5442-T-10524", "uk-5442-T-18925", "uk-5442-T-02921", "uk-5442-T-08883", "uk-5442-T-18812", "uk-5442-T-01157", "uk-5442-T-05006", "uk-5442-T-18792" ], "employment": { "value": 36100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33078, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-7011", "us-soc-51-7021", "us-soc-51-7031", "us-soc-51-7032" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 13, 20 ], "band": "minimal", "headlineShare": 0.10311958405545925, "headlineShareRange": [ 0.0645580589254766, 0.16854419410745233 ], "scoredTaskCount": 160 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "46 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5443", "market": "uk", "socCode": "5443", "title": "Florists", "slug": "florists", "description": "Florists sell flowers and related products in a wholesale or retail business, and design and make up floral bouquets, wreaths, tributes and other floral arrangements for sale to the public.", "taskIds": [ "uk-5443-T-01883", "uk-5443-T-05663", "uk-5443-T-11952", "uk-5443-T-16901", "uk-5443-T-20945", "uk-5443-T-00438", "uk-5443-T-05567", "uk-5443-T-11717", "uk-5443-T-15624", "uk-5443-T-19149", "uk-5443-T-20873", "uk-5443-T-21588", "uk-5443-T-00177", "uk-5443-T-05500", "uk-5443-T-07271", "uk-5443-T-15123", "uk-5443-T-18085", "uk-5443-T-20328", "uk-5443-T-21747", "uk-5443-T-02813", "uk-5443-T-05876", "uk-5443-T-14428", "uk-5443-T-19002", "uk-5443-T-20346", "uk-5443-T-01075", "uk-5443-T-07323", "uk-5443-T-12134", "uk-5443-T-17087", "uk-5443-T-19023", "uk-5443-T-20669", "uk-5443-T-03059", "uk-5443-T-10268", "uk-5443-T-17226", "uk-5443-T-19207", "uk-5443-T-21027", "uk-5443-T-11608", "uk-5443-T-19206" ], "employment": { "value": 9100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 23713, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1023", "us-soc-51-9083" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 20, 31 ], "band": "low", "headlineShare": 0.14586994727592273, "headlineShareRange": [ 0.14586994727592273, 0.17398945518453432 ], "scoredTaskCount": 37 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-5449", "market": "uk", "socCode": "5449", "title": "Other skilled trades n.e.c.", "slug": "other-skilled-trades-n-e-c", "description": "Job holders in this unit group engrave jewellery and stoneware, make artificial hairpieces, charge fireworks and munitions with explosive material, make lampshades, wickerwork, toys, dolls, models, candles, artificial flowers, other fancy goods, make patterns for moulds for metal castings, make and tune musical instruments, craft precious metals and stones, and perform other hand craft occupations not elsewhere classified in minor group 544: Other skilled trades.", "taskIds": [ "uk-5449-T-12196", "uk-5449-T-10234", "uk-5449-T-10357", "uk-5449-T-05068", "uk-5449-T-03070", "uk-5449-T-05448", "uk-5449-T-15386", "uk-5449-T-20882", "uk-5449-T-11479", "uk-5449-T-13034", "uk-5449-T-17695", "uk-5449-T-19687", "uk-5449-T-00566", "uk-5449-T-10810", "uk-5449-T-19033", "uk-5449-T-00705", "uk-5449-T-08288", "uk-5449-T-10294", "uk-5449-T-15304", "uk-5449-T-18947", "uk-5449-T-03564", "uk-5449-T-09486", "uk-5449-T-12903", "uk-5449-T-18929", "uk-5449-T-19465", "uk-5449-T-19655", "uk-5449-T-08881", "uk-5449-T-03528", "uk-5449-T-17604", "uk-5449-T-07558", "uk-5449-T-14632", "uk-5449-T-05399", "uk-5449-T-05457", "uk-5449-T-07778", "uk-5449-T-10276", "uk-5449-T-10821", "uk-5449-T-00241", "uk-5449-T-00243", "uk-5449-T-07478", "uk-5449-T-08290", "uk-5449-T-09298", "uk-5449-T-10281", "uk-5449-T-12839", "uk-5449-T-13966", "uk-5449-T-18547", "uk-5449-T-05231", "uk-5449-T-01483", "uk-5449-T-05233", "uk-5449-T-06775", "uk-5449-T-09115", "uk-5449-T-12243", "uk-5449-T-13895", "uk-5449-T-01495", "uk-5449-T-06139", "uk-5449-T-11232", "uk-5449-T-14015", "uk-5449-T-21217", 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6111", "market": "uk", "socCode": "6111", "title": "Early education and childcare assistants", "slug": "early-education-and-childcare-assistants", "description": "Early education and childcare assistants assist in the care of children from birth up to seven years of age in day or residential nurseries, children’s homes, maternity units and similar establishments.", "taskIds": [ "uk-6111-T-01851", "uk-6111-T-02810", "uk-6111-T-08758", "uk-6111-T-15642", "uk-6111-T-15643", "uk-6111-T-02528", "uk-6111-T-03018", "uk-6111-T-09732", "uk-6111-T-10684", "uk-6111-T-11729", "uk-6111-T-14326", "uk-6111-T-15471", "uk-6111-T-16482", "uk-6111-T-17585", "uk-6111-T-19215", "uk-6111-T-20222", "uk-6111-T-20390", "uk-6111-T-20406", "uk-6111-T-04209", "uk-6111-T-07196", "uk-6111-T-10071", "uk-6111-T-11174", "uk-6111-T-11536", "uk-6111-T-13763", "uk-6111-T-14384", "uk-6111-T-15083", "uk-6111-T-15119", "uk-6111-T-16327", "uk-6111-T-17028", "uk-6111-T-17162", "uk-6111-T-19939", "uk-6111-T-21570", "uk-6111-T-04578", "uk-6111-T-09859", "uk-6111-T-14026", "uk-6111-T-20310" ], "employment": { "value": 119400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24742, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-9011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 7, 16 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.051063829787234026 ], "scoredTaskCount": 36 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6112", "market": "uk", "socCode": "6112", "title": "Teaching assistants", "slug": "teaching-assistants", "description": "Teaching assistants assist teachers with their day-to-day classroom work and with routine administrative tasks.", "taskIds": [ "uk-6112-T-08943", "uk-6112-T-20310", "uk-6112-T-07716", "uk-6112-T-20055", "uk-6112-T-09296", "uk-6112-T-07373", "uk-6112-T-11709", "uk-6112-T-20056", "uk-6112-T-13438", "uk-6112-T-07732", "uk-6112-T-02035", "uk-6112-T-13998", "uk-6112-T-04900", "uk-6112-T-16802", "uk-6112-T-20202", "uk-6112-T-07698", "uk-6112-T-03610", "uk-6112-T-04973", "uk-6112-T-11295", "uk-6112-T-13406", "uk-6112-T-16601", "uk-6112-T-17337", "uk-6112-T-20211", "uk-6112-T-02034", "uk-6112-T-03968", "uk-6112-T-09194", "uk-6112-T-11325", "uk-6112-T-14702", "uk-6112-T-17028", "uk-6112-T-19949", "uk-6112-T-20238", "uk-6112-T-20455", "uk-6112-T-02047", "uk-6112-T-07566", "uk-6112-T-14327", "uk-6112-T-16509", "uk-6112-T-17279", "uk-6112-T-19361", "uk-6112-T-19951", "uk-6112-T-20429" ], "employment": { "value": 151100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 21239, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-9045" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 18, "occScoreRange": [ 14, 24 ], "band": "minimal", "headlineShare": 0.119205298013245, "headlineShareRange": [ 0.06622516556291388, 0.119205298013245 ], "scoredTaskCount": 46 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6113", "market": "uk", "socCode": "6113", "title": "Educational support assistants", "slug": "educational-support-assistants", "description": "Educational support assistants work with teachers to provide one-to-one support for children with particular learning needs.", "taskIds": [ "uk-6113-T-07654", "uk-6113-T-10696", "uk-6113-T-20310", "uk-6113-T-02690", "uk-6113-T-04900", "uk-6113-T-11709", "uk-6113-T-16802", "uk-6113-T-21705", "uk-6113-T-07698", "uk-6113-T-01893", "uk-6113-T-03610", "uk-6113-T-10727", "uk-6113-T-13406", "uk-6113-T-16529", "uk-6113-T-20055", "uk-6113-T-13438", "uk-6113-T-03968", "uk-6113-T-11325", "uk-6113-T-14328", "uk-6113-T-02047", "uk-6113-T-09194", "uk-6113-T-13998", "uk-6113-T-17279", "uk-6113-T-19951", "uk-6113-T-21150", "uk-6113-T-10785", "uk-6113-T-20458", "uk-6113-T-20342", "uk-6113-T-01907", "uk-6113-T-11645", "uk-6113-T-02041", "uk-6113-T-10015", "uk-6113-T-15851", "uk-6113-T-20455", "uk-6113-T-07388", "uk-6113-T-20444", "uk-6113-T-20558", "uk-6113-T-00104", "uk-6113-T-21724", "uk-6113-T-13740" ], "employment": { "value": 327200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 21448, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-9045" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 22, "occScoreRange": [ 17, 27 ], "band": "low", "headlineShare": 0.1337792642140468, "headlineShareRange": [ 0.08918617614269785, 0.1694537346711259 ], "scoredTaskCount": 66 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6114", "market": "uk", "socCode": "6114", "title": "Childminders", "slug": "childminders", "description": "Childminders provide day-to-day care of children in their own homes, and supervise and participate in their play, educational and other activities.", "taskIds": [ "uk-6114-T-02810", "uk-6114-T-16406", "uk-6114-T-00021", "uk-6114-T-10684", "uk-6114-T-15642", "uk-6114-T-17677", "uk-6114-T-20796", "uk-6114-T-00307", "uk-6114-T-07196", "uk-6114-T-13862", "uk-6114-T-15718", "uk-6114-T-15719", "uk-6114-T-17930", "uk-6114-T-19216", "uk-6114-T-20371", "uk-6114-T-20603", "uk-6114-T-00696", "uk-6114-T-09859", "uk-6114-T-14328", "uk-6114-T-15398", "uk-6114-T-17585", "uk-6114-T-18058", "uk-6114-T-19939", "uk-6114-T-20390", "uk-6114-T-07679", "uk-6114-T-13048", "uk-6114-T-15051", "uk-6114-T-19495", "uk-6114-T-01925", "uk-6114-T-10683", "uk-6114-T-17329", "uk-6114-T-13745", "uk-6114-T-05757", "uk-6114-T-11545" ], "employment": { "value": 42900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24278, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-1014", "us-soc-39-1022", "us-soc-39-9011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 5, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.047445255474452545 ], "scoredTaskCount": 34 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6116", "market": "uk", "socCode": "6116", "title": "Nannies and au pairs", "slug": "nannies-and-au-pairs", "description": "Nannies and au pairs care for and supervise babies and young children in the homes of the children's families.", "taskIds": [ "uk-6116-T-00021", "uk-6116-T-16406", "uk-6116-T-00307", "uk-6116-T-10684", "uk-6116-T-17677", "uk-6116-T-19216", "uk-6116-T-20371", "uk-6116-T-20603", "uk-6116-T-07196", "uk-6116-T-09859", "uk-6116-T-14328", "uk-6116-T-15398", "uk-6116-T-17585", "uk-6116-T-18058", "uk-6116-T-19939", "uk-6116-T-20390", "uk-6116-T-00696", "uk-6116-T-07679", "uk-6116-T-13048", "uk-6116-T-15051", "uk-6116-T-19495", "uk-6116-T-01925", "uk-6116-T-10683", "uk-6116-T-13745", "uk-6116-T-17329", "uk-6116-T-02810", "uk-6116-T-20796", "uk-6116-T-02238", "uk-6116-T-08760", "uk-6116-T-01851", "uk-6116-T-14384", "uk-6116-T-20396", "uk-6116-T-08722", "uk-6116-T-20395", "uk-6116-T-11790" ], "employment": { "value": 22400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 38447, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-1014", "us-soc-39-1022", "us-soc-39-9011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 5, 13 ], "band": "minimal", "headlineShare": 0.010638297872340418, "headlineShareRange": [ 0.010638297872340418, 0.04042553191489359 ], "scoredTaskCount": 60 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6117", "market": "uk", "socCode": "6117", "title": "Playworkers", "slug": "playworkers", "description": "Playworkers deliver and facilitate play opportunities for children in a range of formal and informal settings including play schemes, free play locations, and in pre- and after-school activities.", "taskIds": [ "uk-6117-T-07964", "uk-6117-T-19962", "uk-6117-T-04209", "uk-6117-T-05761", "uk-6117-T-06729", "uk-6117-T-08730", "uk-6117-T-19418", "uk-6117-T-00646", "uk-6117-T-03223", "uk-6117-T-05102", "uk-6117-T-06343", "uk-6117-T-07780", "uk-6117-T-09045", "uk-6117-T-13763", "uk-6117-T-18314", "uk-6117-T-20222", "uk-6117-T-01778", "uk-6117-T-03018", "uk-6117-T-05774", "uk-6117-T-07281", "uk-6117-T-09732", "uk-6117-T-10071", "uk-6117-T-11174", "uk-6117-T-14326", "uk-6117-T-17162", "uk-6117-T-18352", "uk-6117-T-20390", "uk-6117-T-02528", "uk-6117-T-10049", "uk-6117-T-11636", "uk-6117-T-11637", "uk-6117-T-16482", "uk-6117-T-00021", "uk-6117-T-07726", "uk-6117-T-09859", "uk-6117-T-10684", "uk-6117-T-15471", "uk-6117-T-17028", "uk-6117-T-17550", "uk-6117-T-19215", "uk-6117-T-19939", "uk-6117-T-01851", "uk-6117-T-02810", "uk-6117-T-04675", "uk-6117-T-11864", "uk-6117-T-15642", "uk-6117-T-15643", "uk-6117-T-17585", "uk-6117-T-20045" ], "employment": { "value": 18200, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-39-1014", "us-soc-39-1022", "us-soc-39-9011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 11, 20 ], "band": "minimal", "headlineShare": 0.015243902439024392, "headlineShareRange": [ 0.015243902439024392, 0.0975609756097561 ], "scoredTaskCount": 49 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6121", "market": "uk", "socCode": "6121", "title": "Pest controllers", "slug": "pest-controllers", "description": "Pest controllers investigate the presence of pests that are hazardous to public health or cause nuisance, lay traps to capture pests and treat areas of infestation.", "taskIds": [ "uk-6121-T-07153", "uk-6121-T-10349", "uk-6121-T-19661", "uk-6121-T-01228", "uk-6121-T-09903", "uk-6121-T-11506", "uk-6121-T-19322", "uk-6121-T-05424", "uk-6121-T-10197", "uk-6121-T-15317", "uk-6121-T-20387", "uk-6121-T-01127", "uk-6121-T-08250", "uk-6121-T-12860", "uk-6121-T-15577", "uk-6121-T-17639", "uk-6121-T-13724", "uk-6121-T-11531", "uk-6121-T-20604", "uk-6121-T-13815", "uk-6121-T-14742", "uk-6121-T-19117", "uk-6121-T-21329", "uk-6121-T-13822", "uk-6121-T-20631", "uk-6121-T-17621" ], "employment": { "value": 6400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28323, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-1012", "us-soc-37-2021", "us-soc-37-3012" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 11, 20 ], "band": "minimal", "headlineShare": 0.10256410256410259, "headlineShareRange": [ 0.10256410256410259, 0.10256410256410259 ], "scoredTaskCount": 52 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6129", "market": "uk", "socCode": "6129", "title": "Animal care services occupations n.e.c", "slug": "animal-care-services-occupations-n-e-c", "description": "Job holders in this unit group care for animals held in kennels, stables, zoos and similar establishments, provide specialised training, grooming, clipping and trimming services for animals, and searches for and captures stray or nuisance dogs in public areas and perform a variety of animal care tasks not elsewhere classified in minor group 612: Animal care and control services.", "taskIds": [ "uk-6129-T-03009", "uk-6129-T-03019", "uk-6129-T-03118", "uk-6129-T-08574", "uk-6129-T-08575", "uk-6129-T-08756", "uk-6129-T-00199", "uk-6129-T-03103", "uk-6129-T-08477", "uk-6129-T-13198", "uk-6129-T-16481", "uk-6129-T-00185", "uk-6129-T-00609", "uk-6129-T-03193", "uk-6129-T-07336", "uk-6129-T-08824", "uk-6129-T-11168", "uk-6129-T-13734", "uk-6129-T-15627", "uk-6129-T-16854", "uk-6129-T-21453", "uk-6129-T-00229", "uk-6129-T-03875", "uk-6129-T-07377", "uk-6129-T-09488", "uk-6129-T-12084", "uk-6129-T-13026", "uk-6129-T-16463", "uk-6129-T-19816", "uk-6129-T-01075", "uk-6129-T-09067", "uk-6129-T-11687", "uk-6129-T-13121", "uk-6129-T-14257", "uk-6129-T-18375", "uk-6129-T-20750", "uk-6129-T-21013", "uk-6129-T-00325", "uk-6129-T-19011", "uk-6129-T-02236", "uk-6129-T-02560", "uk-6129-T-02846", "uk-6129-T-09733", "uk-6129-T-11921", "uk-6129-T-16538", "uk-6129-T-02286", "uk-6129-T-02788", "uk-6129-T-03197", "uk-6129-T-05537", "uk-6129-T-08573", "uk-6129-T-11438", "uk-6129-T-12701", "uk-6129-T-15020", "uk-6129-T-02348", "uk-6129-T-02353", "uk-6129-T-03090", "uk-6129-T-04935", "uk-6129-T-07030", "uk-6129-T-10207", "uk-6129-T-10519", "uk-6129-T-12902", "uk-6129-T-12993", "uk-6129-T-14638", "uk-6129-T-15546", "uk-6129-T-17286", "uk-6129-T-03192", "uk-6129-T-16489", "uk-6129-T-19454", "uk-6129-T-13109", "uk-6129-T-16494", "uk-6129-T-19199", "uk-6129-T-21339", "uk-6129-T-03101", "uk-6129-T-09355", "uk-6129-T-12640", "uk-6129-T-15889", "uk-6129-T-18806", "uk-6129-T-19036", "uk-6129-T-00090", "uk-6129-T-07338", "uk-6129-T-11726", "uk-6129-T-12467", "uk-6129-T-14266", "uk-6129-T-04354", "uk-6129-T-20664", "uk-6129-T-08330", "uk-6129-T-14718", "uk-6129-T-20665", "uk-6129-T-14452", "uk-6129-T-20381", "uk-6129-T-13757", "uk-6129-T-21300", "uk-6129-T-15015", "uk-6129-T-18424", "uk-6129-T-20679", "uk-6129-T-12829", "uk-6129-T-03022", "uk-6129-T-11645", "uk-6129-T-03359", "uk-6129-T-10705", "uk-6129-T-18900", "uk-6129-T-02521", "uk-6129-T-11055", "uk-6129-T-03347", "uk-6129-T-04615", "uk-6129-T-12359", "uk-6129-T-18416", "uk-6129-T-03655", "uk-6129-T-08021", "uk-6129-T-01052", "uk-6129-T-04194", "uk-6129-T-08292", "uk-6129-T-10231", "uk-6129-T-12481", "uk-6129-T-15152", "uk-6129-T-20116", "uk-6129-T-21905", "uk-6129-T-06330", "uk-6129-T-08475", "uk-6129-T-11099", "uk-6129-T-12135", "uk-6129-T-15128", "uk-6129-T-16306", "uk-6129-T-19727", "uk-6129-T-20300", "uk-6129-T-01194", "uk-6129-T-07732", "uk-6129-T-11665", "uk-6129-T-12169", "uk-6129-T-14389", "uk-6129-T-15638", "uk-6129-T-17348", "uk-6129-T-19954", "uk-6129-T-20364", "uk-6129-T-04791", "uk-6129-T-09240", "uk-6129-T-09317", "uk-6129-T-13305", "uk-6129-T-00179", "uk-6129-T-17104", "uk-6129-T-10394", "uk-6129-T-11278", "uk-6129-T-20819", "uk-6129-T-02054", "uk-6129-T-02527", "uk-6129-T-07320", "uk-6129-T-09430", "uk-6129-T-00294", "uk-6129-T-01911", "uk-6129-T-03055", "uk-6129-T-00316", "uk-6129-T-02055", "uk-6129-T-03061", "uk-6129-T-03513", "uk-6129-T-14730", "uk-6129-T-00391", "uk-6129-T-02597", "uk-6129-T-03141", "uk-6129-T-03503", "uk-6129-T-03974", "uk-6129-T-07627", "uk-6129-T-09407", "uk-6129-T-10199", "uk-6129-T-13200", "uk-6129-T-15871", "uk-6129-T-18012", "uk-6129-T-21382", "uk-6129-T-02343", "uk-6129-T-00342", "uk-6129-T-02873", "uk-6129-T-04327", "uk-6129-T-13260", "uk-6129-T-20143", "uk-6129-T-07392", "uk-6129-T-13275", "uk-6129-T-16298", "uk-6129-T-20653", "uk-6129-T-01910", "uk-6129-T-09170", "uk-6129-T-17319", "uk-6129-T-19660", "uk-6129-T-17847", "uk-6129-T-21719", "uk-6129-T-05191", "uk-6129-T-13369" ], "employment": { "value": 102200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25067, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-31-9096", "us-soc-33-9011", "us-soc-39-2011", "us-soc-39-2021" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 9, 17 ], "band": "minimal", "headlineShare": 0.03817204301075273, "headlineShareRange": [ 0.03387096774193552, 0.07392473118279576 ], "scoredTaskCount": 271 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "17 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6131", "market": "uk", "socCode": "6131", "title": "Nursing auxiliaries and assistants", "slug": "nursing-auxiliaries-and-assistants", "description": "Nursing auxiliaries and assistants assist doctors, nurses and other health professionals in caring for the sick and injured within hospitals, homes, clinics and the wider community.", "taskIds": [ "uk-6131-T-14942", "uk-6131-T-03505", "uk-6131-T-13206", "uk-6131-T-03065", "uk-6131-T-06118", "uk-6131-T-07410", "uk-6131-T-16104", "uk-6131-T-01145", "uk-6131-T-03796", "uk-6131-T-07329", "uk-6131-T-12831", "uk-6131-T-20304", "uk-6131-T-03512", "uk-6131-T-10173", "uk-6131-T-17966", "uk-6131-T-02501", "uk-6131-T-04049", "uk-6131-T-08615", "uk-6131-T-16826", "uk-6131-T-03406", "uk-6131-T-08641", "uk-6131-T-17048", "uk-6131-T-03922", "uk-6131-T-03923", "uk-6131-T-14767", "uk-6131-T-04179", "uk-6131-T-03627", "uk-6131-T-07732", "uk-6131-T-20457", "uk-6131-T-00101", "uk-6131-T-13998", "uk-6131-T-21150", "uk-6131-T-06580", "uk-6131-T-09295", "uk-6131-T-01677", "uk-6131-T-07450", "uk-6131-T-08306", "uk-6131-T-13741", "uk-6131-T-15193", "uk-6131-T-19951", "uk-6131-T-06783", "uk-6131-T-18583", "uk-6131-T-14242", "uk-6131-T-18998", "uk-6131-T-00642", "uk-6131-T-02681", "uk-6131-T-00333", "uk-6131-T-02013", "uk-6131-T-05554", "uk-6131-T-09706", "uk-6131-T-14496", "uk-6131-T-16611", "uk-6131-T-20401", "uk-6131-T-01550", "uk-6131-T-04162", "uk-6131-T-08155", "uk-6131-T-13476", "uk-6131-T-00596", "uk-6131-T-01786", "uk-6131-T-02848", "uk-6131-T-03752", "uk-6131-T-06076", "uk-6131-T-08272", "uk-6131-T-09627", "uk-6131-T-11090", "uk-6131-T-12370", "uk-6131-T-13502", "uk-6131-T-14177", "uk-6131-T-16322", "uk-6131-T-16607", "uk-6131-T-16791", "uk-6131-T-17997", "uk-6131-T-20175", "uk-6131-T-01242", "uk-6131-T-03419", "uk-6131-T-03764", "uk-6131-T-07610", "uk-6131-T-08371", "uk-6131-T-09804", "uk-6131-T-11645", "uk-6131-T-11794", "uk-6131-T-12865", "uk-6131-T-13787", "uk-6131-T-13838", "uk-6131-T-14652", "uk-6131-T-16532", "uk-6131-T-16598", "uk-6131-T-17197", "uk-6131-T-17525", "uk-6131-T-19414", "uk-6131-T-21076", "uk-6131-T-02619", "uk-6131-T-03513", "uk-6131-T-09795", "uk-6131-T-11678", "uk-6131-T-13821", "uk-6131-T-14701", "uk-6131-T-16564", "uk-6131-T-17519", "uk-6131-T-20851", "uk-6131-T-01649", "uk-6131-T-02015", "uk-6131-T-04335", "uk-6131-T-20146", "uk-6131-T-00283", "uk-6131-T-01724", "uk-6131-T-01982", "uk-6131-T-03550", "uk-6131-T-13172", "uk-6131-T-15776", "uk-6131-T-19502", "uk-6131-T-21721", "uk-6131-T-00668", "uk-6131-T-01935", "uk-6131-T-02181", "uk-6131-T-15070", "uk-6131-T-16788", "uk-6131-T-20810", "uk-6131-T-00029", "uk-6131-T-01796", "uk-6131-T-02166", "uk-6131-T-02713", "uk-6131-T-06302", "uk-6131-T-11682", "uk-6131-T-12175", "uk-6131-T-15146", "uk-6131-T-17987", "uk-6131-T-20437", "uk-6131-T-01899", "uk-6131-T-02134", "uk-6131-T-02875", "uk-6131-T-11547", "uk-6131-T-11838", "uk-6131-T-12005", "uk-6131-T-17974", "uk-6131-T-19798", "uk-6131-T-21166", "uk-6131-T-01340", "uk-6131-T-02636", "uk-6131-T-11146", "uk-6131-T-11896", "uk-6131-T-15119", "uk-6131-T-20438", "uk-6131-T-10679", "uk-6131-T-00292", "uk-6131-T-04955", "uk-6131-T-00359", "uk-6131-T-04848", "uk-6131-T-07262", "uk-6131-T-10682", "uk-6131-T-13363", "uk-6131-T-18785", "uk-6131-T-21074", "uk-6131-T-01225", "uk-6131-T-03634", "uk-6131-T-07401", "uk-6131-T-14848", "uk-6131-T-17222", "uk-6131-T-20399", "uk-6131-T-01412", "uk-6131-T-03167", "uk-6131-T-12892", "uk-6131-T-16599", "uk-6131-T-02845", "uk-6131-T-08873", "uk-6131-T-12894", "uk-6131-T-18940", "uk-6131-T-02566", "uk-6131-T-02577", "uk-6131-T-11936", "uk-6131-T-02766", "uk-6131-T-11555", "uk-6131-T-02597", "uk-6131-T-13575", "uk-6131-T-16117", "uk-6131-T-20811", "uk-6131-T-01449", "uk-6131-T-13410", "uk-6131-T-15354", "uk-6131-T-21327", "uk-6131-T-08157", "uk-6131-T-12216", "uk-6131-T-14881", "uk-6131-T-17049", "uk-6131-T-02610", "uk-6131-T-08621", "uk-6131-T-13360", "uk-6131-T-14066", "uk-6131-T-15339", "uk-6131-T-17965", "uk-6131-T-02002", "uk-6131-T-18623", "uk-6131-T-08111", "uk-6131-T-17913", "uk-6131-T-20898", "uk-6131-T-11603", "uk-6131-T-14875", "uk-6131-T-19381", "uk-6131-T-01847", "uk-6131-T-06832", "uk-6131-T-20411", "uk-6131-T-01907", "uk-6131-T-10015", "uk-6131-T-13143", "uk-6131-T-21724", "uk-6131-T-03254", "uk-6131-T-10014", "uk-6131-T-11808", "uk-6131-T-21075", "uk-6131-T-03772", "uk-6131-T-07646", "uk-6131-T-10719", "uk-6131-T-14680", "uk-6131-T-21170", "uk-6131-T-04108", "uk-6131-T-18865", "uk-6131-T-21901", "uk-6131-T-17506", "uk-6131-T-20458", "uk-6131-T-08398", "uk-6131-T-07287", "uk-6131-T-03055", "uk-6131-T-14133", "uk-6131-T-03475", "uk-6131-T-10305", "uk-6131-T-08904", "uk-6131-T-14285", "uk-6131-T-18397", "uk-6131-T-10277", "uk-6131-T-20516", "uk-6131-T-13321", "uk-6131-T-19768", "uk-6131-T-12029", "uk-6131-T-14220", "uk-6131-T-02148", "uk-6131-T-11610", "uk-6131-T-02068", "uk-6131-T-09100", "uk-6131-T-13154", "uk-6131-T-14730", "uk-6131-T-18877", "uk-6131-T-04923", "uk-6131-T-00211", "uk-6131-T-07942", "uk-6131-T-11660", "uk-6131-T-13760", "uk-6131-T-15745", "uk-6131-T-01691", "uk-6131-T-13357", "uk-6131-T-14690", "uk-6131-T-17710", "uk-6131-T-15331" ], "employment": { "value": 337700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29084, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-31-1131", "us-soc-31-1132", "us-soc-31-1133", "us-soc-31-2012", "us-soc-31-2022", "us-soc-31-9091", "us-soc-31-9093", "us-soc-31-9095", "us-soc-31-9097", "us-soc-31-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 20, 29 ], "band": "low", "headlineShare": 0.15487959442332086, "headlineShareRange": [ 0.1330798479087454, 0.19822560202788364 ], "scoredTaskCount": 280 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6132", "market": "uk", "socCode": "6132", "title": "Ambulance staff (excluding paramedics)", "slug": "ambulance-staff-excluding-paramedics", "description": "Ambulance staff transport sick, injured and convalescent persons and give first aid treatment in emergencies and check ambulance vehicles are roadworthy, cleaned and have all the necessary equipment.", "taskIds": [ "uk-6132-T-02018", "uk-6132-T-07517", "uk-6132-T-18339", "uk-6132-T-00307", "uk-6132-T-02927", "uk-6132-T-07548", "uk-6132-T-14169", "uk-6132-T-16398", "uk-6132-T-01438", "uk-6132-T-07541", "uk-6132-T-12127", "uk-6132-T-15001", "uk-6132-T-17896", "uk-6132-T-21638", "uk-6132-T-01838", "uk-6132-T-11443", "uk-6132-T-13371", "uk-6132-T-16480", "uk-6132-T-21328", "uk-6132-T-09358", "uk-6132-T-17948", "uk-6132-T-04260", "uk-6132-T-17317", "uk-6132-T-18417", "uk-6132-T-19444", "uk-6132-T-17378", "uk-6132-T-02823" ], "employment": { "value": 31800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33465, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-29-2042", "us-soc-29-2043" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 12, 18 ], "band": "minimal", "headlineShare": 0.0756880733944954, "headlineShareRange": [ 0.0756880733944954, 0.1353211009174312 ], "scoredTaskCount": 27 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6133", "market": "uk", "socCode": "6133", "title": "Dental nurses", "slug": "dental-nurses", "description": "Dental nurses prepare patients for, and assist with, dental examinations, prepare and sterilise instruments and maintain case records.", "taskIds": [ "uk-6133-T-01892", "uk-6133-T-14732", "uk-6133-T-19759", "uk-6133-T-00175", "uk-6133-T-02636", "uk-6133-T-11727", "uk-6133-T-15447", "uk-6133-T-19392", "uk-6133-T-00598", "uk-6133-T-03474", "uk-6133-T-11574", "uk-6133-T-11964", "uk-6133-T-16438", "uk-6133-T-19904", "uk-6133-T-01169", "uk-6133-T-05250", "uk-6133-T-11623", "uk-6133-T-14810", "uk-6133-T-15608", "uk-6133-T-16703", "uk-6133-T-03043", "uk-6133-T-11989", "uk-6133-T-14201", "uk-6133-T-15716", "uk-6133-T-00259", "uk-6133-T-12222", "uk-6133-T-15937", "uk-6133-T-01340", "uk-6133-T-15665", "uk-6133-T-18360" ], "employment": { "value": 41400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25742, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-29-1292", "us-soc-31-1132", "us-soc-31-2012", "us-soc-31-2022", "us-soc-31-9091", "us-soc-31-9093", "us-soc-31-9095", "us-soc-31-9097", "us-soc-31-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 21, 29 ], "band": "low", "headlineShare": 0.14906832298136644, "headlineShareRange": [ 0.14906832298136644, 0.2505175983436852 ], "scoredTaskCount": 30 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6134", "market": "uk", "socCode": "6134", "title": "Houseparents and residential wardens", "slug": "houseparents-and-residential-wardens", "description": "Houseparents and residential wardens are responsible for the care and supervision of children, young people and the elderly within residential homes, schools or their own homes. 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Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6135", "market": "uk", "socCode": "6135", "title": "Care workers and home carers", "slug": "care-workers-and-home-carers", "description": "Care workers and home carers attend to the personal needs and comforts of children, the elderly, the infirm and others with care and support needs (‘service users’) within residential care establishments, day care establishments or in their own homes.", "taskIds": [ "uk-6135-T-08223", "uk-6135-T-01559", "uk-6135-T-03674", "uk-6135-T-16080", "uk-6135-T-21641", "uk-6135-T-00418", "uk-6135-T-01867", "uk-6135-T-06893", "uk-6135-T-11970", "uk-6135-T-17515", "uk-6135-T-21197", "uk-6135-T-21802", "uk-6135-T-00414", "uk-6135-T-01853", "uk-6135-T-09725", "uk-6135-T-12005", "uk-6135-T-18015", "uk-6135-T-21373", "uk-6135-T-00403", "uk-6135-T-04588", "uk-6135-T-10925", "uk-6135-T-18789", "uk-6135-T-00395", "uk-6135-T-00465", "uk-6135-T-07521", "uk-6135-T-16619", "uk-6135-T-19899", "uk-6135-T-00398", "uk-6135-T-13735", "uk-6135-T-00049", "uk-6135-T-01952", "uk-6135-T-19941", "uk-6135-T-20446", "uk-6135-T-02025", "uk-6135-T-16700", "uk-6135-T-02006", "uk-6135-T-02027", "uk-6135-T-09399", "uk-6135-T-13476", "uk-6135-T-16543", "uk-6135-T-20183", "uk-6135-T-00328", "uk-6135-T-00344", "uk-6135-T-02008", "uk-6135-T-05560", "uk-6135-T-09398", "uk-6135-T-10035", "uk-6135-T-12894", "uk-6135-T-13508", "uk-6135-T-15432", "uk-6135-T-16789", "uk-6135-T-20362", "uk-6135-T-02528", "uk-6135-T-04674", "uk-6135-T-09151", "uk-6135-T-12036", "uk-6135-T-13232", "uk-6135-T-15191", "uk-6135-T-15718", "uk-6135-T-20341", "uk-6135-T-01241", "uk-6135-T-04592", "uk-6135-T-08708", "uk-6135-T-10694", "uk-6135-T-14688", "uk-6135-T-15790", "uk-6135-T-18963", "uk-6135-T-20437", "uk-6135-T-00029", "uk-6135-T-02238", "uk-6135-T-13800", "uk-6135-T-16904", "uk-6135-T-21570", "uk-6135-T-08129", "uk-6135-T-02075", "uk-6135-T-12823", "uk-6135-T-02028", "uk-6135-T-00668", "uk-6135-T-02938", "uk-6135-T-16663", "uk-6135-T-20182", "uk-6135-T-08765", "uk-6135-T-13850", "uk-6135-T-03653", "uk-6135-T-04047", "uk-6135-T-20602", "uk-6135-T-20403", "uk-6135-T-20423" ], "employment": { "value": 894400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27468, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-31-1120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 10, 20 ], "band": "minimal", "headlineShare": 0.006246746486205102, "headlineShareRange": [ 0, 0.03019260801665799 ], "scoredTaskCount": 122 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6136", "market": "uk", "socCode": "6136", "title": "Senior care workers", "slug": "senior-care-workers", "description": "Senior care workers routinely oversee and monitor care workers, care assistants and home carers. They also attend to the personal needs and comforts of children, the elderly and the infirm and others with care and support needs (‘service users’) within residential care establishments, day care establishments or in their own homes.", "taskIds": [ "uk-6136-T-07038", "uk-6136-T-08164", "uk-6136-T-20050", "uk-6136-T-01611", "uk-6136-T-08007", "uk-6136-T-09977", "uk-6136-T-17474", "uk-6136-T-00298", "uk-6136-T-04914", "uk-6136-T-08598", "uk-6136-T-15789", "uk-6136-T-18083", "uk-6136-T-04670", "uk-6136-T-11789", "uk-6136-T-12563", "uk-6136-T-02025", "uk-6136-T-02027", "uk-6136-T-07987", "uk-6136-T-00344", "uk-6136-T-03914", "uk-6136-T-04674", "uk-6136-T-07671", "uk-6136-T-08223", "uk-6136-T-10002", "uk-6136-T-11270", "uk-6136-T-11275", "uk-6136-T-12981", "uk-6136-T-16292", "uk-6136-T-16604", "uk-6136-T-20177", "uk-6136-T-00328", "uk-6136-T-04673", "uk-6136-T-09399", "uk-6136-T-12036", "uk-6136-T-13743", "uk-6136-T-16543", "uk-6136-T-01447", "uk-6136-T-06319", "uk-6136-T-08557", "uk-6136-T-12894", "uk-6136-T-13807", "uk-6136-T-20437", "uk-6136-T-01388", "uk-6136-T-08129", "uk-6136-T-08603", "uk-6136-T-10386", "uk-6136-T-12578", "uk-6136-T-17436", "uk-6136-T-20780", "uk-6136-T-04362", "uk-6136-T-10142", "uk-6136-T-18278", "uk-6136-T-02528", "uk-6136-T-11019", "uk-6136-T-15718", "uk-6136-T-18071", "uk-6136-T-19743", "uk-6136-T-06168", "uk-6136-T-11462", "uk-6136-T-18963", "uk-6136-T-01559", "uk-6136-T-20137", "uk-6136-T-20647", "uk-6136-T-01191", "uk-6136-T-06930", "uk-6136-T-12005", "uk-6136-T-15394", "uk-6136-T-18332", "uk-6136-T-21641", "uk-6136-T-21802", "uk-6136-T-01814", "uk-6136-T-06893", "uk-6136-T-13051", "uk-6136-T-17320", "uk-6136-T-21215", "uk-6136-T-03279", "uk-6136-T-06272", "uk-6136-T-10925", "uk-6136-T-16619", "uk-6136-T-17515", "uk-6136-T-04632", "uk-6136-T-19899" ], "employment": { "value": 111600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29381, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-31-1120", "us-soc-39-1014", "us-soc-39-1022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 19, 30 ], "band": "low", "headlineShare": 0.08919860627177696, "headlineShareRange": [ 0.0787456445993031, 0.11498257839721247 ], "scoredTaskCount": 93 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "26 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6137", "market": "uk", "socCode": "6137", "title": "Care escorts", "slug": "care-escorts", "description": "Care escorts accompany and transport adults and children between their places of residence and other destinations and act as chaperones for under 16s engaged in theatrical, television and film productions.", "taskIds": [ "uk-6137-T-07521", "uk-6137-T-18939", "uk-6137-T-20808", "uk-6137-T-08099", "uk-6137-T-16789", "uk-6137-T-20030", "uk-6137-T-16700", "uk-6137-T-03818", "uk-6137-T-15790", "uk-6137-T-18337" ], "employment": { "value": 16400, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-31-1120" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 12, 18 ], "band": "minimal", "headlineShare": 0.08974358974358974, "headlineShareRange": [ 0.08974358974358974, 0.1794871794871795 ], "scoredTaskCount": 10 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6138", "market": "uk", "socCode": "6138", "title": "Undertakers, mortuary and crematorium assistants", "slug": "undertakers-mortuary-and-crematorium-assistants", "description": "Undertakers, mortuary and crematorium assistants make funeral arrangements for clients, prepare the deceased for burial or cremation, and supervise and assist the proceedings of funerals.", "taskIds": [ "uk-6138-T-03046", "uk-6138-T-02635", "uk-6138-T-04272", "uk-6138-T-14984", "uk-6138-T-03095", "uk-6138-T-13124", "uk-6138-T-16098", "uk-6138-T-03409", "uk-6138-T-12949", "uk-6138-T-17265", "uk-6138-T-00030", "uk-6138-T-17683", "uk-6138-T-00065", "uk-6138-T-02069", "uk-6138-T-03200", "uk-6138-T-02145", "uk-6138-T-03864", "uk-6138-T-15016", "uk-6138-T-20795", "uk-6138-T-02060", "uk-6138-T-19994", "uk-6138-T-02536", "uk-6138-T-09226", "uk-6138-T-02603", "uk-6138-T-07642", "uk-6138-T-15451", "uk-6138-T-17673", "uk-6138-T-01136", "uk-6138-T-02704", "uk-6138-T-03102", "uk-6138-T-08953", "uk-6138-T-12223", "uk-6138-T-18413", "uk-6138-T-02572", "uk-6138-T-03080", "uk-6138-T-08002", "uk-6138-T-10039", "uk-6138-T-14617", "uk-6138-T-14799", "uk-6138-T-17844", "uk-6138-T-21565", "uk-6138-T-00173", "uk-6138-T-02837", "uk-6138-T-03145", "uk-6138-T-07963", "uk-6138-T-10190", "uk-6138-T-11653", "uk-6138-T-14776", "uk-6138-T-17613", "uk-6138-T-02903", "uk-6138-T-10191", "uk-6138-T-12293", "uk-6138-T-01204", "uk-6138-T-02751", "uk-6138-T-03818", "uk-6138-T-11901", "uk-6138-T-21567", "uk-6138-T-01278", "uk-6138-T-11433", "uk-6138-T-11834", "uk-6138-T-08619", "uk-6138-T-15163", "uk-6138-T-07914", "uk-6138-T-20312", "uk-6138-T-01337", "uk-6138-T-04812", "uk-6138-T-05660", "uk-6138-T-12611", "uk-6138-T-13839", "uk-6138-T-01439", "uk-6138-T-04939", "uk-6138-T-09421", "uk-6138-T-11606", "uk-6138-T-13805", "uk-6138-T-15203", "uk-6138-T-18862", "uk-6138-T-10131", "uk-6138-T-11854", "uk-6138-T-19142", "uk-6138-T-01928", "uk-6138-T-03578", "uk-6138-T-05657", "uk-6138-T-07952", "uk-6138-T-09590", "uk-6138-T-11344", "uk-6138-T-12391", "uk-6138-T-13783", "uk-6138-T-14239", "uk-6138-T-15408", "uk-6138-T-17186", "uk-6138-T-21104", "uk-6138-T-03595", "uk-6138-T-06807", "uk-6138-T-09505", "uk-6138-T-09677", "uk-6138-T-11599", "uk-6138-T-13163", "uk-6138-T-13612", "uk-6138-T-14686", "uk-6138-T-16395", "uk-6138-T-20937", "uk-6138-T-21447", "uk-6138-T-09518", "uk-6138-T-09776", "uk-6138-T-12240", "uk-6138-T-13234", "uk-6138-T-21409", "uk-6138-T-17207", "uk-6138-T-04526", "uk-6138-T-21248", "uk-6138-T-04515", "uk-6138-T-12193", "uk-6138-T-03875", "uk-6138-T-12194", "uk-6138-T-19470", "uk-6138-T-04521", "uk-6138-T-11151", "uk-6138-T-19107", "uk-6138-T-00375", "uk-6138-T-05778", "uk-6138-T-13053", "uk-6138-T-19309", "uk-6138-T-02139", "uk-6138-T-06752", "uk-6138-T-19626" ], "employment": { "value": 16700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30894, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-9171", "us-soc-39-4011", "us-soc-39-4012", "us-soc-39-4021", "us-soc-39-4031" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 16, 25 ], "band": "low", "headlineShare": 0.11911764705882356, "headlineShareRange": [ 0.07500000000000004, 0.16421568627450986 ], "scoredTaskCount": 135 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "35 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6211", "market": "uk", "socCode": "6211", "title": "Sports and leisure assistants", "slug": "sports-and-leisure-assistants", "description": "Sports and leisure assistants, provide and maintain facilities for sporting and recreational activities and supervise their use, maintain the continuity of entertainment and social events, offer odds and accept bets on the result of sporting and other events, control gambling activities, work behind the scenes in production and broadcasting enterprises in a supporting role to ensure operations run smoothly.", "taskIds": [ "uk-6211-T-00003", "uk-6211-T-02400", "uk-6211-T-07846", "uk-6211-T-14750", "uk-6211-T-02226", "uk-6211-T-14748", "uk-6211-T-21505", "uk-6211-T-02392", "uk-6211-T-07825", "uk-6211-T-11173", "uk-6211-T-15537", "uk-6211-T-04888", "uk-6211-T-10083", "uk-6211-T-12366", "uk-6211-T-20050", "uk-6211-T-03426", "uk-6211-T-08551", "uk-6211-T-18246", "uk-6211-T-20719", "uk-6211-T-09209", "uk-6211-T-19304", "uk-6211-T-03682", "uk-6211-T-05461", "uk-6211-T-01036", "uk-6211-T-03920", "uk-6211-T-05462", "uk-6211-T-02390", "uk-6211-T-19701", "uk-6211-T-01249", "uk-6211-T-10251", "uk-6211-T-13294", "uk-6211-T-09211", "uk-6211-T-11577", "uk-6211-T-01845", "uk-6211-T-03405", "uk-6211-T-01075", "uk-6211-T-01076", "uk-6211-T-08830", "uk-6211-T-11731", "uk-6211-T-15438", "uk-6211-T-01973", "uk-6211-T-03428", "uk-6211-T-07525", "uk-6211-T-07556", "uk-6211-T-14954", "uk-6211-T-15895", "uk-6211-T-16727", "uk-6211-T-02844", "uk-6211-T-09416", "uk-6211-T-14208", "uk-6211-T-03049", "uk-6211-T-05470", "uk-6211-T-08018", "uk-6211-T-17965", "uk-6211-T-19790", "uk-6211-T-00056", "uk-6211-T-01416", "uk-6211-T-05571", "uk-6211-T-05612", "uk-6211-T-07712", "uk-6211-T-00307", "uk-6211-T-02077", "uk-6211-T-04936", "uk-6211-T-05702", "uk-6211-T-08013", "uk-6211-T-09223", "uk-6211-T-09312", "uk-6211-T-10965", "uk-6211-T-11291", "uk-6211-T-11728", "uk-6211-T-16295", "uk-6211-T-16550", "uk-6211-T-18058", "uk-6211-T-18330", "uk-6211-T-20461", "uk-6211-T-04783", "uk-6211-T-07112", "uk-6211-T-07683", "uk-6211-T-08378", "uk-6211-T-11276", "uk-6211-T-11633", "uk-6211-T-11635", "uk-6211-T-11840", "uk-6211-T-12139", "uk-6211-T-12941", "uk-6211-T-14907", "uk-6211-T-15026", "uk-6211-T-15238", "uk-6211-T-15440", "uk-6211-T-16314", "uk-6211-T-16324", "uk-6211-T-19328", "uk-6211-T-19503", "uk-6211-T-20199", "uk-6211-T-20230", "uk-6211-T-08022", "uk-6211-T-18080", "uk-6211-T-08499", "uk-6211-T-16743", "uk-6211-T-11996", "uk-6211-T-00184", "uk-6211-T-12051", "uk-6211-T-02550", "uk-6211-T-09170", "uk-6211-T-09178", "uk-6211-T-11732", "uk-6211-T-20221", "uk-6211-T-02998", "uk-6211-T-14740", "uk-6211-T-03266", "uk-6211-T-04146", "uk-6211-T-04403", "uk-6211-T-04503", "uk-6211-T-05012", "uk-6211-T-05691", "uk-6211-T-06359", "uk-6211-T-08050", "uk-6211-T-08068", "uk-6211-T-14959", "uk-6211-T-15082", "uk-6211-T-17739", "uk-6211-T-19995", "uk-6211-T-20106", "uk-6211-T-21870" ], "employment": { "value": 79900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26934, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-35-9031", "us-soc-39-1013", "us-soc-39-3011", "us-soc-39-3012", "us-soc-39-3019", "us-soc-39-4012", "us-soc-39-7010", "us-soc-39-9032", "us-soc-39-9041", "us-soc-39-9099", "us-soc-43-3041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 18, 27 ], "band": "low", "headlineShare": 0.16228571428571417, "headlineShareRange": [ 0.12571428571428564, 0.18971428571428559 ], "scoredTaskCount": 132 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "35 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6212", "market": "uk", "socCode": "6212", "title": "Travel agents", "slug": "travel-agents", "description": "Travel agents advise travellers upon travel arrangements, make bookings and receive payment for travel arrangements made.", "taskIds": [ "uk-6212-T-02282", "uk-6212-T-03486", "uk-6212-T-12199", "uk-6212-T-01417", "uk-6212-T-01884", "uk-6212-T-02056", "uk-6212-T-02473", "uk-6212-T-07275", "uk-6212-T-09590", "uk-6212-T-10094", "uk-6212-T-11990", "uk-6212-T-16077", "uk-6212-T-16303", "uk-6212-T-16515", "uk-6212-T-16549", "uk-6212-T-17285", "uk-6212-T-18070", "uk-6212-T-18251", "uk-6212-T-19160", "uk-6212-T-19601", "uk-6212-T-20380", "uk-6212-T-00041", "uk-6212-T-00738", "uk-6212-T-06954", "uk-6212-T-12713", "uk-6212-T-17144", "uk-6212-T-19750", "uk-6212-T-19921", "uk-6212-T-20286" ], "employment": { "value": 27200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28746, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-41-1012", "us-soc-41-3041", "us-soc-43-4181" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 60, "occScoreRange": [ 55, 66 ], "band": "high", "headlineShare": 0.5506607929515417, "headlineShareRange": [ 0.44933920704845803, 0.6519823788546254 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:04:07.203Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6213", "market": "uk", "socCode": "6213", "title": "Air travel assistants", "slug": "air-travel-assistants", "description": "Air travel assistants issue travel tickets and boarding passes, examine other documentation, provide information and assistance at airport terminals and look after the welfare, comfort and safety of passengers travelling in aircraft.", "taskIds": [ "uk-6213-T-01034", "uk-6213-T-01035", "uk-6213-T-02123", "uk-6213-T-02839", "uk-6213-T-05700", "uk-6213-T-10110", "uk-6213-T-00068", "uk-6213-T-02020", "uk-6213-T-02697", "uk-6213-T-02959", "uk-6213-T-04184", "uk-6213-T-07096", "uk-6213-T-07628", "uk-6213-T-07958", "uk-6213-T-07961", "uk-6213-T-09224", "uk-6213-T-10312", "uk-6213-T-12422", "uk-6213-T-13356", "uk-6213-T-14903", "uk-6213-T-18360", "uk-6213-T-00593", "uk-6213-T-02880", "uk-6213-T-03476", "uk-6213-T-07369", "uk-6213-T-07965", "uk-6213-T-08055", "uk-6213-T-09460", "uk-6213-T-10343", "uk-6213-T-13212", "uk-6213-T-15416", "uk-6213-T-16086", "uk-6213-T-16577", "uk-6213-T-18220", "uk-6213-T-18362", "uk-6213-T-19215", "uk-6213-T-21922", "uk-6213-T-03824", "uk-6213-T-19136", "uk-6213-T-20369", "uk-6213-T-03069", "uk-6213-T-01054", "uk-6213-T-01849", "uk-6213-T-01886", "uk-6213-T-02022", "uk-6213-T-02961", "uk-6213-T-03641", "uk-6213-T-07892", "uk-6213-T-18330", "uk-6213-T-02124", "uk-6213-T-02894", "uk-6213-T-03421", "uk-6213-T-03488", "uk-6213-T-06244", "uk-6213-T-07002", "uk-6213-T-07275", "uk-6213-T-07849", "uk-6213-T-08092", "uk-6213-T-08093", "uk-6213-T-08966", "uk-6213-T-09965", "uk-6213-T-10077", "uk-6213-T-11092", "uk-6213-T-11108", "uk-6213-T-11117", "uk-6213-T-12218", "uk-6213-T-16620", "uk-6213-T-17939", "uk-6213-T-18754", "uk-6213-T-02801", "uk-6213-T-05615", "uk-6213-T-05671", "uk-6213-T-07630", "uk-6213-T-11750", "uk-6213-T-16343", "uk-6213-T-17205", "uk-6213-T-19157", "uk-6213-T-20082", "uk-6213-T-20302", "uk-6213-T-21065", "uk-6213-T-21608" ], "employment": { "value": 46700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28738, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-2031", "us-soc-53-6061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 24, "occScoreRange": [ 20, 30 ], "band": "low", "headlineShare": 0.15468113975576667, "headlineShareRange": [ 0.15468113975576667, 0.17639077340569886 ], "scoredTaskCount": 88 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6214", "market": "uk", "socCode": "6214", "title": "Rail travel assistants", "slug": "rail-travel-assistants", "description": "Rail travel assistants issue, collect and inspect travel tickets, provide information and assistance to railway passengers, operate train doors, and perform a variety of duties on station platforms in connection with the arrival and departure of trains and the movement of goods and passengers, and on trains to ensure the safety and comfort of passengers.", "taskIds": [ "uk-6214-T-00136", "uk-6214-T-02895", "uk-6214-T-03641", "uk-6214-T-05065", "uk-6214-T-07892", "uk-6214-T-07960", "uk-6214-T-09225", "uk-6214-T-09460", "uk-6214-T-18330", "uk-6214-T-03488", "uk-6214-T-06149", "uk-6214-T-07002", "uk-6214-T-08092", "uk-6214-T-08093", "uk-6214-T-08594", "uk-6214-T-09965", "uk-6214-T-10088", "uk-6214-T-11108", "uk-6214-T-12237", "uk-6214-T-12715", "uk-6214-T-14903", "uk-6214-T-16150", "uk-6214-T-16617", "uk-6214-T-17939", "uk-6214-T-07128", "uk-6214-T-12718", "uk-6214-T-13882", "uk-6214-T-16343", "uk-6214-T-17589", "uk-6214-T-18939", "uk-6214-T-19157", "uk-6214-T-19527", "uk-6214-T-20302", "uk-6214-T-20803", "uk-6214-T-00160", "uk-6214-T-05275", "uk-6214-T-19132", "uk-6214-T-02021", "uk-6214-T-03929", "uk-6214-T-06701", "uk-6214-T-06833", "uk-6214-T-07078", "uk-6214-T-07870", "uk-6214-T-08335", "uk-6214-T-09168", "uk-6214-T-09704", "uk-6214-T-09811", "uk-6214-T-09929", "uk-6214-T-09960", "uk-6214-T-11658", "uk-6214-T-11809", "uk-6214-T-11811", "uk-6214-T-12734", "uk-6214-T-13185", "uk-6214-T-13216", "uk-6214-T-14806", "uk-6214-T-17935", "uk-6214-T-18312", "uk-6214-T-18599", "uk-6214-T-20064", "uk-6214-T-01058", "uk-6214-T-09211", "uk-6214-T-21559", "uk-6214-T-02859", "uk-6214-T-06150", "uk-6214-T-10230", "uk-6214-T-12186" ], "employment": { "value": 23900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 46062, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-6011", "us-soc-53-6061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 26, 37 ], "band": "low", "headlineShare": 0.2381596752368064, "headlineShareRange": [ 0.19621109607577794, 0.29228687415426247 ], "scoredTaskCount": 95 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6219", "market": "uk", "socCode": "6219", "title": "Leisure and travel service occupations n.e.c.", "slug": "leisure-and-travel-service-occupations-n-e-c", "description": "Job holders in this unit group perform a variety of leisure and travel service occupations not elsewhere classified in minor group 621: Leisure and travel services.", "taskIds": [ "uk-6219-T-09198", "uk-6219-T-00022", "uk-6219-T-07687", "uk-6219-T-11655", "uk-6219-T-14356", "uk-6219-T-19138", "uk-6219-T-00025", "uk-6219-T-05715", "uk-6219-T-08149", "uk-6219-T-11296", "uk-6219-T-14348", "uk-6219-T-16729", "uk-6219-T-18330", "uk-6219-T-19443", "uk-6219-T-21617", "uk-6219-T-01974", "uk-6219-T-07758", "uk-6219-T-09442", "uk-6219-T-12288", "uk-6219-T-14421", "uk-6219-T-18323", "uk-6219-T-19118", "uk-6219-T-00123", "uk-6219-T-07349", "uk-6219-T-11345", "uk-6219-T-14292", "uk-6219-T-16553", "uk-6219-T-18373", "uk-6219-T-00026", "uk-6219-T-03652", "uk-6219-T-09159", "uk-6219-T-12594", "uk-6219-T-12595", "uk-6219-T-16782", "uk-6219-T-21473", "uk-6219-T-03301", "uk-6219-T-11715", "uk-6219-T-16789", "uk-6219-T-19962", "uk-6219-T-11155", "uk-6219-T-16406", "uk-6219-T-05367", "uk-6219-T-18282", "uk-6219-T-20329", "uk-6219-T-11462", "uk-6219-T-18287", "uk-6219-T-09951", "uk-6219-T-13743", "uk-6219-T-10328", "uk-6219-T-10386", "uk-6219-T-17886", "uk-6219-T-18071", "uk-6219-T-13525", "uk-6219-T-16628", "uk-6219-T-00024", "uk-6219-T-03591", "uk-6219-T-09284", "uk-6219-T-16525", "uk-6219-T-08028", "uk-6219-T-19914", "uk-6219-T-01362", "uk-6219-T-08093", "uk-6219-T-01335", "uk-6219-T-02283", "uk-6219-T-04595", "uk-6219-T-09154", "uk-6219-T-12199", "uk-6219-T-18290", "uk-6219-T-09153", "uk-6219-T-00307", "uk-6219-T-02182", "uk-6219-T-07074", "uk-6219-T-13674", "uk-6219-T-16565", "uk-6219-T-21479", "uk-6219-T-02056", "uk-6219-T-09404", "uk-6219-T-17946", "uk-6219-T-19367", "uk-6219-T-19137", "uk-6219-T-19160", "uk-6219-T-04339", "uk-6219-T-16326", "uk-6219-T-18372", "uk-6219-T-05153", "uk-6219-T-00372", "uk-6219-T-04859", "uk-6219-T-05225", "uk-6219-T-06954", "uk-6219-T-12320", "uk-6219-T-13499", "uk-6219-T-16233", "uk-6219-T-18125", "uk-6219-T-19158", "uk-6219-T-21539", "uk-6219-T-02146", "uk-6219-T-09898", "uk-6219-T-13110", "uk-6219-T-14295", "uk-6219-T-02164", "uk-6219-T-02549", "uk-6219-T-04694", "uk-6219-T-05620", "uk-6219-T-06498", "uk-6219-T-07766", "uk-6219-T-12128", "uk-6219-T-12377", "uk-6219-T-12600", "uk-6219-T-14139", "uk-6219-T-14550", "uk-6219-T-15429", "uk-6219-T-16099", "uk-6219-T-16910", "uk-6219-T-18359", "uk-6219-T-18849", "uk-6219-T-19167", "uk-6219-T-19206", "uk-6219-T-19385", "uk-6219-T-21789" ], "employment": { "value": 26800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26656, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-7010" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 33, "occScoreRange": [ 28, 38 ], "band": "low", "headlineShare": 0.2688346883468836, "headlineShareRange": [ 0.2314363143631438, 0.31978319783197856 ], "scoredTaskCount": 134 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "41 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6221", "market": "uk", "socCode": "6221", "title": "Hairdressers and barbers", "slug": "hairdressers-and-barbers", "description": "Hairdressers and barbers shampoo, cut, colour, style and treat hair.", "taskIds": [ "uk-6221-T-05406", "uk-6221-T-05407", "uk-6221-T-00380", "uk-6221-T-16934", "uk-6221-T-19876", "uk-6221-T-20859", "uk-6221-T-00186", "uk-6221-T-00664", "uk-6221-T-01197", "uk-6221-T-05539", "uk-6221-T-13759", "uk-6221-T-16755", "uk-6221-T-18820", "uk-6221-T-19877", "uk-6221-T-00379", "uk-6221-T-01179", "uk-6221-T-15891", "uk-6221-T-19456", "uk-6221-T-21567", "uk-6221-T-01133", "uk-6221-T-03060", "uk-6221-T-14754", "uk-6221-T-17169", "uk-6221-T-02825", "uk-6221-T-12154", "uk-6221-T-16563", "uk-6221-T-19922", "uk-6221-T-03488", "uk-6221-T-11568", "uk-6221-T-11722", "uk-6221-T-14246", "uk-6221-T-14258", "uk-6221-T-17195", "uk-6221-T-20271", "uk-6221-T-00815", "uk-6221-T-03528", "uk-6221-T-07569", "uk-6221-T-12824", "uk-6221-T-00874", "uk-6221-T-07558", "uk-6221-T-21199", "uk-6221-T-21313", "uk-6221-T-00427", "uk-6221-T-02762", "uk-6221-T-05667", "uk-6221-T-08457", "uk-6221-T-11818", "uk-6221-T-17106", "uk-6221-T-17636", "uk-6221-T-18289", "uk-6221-T-21119", "uk-6221-T-21198", "uk-6221-T-08851", "uk-6221-T-11180", "uk-6221-T-18288", "uk-6221-T-21138", "uk-6221-T-08881", "uk-6221-T-18143", "uk-6221-T-14154", "uk-6221-T-01340" ], "employment": { "value": 129300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24279, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-1014", "us-soc-39-1022", "us-soc-39-5011", "us-soc-39-5012" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 8, 16 ], "band": "minimal", "headlineShare": 0.06785411365564036, "headlineShareRange": [ 0.06785411365564036, 0.06785411365564036 ], "scoredTaskCount": 73 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6222", "market": "uk", "socCode": "6222", "title": "Beauticians and related occupations", "slug": "beauticians-and-related-occupations", "description": "Beauticians and related workers give facial and body beauty treatments, apply cosmetics and dress wigs.", "taskIds": [ "uk-6222-T-08965", "uk-6222-T-09156", "uk-6222-T-16898", "uk-6222-T-07336", "uk-6222-T-21493", "uk-6222-T-00185", "uk-6222-T-19760", "uk-6222-T-16548", "uk-6222-T-18330", "uk-6222-T-01340", "uk-6222-T-18979", "uk-6222-T-06249", "uk-6222-T-16647", "uk-6222-T-05670", "uk-6222-T-11734", "uk-6222-T-17178", "uk-6222-T-08486", "uk-6222-T-18115", "uk-6222-T-17237", "uk-6222-T-20614", "uk-6222-T-09829", "uk-6222-T-14791", "uk-6222-T-00427", "uk-6222-T-14914", "uk-6222-T-01220", "uk-6222-T-16667", "uk-6222-T-00435", "uk-6222-T-01297", "uk-6222-T-03117", "uk-6222-T-08671", "uk-6222-T-15302", "uk-6222-T-19457", "uk-6222-T-01714", "uk-6222-T-04594", "uk-6222-T-05504", "uk-6222-T-11728", "uk-6222-T-15723", "uk-6222-T-17712", "uk-6222-T-20849", "uk-6222-T-21338", "uk-6222-T-05502", "uk-6222-T-12085", "uk-6222-T-17650", "uk-6222-T-19787", "uk-6222-T-21629", "uk-6222-T-12005", "uk-6222-T-03488", "uk-6222-T-05653", "uk-6222-T-05781", "uk-6222-T-10937", "uk-6222-T-13355", "uk-6222-T-05705", "uk-6222-T-06507", "uk-6222-T-12864", "uk-6222-T-20422", "uk-6222-T-05758", "uk-6222-T-08612", "uk-6222-T-20398", "uk-6222-T-01661", "uk-6222-T-10939", "uk-6222-T-08421", "uk-6222-T-19990" ], "employment": { "value": 90100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24124, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-1014", "us-soc-39-1022", "us-soc-39-5012", "us-soc-39-5091", "us-soc-39-5092", "us-soc-39-5093", "us-soc-39-5094" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 17, 25 ], "band": "low", "headlineShare": 0.15265700483091788, "headlineShareRange": [ 0.10628019323671499, 0.15265700483091788 ], "scoredTaskCount": 64 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:37:32Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6231", "market": "uk", "socCode": "6231", "title": "Housekeepers and related occupations", "slug": "housekeepers-and-related-occupations", "description": "Housekeepers and related workers perform domestic cleaning and other housekeeping tasks within private households, hotels, schools, hostels and other non-private households.", "taskIds": [ "uk-6231-T-03020", "uk-6231-T-03066", "uk-6231-T-07662", "uk-6231-T-02535", "uk-6231-T-03042", "uk-6231-T-03165", "uk-6231-T-03053", "uk-6231-T-07283", "uk-6231-T-10295", "uk-6231-T-17900", "uk-6231-T-08838", "uk-6231-T-11177", "uk-6231-T-11902", "uk-6231-T-17937", "uk-6231-T-11499", "uk-6231-T-19455", "uk-6231-T-03641", "uk-6231-T-05568", "uk-6231-T-09361", "uk-6231-T-11890", "uk-6231-T-15309", "uk-6231-T-16548", "uk-6231-T-17651", "uk-6231-T-19590", "uk-6231-T-21160", "uk-6231-T-00721", "uk-6231-T-05622", "uk-6231-T-13568", "uk-6231-T-15462", "uk-6231-T-17059", "uk-6231-T-20903", "uk-6231-T-21573", "uk-6231-T-07922", "uk-6231-T-13783", "uk-6231-T-15836", "uk-6231-T-16648", "uk-6231-T-17425", "uk-6231-T-20050", "uk-6231-T-20719" ], "employment": { "value": 35600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25335, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-2012", "us-soc-39-4012", "us-soc-39-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 13 ], "band": "minimal", "headlineShare": 0.018083182640144663, "headlineShareRange": [ 0.018083182640144663, 0.03978300180831826 ], "scoredTaskCount": 39 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6232", "market": "uk", "socCode": "6232", "title": "Caretakers", "slug": "caretakers", "description": "Caretakers supervise and undertake the care and maintenance of church, school, office and other buildings, their facilities, fixtures and contents.", "taskIds": [ "uk-6232-T-03066", "uk-6232-T-02869", "uk-6232-T-03149", "uk-6232-T-13210", "uk-6232-T-13890", "uk-6232-T-03042", "uk-6232-T-03163", "uk-6232-T-07567", "uk-6232-T-07568", "uk-6232-T-08951", "uk-6232-T-10216", "uk-6232-T-13566", "uk-6232-T-14900", "uk-6232-T-19455", "uk-6232-T-20097", "uk-6232-T-05559", "uk-6232-T-07913", "uk-6232-T-09439", "uk-6232-T-12178", "uk-6232-T-14901", "uk-6232-T-19248", "uk-6232-T-19497", "uk-6232-T-19828", "uk-6232-T-03493", "uk-6232-T-10106", "uk-6232-T-11403", "uk-6232-T-13006", "uk-6232-T-13584", "uk-6232-T-14244", "uk-6232-T-14265", "uk-6232-T-16513", "uk-6232-T-19328", "uk-6232-T-19368", "uk-6232-T-19661", "uk-6232-T-19679", "uk-6232-T-20173" ], "employment": { "value": 53500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28950, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-2011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 13 ], "band": "minimal", "headlineShare": 0.022371364653243853, "headlineShareRange": [ 0.022371364653243853, 0.044742729306487705 ], "scoredTaskCount": 36 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6240", "market": "uk", "socCode": "6240", "title": "Cleaning and housekeeping managers and supervisors", "slug": "cleaning-and-housekeeping-managers-and-supervisors", "description": "Cleaning and housekeeping managers and supervisors manage and supervise cleaning and other housekeeping tasks within private households, hotels, schools, hostels and other non-private households, and in offices and other premises.", "taskIds": [ "uk-6240-T-01912", "uk-6240-T-07032", "uk-6240-T-08197", "uk-6240-T-08422", "uk-6240-T-10257", "uk-6240-T-11273", "uk-6240-T-13722", "uk-6240-T-18353", "uk-6240-T-19092", "uk-6240-T-19999", "uk-6240-T-03555", "uk-6240-T-04733", "uk-6240-T-07859", "uk-6240-T-08307", "uk-6240-T-08618", "uk-6240-T-09854", "uk-6240-T-10245", "uk-6240-T-10974", "uk-6240-T-11123", "uk-6240-T-12377", "uk-6240-T-13162", "uk-6240-T-14229", "uk-6240-T-14283", "uk-6240-T-15926", "uk-6240-T-17426", "uk-6240-T-19082", "uk-6240-T-04314", "uk-6240-T-04710", "uk-6240-T-07165", "uk-6240-T-08253", "uk-6240-T-09500", "uk-6240-T-10731", "uk-6240-T-11012", "uk-6240-T-11969", "uk-6240-T-12002", "uk-6240-T-12034", "uk-6240-T-12053", "uk-6240-T-14881", "uk-6240-T-15448", "uk-6240-T-16292", "uk-6240-T-17158", "uk-6240-T-17164", "uk-6240-T-18281" ], "employment": { "value": 75300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28605, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-1011" ], "quality": "close" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 39, 50 ], "band": "partial", "headlineShare": 0.35856573705179284, "headlineShareRange": [ 0.35856573705179284, 0.38645418326693226 ], "scoredTaskCount": 43 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "33 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6250", "market": "uk", "socCode": "6250", "title": "Bed and breakfast and guest house owners and proprietors", "slug": "bed-and-breakfast-and-guest-house-owners-and-proprietors", "description": "Bed and breakfast and guest house owners and proprietors plan, organise, direct and co-ordinate the activities and resources bed and breakfasts and guest houses.", "taskIds": [ "uk-6250-T-01053", "uk-6250-T-03488", "uk-6250-T-09204", "uk-6250-T-00721", "uk-6250-T-01066", "uk-6250-T-04821", "uk-6250-T-08175", "uk-6250-T-10295", "uk-6250-T-12620", "uk-6250-T-14254", "uk-6250-T-18268", "uk-6250-T-19302", "uk-6250-T-01362", "uk-6250-T-04397", "uk-6250-T-06324", "uk-6250-T-09854", "uk-6250-T-10907", "uk-6250-T-13127", "uk-6250-T-13748", "uk-6250-T-17062", "uk-6250-T-18848", "uk-6250-T-18857", "uk-6250-T-20719", "uk-6250-T-01358", "uk-6250-T-01425", "uk-6250-T-04878", "uk-6250-T-14385", "uk-6250-T-15142", "uk-6250-T-21325" ], "employment": { "value": 8500, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-11-9081", "us-soc-39-4012", "us-soc-39-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 43, "occScoreRange": [ 38, 50 ], "band": "partial", "headlineShare": 0.2712765957446809, "headlineShareRange": [ 0.2712765957446809, 0.4095744680851064 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6311", "market": "uk", "socCode": "6311", "title": "Police community support officers", "slug": "police-community-support-officers", "description": "Police Community Support Officers (PCSOs) support the local police force by patrolling the streets to provide a visible and reassuring presence and to tackle a range of crime and disorder problems. PCSOs are also attached to the British Transport Police who operate the specialised police service for the railway network across Britain.", "taskIds": [ "uk-6311-T-06065", "uk-6311-T-07707", "uk-6311-T-11619", "uk-6311-T-03313", "uk-6311-T-03574", "uk-6311-T-07152", "uk-6311-T-07711", "uk-6311-T-09064", "uk-6311-T-09166", "uk-6311-T-09758", "uk-6311-T-10952", "uk-6311-T-11076", "uk-6311-T-11099", "uk-6311-T-11957", "uk-6311-T-13492", "uk-6311-T-14863", "uk-6311-T-16048", "uk-6311-T-16511", "uk-6311-T-03328", "uk-6311-T-06130", "uk-6311-T-07379", "uk-6311-T-08159", "uk-6311-T-08166", "uk-6311-T-09093", "uk-6311-T-09099", "uk-6311-T-10072", "uk-6311-T-10116", "uk-6311-T-10978", "uk-6311-T-12361", "uk-6311-T-12859", "uk-6311-T-15003", "uk-6311-T-15275", "uk-6311-T-16112", "uk-6311-T-16308", "uk-6311-T-16640", "uk-6311-T-16783", "uk-6311-T-16794", "uk-6311-T-17610", "uk-6311-T-18077", "uk-6311-T-20155", "uk-6311-T-21550", "uk-6311-T-04058", "uk-6311-T-08499", "uk-6311-T-12548", "uk-6311-T-14739", "uk-6311-T-14743", "uk-6311-T-16708", "uk-6311-T-16740", "uk-6311-T-16935", "uk-6311-T-21347", "uk-6311-T-18308" ], "employment": { "value": 11800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35748, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-33-1091", "us-soc-33-1099", "us-soc-33-3031", "us-soc-33-3041", "us-soc-33-3051", "us-soc-33-9011", "us-soc-33-9091", "us-soc-33-9092", "us-soc-33-9094", "us-soc-33-9099", "us-soc-43-5031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 9, 19 ], "band": "minimal", "headlineShare": 0.01634877384196185, "headlineShareRange": [ 0.01634877384196185, 0.01634877384196185 ], "scoredTaskCount": 51 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "13 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-6312", "market": "uk", "socCode": "6312", "title": "Parking and civil enforcement occupations", "slug": "parking-and-civil-enforcement-occupations", "description": "Parking and civil enforcement occupations patrol assigned areas to detect and prevent infringements of local parking regulations and control the parking of vehicles in public and private car parks.", "taskIds": [ "uk-6312-T-07089", "uk-6312-T-14649", "uk-6312-T-05631", "uk-6312-T-09210", "uk-6312-T-02514", "uk-6312-T-11721", "uk-6312-T-09798", "uk-6312-T-17372", "uk-6312-T-02227", "uk-6312-T-11452", "uk-6312-T-16673", "uk-6312-T-10369", "uk-6312-T-02735", "uk-6312-T-14741", "uk-6312-T-19249", "uk-6312-T-00023", "uk-6312-T-13886", "uk-6312-T-18609", "uk-6312-T-11110", "uk-6312-T-03313", "uk-6312-T-10136", "uk-6312-T-07151", "uk-6312-T-09344", "uk-6312-T-12801", "uk-6312-T-18772", "uk-6312-T-02965", "uk-6312-T-08106", "uk-6312-T-11523", "uk-6312-T-18016", "uk-6312-T-07152", "uk-6312-T-15817", "uk-6312-T-01381", "uk-6312-T-08181", "uk-6312-T-14982", "uk-6312-T-17950", "uk-6312-T-03459", "uk-6312-T-11708", "uk-6312-T-17965", "uk-6312-T-21631", "uk-6312-T-01815", "uk-6312-T-11956", "uk-6312-T-16687", "uk-6312-T-19365", "uk-6312-T-09990", "uk-6312-T-17934", "uk-6312-T-02130", "uk-6312-T-09729", "uk-6312-T-11099", "uk-6312-T-17067", "uk-6312-T-17944", "uk-6312-T-02518", "uk-6312-T-03899", "uk-6312-T-10896", "uk-6312-T-11712", "uk-6312-T-14740", "uk-6312-T-17514", "uk-6312-T-18325", "uk-6312-T-00049", "uk-6312-T-01312", "uk-6312-T-03514", "uk-6312-T-11016", "uk-6312-T-12361", "uk-6312-T-13551", "uk-6312-T-15433", "uk-6312-T-16640", "uk-6312-T-17515", "uk-6312-T-19485", "uk-6312-T-21852", "uk-6312-T-00832", "uk-6312-T-03604", "uk-6312-T-10374", "uk-6312-T-11531", "uk-6312-T-13120", "uk-6312-T-14336", "uk-6312-T-15972", "uk-6312-T-17214", "uk-6312-T-18360", "uk-6312-T-19899", "uk-6312-T-21563" ], "employment": { "value": 11800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29559, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-3021", "us-soc-39-3031", "us-soc-39-3091", "us-soc-39-3093", "us-soc-53-6021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 25, "occScoreRange": [ 20, 31 ], "band": "low", "headlineShare": 0.11218229623137596, "headlineShareRange": [ 0.07186678352322522, 0.17703768624014016 ], "scoredTaskCount": 83 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7111", "market": "uk", "socCode": "7111", "title": "Sales and retail assistants", "slug": "sales-and-retail-assistants", "description": "Sales and retail assistants demonstrate and sell a variety of goods and services in shops, stores, showrooms and similar establishments.", "taskIds": [ "uk-7111-T-01880", "uk-7111-T-09209", "uk-7111-T-16105", "uk-7111-T-19207", "uk-7111-T-00434", "uk-7111-T-01889", "uk-7111-T-03488", "uk-7111-T-14618", "uk-7111-T-19045", "uk-7111-T-01048", "uk-7111-T-02465", "uk-7111-T-05467", "uk-7111-T-09321", "uk-7111-T-13881", "uk-7111-T-16145", "uk-7111-T-19771", "uk-7111-T-00041", "uk-7111-T-02227", "uk-7111-T-04558", "uk-7111-T-09961", "uk-7111-T-17169", "uk-7111-T-21751", "uk-7111-T-01407", "uk-7111-T-04314", "uk-7111-T-12104", "uk-7111-T-18263", "uk-7111-T-00441", "uk-7111-T-03041", "uk-7111-T-04792", "uk-7111-T-07465", "uk-7111-T-10691", "uk-7111-T-15066", "uk-7111-T-17708", "uk-7111-T-21014", "uk-7111-T-03133", "uk-7111-T-04934", "uk-7111-T-05792", "uk-7111-T-11767", "uk-7111-T-15012", "uk-7111-T-16115", "uk-7111-T-21444", "uk-7111-T-05696", "uk-7111-T-08960", "uk-7111-T-12059", "uk-7111-T-14758", "uk-7111-T-16334" ], "employment": { "value": 831800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25056, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-41-2022", "us-soc-41-2031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 15, 26 ], "band": "low", "headlineShare": 0.05240174672489081, "headlineShareRange": [ 0.0378457059679767, 0.1018922852983988 ], "scoredTaskCount": 46 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7112", "market": "uk", "socCode": "7112", "title": "Retail cashiers and check-out operators", "slug": "retail-cashiers-and-check-out-operators", "description": "Retail cashiers and check-out operators accept payments from customers and give change in respect of sales or services.", "taskIds": [ "uk-7112-T-03477", "uk-7112-T-11113", "uk-7112-T-17086", "uk-7112-T-01914", "uk-7112-T-16145", "uk-7112-T-01417", "uk-7112-T-05066", "uk-7112-T-14618", "uk-7112-T-16143", "uk-7112-T-01046", "uk-7112-T-02485", "uk-7112-T-05070", "uk-7112-T-11724", "uk-7112-T-20279", "uk-7112-T-01887", "uk-7112-T-01880", "uk-7112-T-09219", "uk-7112-T-13842", "uk-7112-T-16071", "uk-7112-T-18263", "uk-7112-T-19771", "uk-7112-T-21444", "uk-7112-T-02786", "uk-7112-T-07744", "uk-7112-T-09590", "uk-7112-T-13223", "uk-7112-T-14637", "uk-7112-T-16620", "uk-7112-T-19132", "uk-7112-T-19928", "uk-7112-T-02821", "uk-7112-T-08211", "uk-7112-T-12697", "uk-7112-T-14711", "uk-7112-T-16687", "uk-7112-T-17918", "uk-7112-T-19161", "uk-7112-T-20273" ], "employment": { "value": 134600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24622, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-41-2011", "us-soc-41-2012", "us-soc-53-6031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 22, 31 ], "band": "low", "headlineShare": 0.19245283018867915, "headlineShareRange": [ 0.19245283018867915, 0.21132075471698103 ], "scoredTaskCount": 38 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7113", "market": "uk", "socCode": "7113", "title": "Telephone salespersons", "slug": "telephone-salespersons", "description": "Telephone salespersons obtain, receive, process and record telephone orders for goods and services.", "taskIds": [ "uk-7113-T-01059", "uk-7113-T-08627", "uk-7113-T-01077", "uk-7113-T-13793", "uk-7113-T-19130", "uk-7113-T-00269", "uk-7113-T-08972", "uk-7113-T-17304", "uk-7113-T-12018", "uk-7113-T-13810", "uk-7113-T-01402", "uk-7113-T-02579", "uk-7113-T-18329" ], "employment": { "value": 17700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30495, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-41-9041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 64, "occScoreRange": [ 58, 70 ], "band": "high", "headlineShare": 0.6571428571428573, "headlineShareRange": [ 0.5095238095238097, 0.8333333333333335 ], "scoredTaskCount": 13 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T00:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7114", "market": "uk", "socCode": "7114", "title": "Pharmacy and optical dispensing assistants", "slug": "pharmacy-and-optical-dispensing-assistants", "description": "Pharmacy and optical dispensing assistants work under the supervision of pharmacists and opticians or optometrists to dispense drugs and medicines, issue pre-packaged prescriptions, sell over-the-counter medication, dispense spectacles and contact lenses and other related products.", "taskIds": [ "uk-7114-T-01542", "uk-7114-T-08878", "uk-7114-T-13848", "uk-7114-T-16401", "uk-7114-T-16549", "uk-7114-T-05568", "uk-7114-T-09155", "uk-7114-T-10685", "uk-7114-T-16399", "uk-7114-T-01668", "uk-7114-T-07916", "uk-7114-T-09590", "uk-7114-T-10793", "uk-7114-T-15659", "uk-7114-T-18691", "uk-7114-T-09383", "uk-7114-T-12869", "uk-7114-T-16402", "uk-7114-T-21472", "uk-7114-T-12955", "uk-7114-T-14209", "uk-7114-T-07915", "uk-7114-T-12855", "uk-7114-T-14196", "uk-7114-T-16408", "uk-7114-T-19463", "uk-7114-T-09233", "uk-7114-T-13780", "uk-7114-T-17044", "uk-7114-T-04699", "uk-7114-T-12018", "uk-7114-T-19407", "uk-7114-T-00010", "uk-7114-T-01484", "uk-7114-T-08963", "uk-7114-T-17513", "uk-7114-T-01059", "uk-7114-T-01497", "uk-7114-T-03889", "uk-7114-T-09063", "uk-7114-T-11215", "uk-7114-T-17058", "uk-7114-T-19148", "uk-7114-T-02883", "uk-7114-T-05584", "uk-7114-T-09343", "uk-7114-T-12099", "uk-7114-T-16614", "uk-7114-T-19207", "uk-7114-T-02402", "uk-7114-T-03576", "uk-7114-T-05585", "uk-7114-T-10173", "uk-7114-T-12025", "uk-7114-T-16460", "uk-7114-T-17254", "uk-7114-T-20916", "uk-7114-T-00185", "uk-7114-T-03029", "uk-7114-T-05683", "uk-7114-T-11209", "uk-7114-T-11974", "uk-7114-T-14153", "uk-7114-T-16582", "uk-7114-T-19771", "uk-7114-T-21027", "uk-7114-T-03041", "uk-7114-T-11734", "uk-7114-T-16131", "uk-7114-T-18398", "uk-7114-T-02447", "uk-7114-T-11522", "uk-7114-T-13944", "uk-7114-T-03882", "uk-7114-T-16321" ], "employment": { "value": 84500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 23783, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-29-2052", "us-soc-29-2057", "us-soc-29-2081", "us-soc-31-9092" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 22, 32 ], "band": "low", "headlineShare": 0.14022787028921996, "headlineShareRange": [ 0.1279579316389132, 0.1849255039439088 ], "scoredTaskCount": 75 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7115", "market": "uk", "socCode": "7115", "title": "Vehicle and parts salespersons and advisers", "slug": "vehicle-and-parts-salespersons-and-advisers", "description": "Vehicle and parts salespersons and advisers sell new and used vehicles to the general public, and vehicle accessories and parts to garages, vehicle dealerships and the general public.", "taskIds": [ "uk-7115-T-00442", "uk-7115-T-00542", "uk-7115-T-06175", "uk-7115-T-14234", "uk-7115-T-14235", "uk-7115-T-18432", "uk-7115-T-21532", "uk-7115-T-00552", "uk-7115-T-09048", "uk-7115-T-13194", "uk-7115-T-17054", "uk-7115-T-20315", "uk-7115-T-21062", "uk-7115-T-00580", "uk-7115-T-11210", "uk-7115-T-16928", "uk-7115-T-18240", "uk-7115-T-20346", "uk-7115-T-01355", "uk-7115-T-10368", "uk-7115-T-12890", "uk-7115-T-16137", "uk-7115-T-19800", "uk-7115-T-21046", "uk-7115-T-05643", "uk-7115-T-11734", "uk-7115-T-16945", "uk-7115-T-20815", "uk-7115-T-03488", "uk-7115-T-11113", "uk-7115-T-15012", "uk-7115-T-18187", "uk-7115-T-07323", "uk-7115-T-05214", "uk-7115-T-07465", "uk-7115-T-17831", "uk-7115-T-19161", "uk-7115-T-00012", "uk-7115-T-02080", "uk-7115-T-09209", "uk-7115-T-15917", "uk-7115-T-17169", "uk-7115-T-00434", "uk-7115-T-02465", "uk-7115-T-11677", "uk-7115-T-16145", "uk-7115-T-18499", "uk-7115-T-01048", "uk-7115-T-10691", "uk-7115-T-16105", "uk-7115-T-00196", "uk-7115-T-01889", "uk-7115-T-05696", "uk-7115-T-12059", "uk-7115-T-16334", "uk-7115-T-08245", "uk-7115-T-01880", "uk-7115-T-04314" ], "employment": { "value": 37400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31851, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-41-2022", "us-soc-41-2031" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 37, "occScoreRange": [ 32, 42 ], "band": "low", "headlineShare": 0.27784026996625416, "headlineShareRange": [ 0.24521934758155225, 0.3610798650168728 ], "scoredTaskCount": 61 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "28 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7121", "market": "uk", "socCode": "7121", "title": "Collector salespersons and credit agents", "slug": "collector-salespersons-and-credit-agents", "description": "Collector salespersons and credit agents visit private households to obtain orders and collect payments for goods and services.", "taskIds": [ "uk-7121-T-09197", "uk-7121-T-16138", "uk-7121-T-01047", "uk-7121-T-10093", "uk-7121-T-08514", "uk-7121-T-13253", "uk-7121-T-02437", "uk-7121-T-16096" ], "employment": { "value": 5100, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-41-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 62, "occScoreRange": [ 56, 67 ], "band": "high", "headlineShare": 0.5576923076923077, "headlineShareRange": [ 0.5576923076923077, 0.5576923076923077 ], "scoredTaskCount": 8 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7122", "market": "uk", "socCode": "7122", "title": "Debt, rent and other cash collectors", "slug": "debt-rent-and-other-cash-collectors", "description": "Debt, rent and other cash collectors collect payments due or overdue from households and businesses and empty cash from prepayment meters or machines.", "taskIds": [ "uk-7122-T-19214", "uk-7122-T-21549", "uk-7122-T-02512", "uk-7122-T-03488", "uk-7122-T-14952", "uk-7122-T-18540", "uk-7122-T-01045", "uk-7122-T-11645", "uk-7122-T-13673", "uk-7122-T-15375", "uk-7122-T-18051", "uk-7122-T-00418", "uk-7122-T-06936", "uk-7122-T-14224", "uk-7122-T-15378", "uk-7122-T-01431", "uk-7122-T-09197", "uk-7122-T-11638", "uk-7122-T-13253", "uk-7122-T-08608", "uk-7122-T-13692", "uk-7122-T-20618", "uk-7122-T-00695", "uk-7122-T-13719", "uk-7122-T-16004", "uk-7122-T-16522", "uk-7122-T-18327", "uk-7122-T-05111", "uk-7122-T-09681", "uk-7122-T-16110", "uk-7122-T-17715", "uk-7122-T-21775", "uk-7122-T-08126", "uk-7122-T-16984", "uk-7122-T-04444", "uk-7122-T-10335", "uk-7122-T-18443", "uk-7122-T-21509", "uk-7122-T-02702", "uk-7122-T-17959", "uk-7122-T-21107", "uk-7122-T-01047", "uk-7122-T-12414", "uk-7122-T-21041", "uk-7122-T-00434", "uk-7122-T-01048", "uk-7122-T-08245", "uk-7122-T-00721", "uk-7122-T-01880", "uk-7122-T-01889", "uk-7122-T-02465", "uk-7122-T-07068", "uk-7122-T-08503", "uk-7122-T-09022", "uk-7122-T-09209", "uk-7122-T-12059", "uk-7122-T-13481", "uk-7122-T-16105", "uk-7122-T-16145", "uk-7122-T-17169", "uk-7122-T-19161", "uk-7122-T-20049", "uk-7122-T-02227", "uk-7122-T-02915", "uk-7122-T-04314", "uk-7122-T-06854", "uk-7122-T-07465", "uk-7122-T-08980", "uk-7122-T-09136", "uk-7122-T-09414", "uk-7122-T-09854", "uk-7122-T-12041", "uk-7122-T-13881", "uk-7122-T-15012", "uk-7122-T-15045", "uk-7122-T-15926", "uk-7122-T-17164", "uk-7122-T-17242", "uk-7122-T-17262", "uk-7122-T-18072", "uk-7122-T-18679", "uk-7122-T-20053", "uk-7122-T-20701", "uk-7122-T-03162", "uk-7122-T-08804", "uk-7122-T-17540", "uk-7122-T-02675", "uk-7122-T-03427", "uk-7122-T-03430", "uk-7122-T-03040", "uk-7122-T-08898", "uk-7122-T-02517", "uk-7122-T-10320", "uk-7122-T-13726", "uk-7122-T-04151", "uk-7122-T-11929", "uk-7122-T-02225", "uk-7122-T-11551", "uk-7122-T-14852", "uk-7122-T-17261", "uk-7122-T-11572", "uk-7122-T-07293", "uk-7122-T-13728", "uk-7122-T-17013", "uk-7122-T-14243", "uk-7122-T-12191", "uk-7122-T-14046", "uk-7122-T-16689" ], "employment": { "value": 15500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29097, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1131", "us-soc-43-3011", "us-soc-43-5041", "us-soc-49-9091" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 34, 45 ], "band": "low", "headlineShare": 0.30006317119393544, "headlineShareRange": [ 0.2684775742261527, 0.3733417561591913 ], "scoredTaskCount": 119 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "54 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7123", "market": "uk", "socCode": "7123", "title": "Roundspersons and van salespersons", "slug": "roundspersons-and-van-salespersons", "description": "Roundspersons and van salespersons deliver and sell food, drink and other goods by calling on householders or by selling from a mobile shop or van and call on households to collect and receive payment for laundered or similarly serviced articles.", "taskIds": [ "uk-7123-T-03477", "uk-7123-T-11462", "uk-7123-T-07533", "uk-7123-T-10119", "uk-7123-T-11567", "uk-7123-T-12169", "uk-7123-T-19151", "uk-7123-T-04618", "uk-7123-T-07557", "uk-7123-T-11473", "uk-7123-T-17346", "uk-7123-T-19209", "uk-7123-T-09345", "uk-7123-T-11927", "uk-7123-T-01406", "uk-7123-T-06596", "uk-7123-T-11734", "uk-7123-T-18597", "uk-7123-T-19773", "uk-7123-T-13171", "uk-7123-T-15431" ], "employment": { "value": 10700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27401, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-41-9091" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 17, 27 ], "band": "low", "headlineShare": 0.14551083591331268, "headlineShareRange": [ 0.14551083591331268, 0.24458204334365327 ], "scoredTaskCount": 21 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7124", "market": "uk", "socCode": "7124", "title": "Market and street traders and assistants", "slug": "market-and-street-traders-and-assistants", "description": "Market and street traders and assistants sell goods (other than refreshments) from stalls, barrows and other portable containers in streets and market places.", "taskIds": [ "uk-7124-T-03477", "uk-7124-T-03488", "uk-7124-T-07757", "uk-7124-T-19161", "uk-7124-T-19436", "uk-7124-T-05704", "uk-7124-T-08627", "uk-7124-T-14624", "uk-7124-T-19332", "uk-7124-T-19766", "uk-7124-T-06217", "uk-7124-T-09961", "uk-7124-T-14248", "uk-7124-T-16718", "uk-7124-T-20345", "uk-7124-T-07360", "uk-7124-T-12027", "uk-7124-T-12059", "uk-7124-T-14951", "uk-7124-T-21019", "uk-7124-T-13662", "uk-7124-T-17315" ], "employment": { "value": 11700, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-41-9091" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 22, 31 ], "band": "low", "headlineShare": 0.21428571428571438, "headlineShareRange": [ 0.1666666666666667, 0.21428571428571438 ], "scoredTaskCount": 22 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7125", "market": "uk", "socCode": "7125", "title": "Visual merchandisers and related occupations", "slug": "visual-merchandisers-and-related-occupations", "description": "Visual merchandisers develop, deliver and communicate visual concepts and strategies to promote brands, products and services in-store, in catalogues or online, and create displays of merchandise.", "taskIds": [ "uk-7125-T-01276", "uk-7125-T-00050", "uk-7125-T-01986", "uk-7125-T-03332", "uk-7125-T-00434", "uk-7125-T-03354", "uk-7125-T-04684", "uk-7125-T-06789", "uk-7125-T-11607", "uk-7125-T-02381", "uk-7125-T-04501", "uk-7125-T-07500", "uk-7125-T-08822", "uk-7125-T-01943", "uk-7125-T-02860", "uk-7125-T-03672", "uk-7125-T-05234", "uk-7125-T-05667", "uk-7125-T-08556", "uk-7125-T-08884", "uk-7125-T-12155", "uk-7125-T-20193", "uk-7125-T-02928", "uk-7125-T-05293", "uk-7125-T-00046", "uk-7125-T-03049", "uk-7125-T-04313", "uk-7125-T-05335", "uk-7125-T-07150", "uk-7125-T-09422", "uk-7125-T-09642", "uk-7125-T-10974", "uk-7125-T-11885", "uk-7125-T-12006", "uk-7125-T-12410", "uk-7125-T-17010", "uk-7125-T-19537", "uk-7125-T-19777", "uk-7125-T-21733", "uk-7125-T-02061", "uk-7125-T-02076", "uk-7125-T-04847", "uk-7125-T-05470", "uk-7125-T-08003", "uk-7125-T-08009", "uk-7125-T-09490", "uk-7125-T-10325", "uk-7125-T-11731", "uk-7125-T-13471", "uk-7125-T-17120", "uk-7125-T-17496", "uk-7125-T-19790", "uk-7125-T-21669", "uk-7125-T-01469", "uk-7125-T-01117", "uk-7125-T-03563", "uk-7125-T-05957", "uk-7125-T-15269", "uk-7125-T-15270", "uk-7125-T-02719", "uk-7125-T-02828", "uk-7125-T-04503", "uk-7125-T-05974", "uk-7125-T-06914", "uk-7125-T-15234", "uk-7125-T-19376", "uk-7125-T-02822", "uk-7125-T-04586", "uk-7125-T-06229", "uk-7125-T-07181", "uk-7125-T-09554", "uk-7125-T-10425", "uk-7125-T-11595", "uk-7125-T-15842", "uk-7125-T-19114", "uk-7125-T-02187", "uk-7125-T-03943", "uk-7125-T-05284", "uk-7125-T-06449", "uk-7125-T-07244", "uk-7125-T-09074", "uk-7125-T-10363", "uk-7125-T-10501", "uk-7125-T-10637", "uk-7125-T-11886", "uk-7125-T-15006", "uk-7125-T-18764", "uk-7125-T-20049", "uk-7125-T-21698", "uk-7125-T-05428", "uk-7125-T-07785", "uk-7125-T-10520", "uk-7125-T-13819", "uk-7125-T-20355", "uk-7125-T-05223", "uk-7125-T-07499", "uk-7125-T-10493", "uk-7125-T-10521", "uk-7125-T-14614", "uk-7125-T-20449" ], "employment": { "value": 10400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25845, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-1025", "us-soc-27-1026", "us-soc-27-1027", "us-soc-39-3092" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 27, "occScoreRange": [ 23, 33 ], "band": "low", "headlineShare": 0.15615835777126097, "headlineShareRange": [ 0.1312316715542522, 0.22067448680351903 ], "scoredTaskCount": 100 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "82 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7129", "market": "uk", "socCode": "7129", "title": "Sales related occupations n.e.c.", "slug": "sales-related-occupations-n-e-c", "description": "Job holders in this unit group perform a variety of sales occupations not elsewhere classified in minor group 712: Sales Related Occupations.", "taskIds": [ "uk-7129-T-04180", "uk-7129-T-05688", "uk-7129-T-05703", "uk-7129-T-08627", "uk-7129-T-04618", "uk-7129-T-05689", "uk-7129-T-07896", "uk-7129-T-09590", "uk-7129-T-17169", "uk-7129-T-19332", "uk-7129-T-06412", "uk-7129-T-11351", "uk-7129-T-16716", "uk-7129-T-16718", "uk-7129-T-19151", "uk-7129-T-20288", "uk-7129-T-01481", "uk-7129-T-12043", "uk-7129-T-16717", "uk-7129-T-18182", "uk-7129-T-21595", "uk-7129-T-17168", "uk-7129-T-20720", "uk-7129-T-11734", "uk-7129-T-19771", "uk-7129-T-21792", "uk-7129-T-01433", "uk-7129-T-03782", "uk-7129-T-09414", "uk-7129-T-02633", "uk-7129-T-04724", "uk-7129-T-07260", "uk-7129-T-08948", "uk-7129-T-11144", "uk-7129-T-13792", "uk-7129-T-16141", "uk-7129-T-16556", "uk-7129-T-20315", "uk-7129-T-05355", "uk-7129-T-10297", "uk-7129-T-12039", "uk-7129-T-16111", "uk-7129-T-16479", "uk-7129-T-17087", "uk-7129-T-08479", "uk-7129-T-10691", "uk-7129-T-17084", "uk-7129-T-11120", "uk-7129-T-20282", "uk-7129-T-05157", "uk-7129-T-07614", "uk-7129-T-08595", "uk-7129-T-01664", "uk-7129-T-02453", "uk-7129-T-07453", "uk-7129-T-09083", "uk-7129-T-10084", "uk-7129-T-15572", "uk-7129-T-15765", "uk-7129-T-15786", "uk-7129-T-19089", "uk-7129-T-00431", "uk-7129-T-05541", "uk-7129-T-01056", "uk-7129-T-06800", "uk-7129-T-13481", "uk-7129-T-16516", "uk-7129-T-18330", "uk-7129-T-19503", "uk-7129-T-03488", "uk-7129-T-09048", "uk-7129-T-16138", "uk-7129-T-21043", "uk-7129-T-21517", "uk-7129-T-00005", "uk-7129-T-01065", "uk-7129-T-16735", "uk-7129-T-21056" ], "employment": { "value": 64900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31480, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-13-1011", "us-soc-13-1051", "us-soc-13-2099", "us-soc-41-2021", "us-soc-41-3011", "us-soc-41-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 37, 48 ], "band": "partial", "headlineShare": 0.3594976452119309, "headlineShareRange": [ 0.30533751962323386, 0.4623233908948195 ], "scoredTaskCount": 79 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7131", "market": "uk", "socCode": "7131", "title": "Shopkeepers and owners - retail and wholesale", "slug": "shopkeepers-and-owners-retail-and-wholesale", "description": "Shopkeepers and proprietors in this unit group co-ordinate, direct and undertake the activities in the running of small, independent retail and wholesale establishments.", "taskIds": [ "uk-7131-T-16907", "uk-7131-T-02382", "uk-7131-T-13670", "uk-7131-T-19133", "uk-7131-T-02380", "uk-7131-T-10334", "uk-7131-T-13618", "uk-7131-T-19873", "uk-7131-T-02207", "uk-7131-T-06111", "uk-7131-T-10357", "uk-7131-T-18401", "uk-7131-T-06088", "uk-7131-T-10120", "uk-7131-T-12192", "uk-7131-T-19000", "uk-7131-T-03349", "uk-7131-T-09683", "uk-7131-T-13116", "uk-7131-T-13235", "uk-7131-T-05486", "uk-7131-T-06189", "uk-7131-T-06250", "uk-7131-T-00434", "uk-7131-T-10086", "uk-7131-T-01047", "uk-7131-T-04612", "uk-7131-T-09716", "uk-7131-T-17736", "uk-7131-T-02334", "uk-7131-T-08273", "uk-7131-T-10096", "uk-7131-T-15613", "uk-7131-T-02184", "uk-7131-T-08608", "uk-7131-T-11629", "uk-7131-T-13664", "uk-7131-T-16510", "uk-7131-T-02911", "uk-7131-T-13325", "uk-7131-T-15823", "uk-7131-T-13706", "uk-7131-T-16518", "uk-7131-T-14685", "uk-7131-T-08777", "uk-7131-T-20764", "uk-7131-T-09209", "uk-7131-T-19161", "uk-7131-T-04314", "uk-7131-T-09136", "uk-7131-T-17737", "uk-7131-T-03041", "uk-7131-T-08503", "uk-7131-T-13481", "uk-7131-T-17242", "uk-7131-T-20053", "uk-7131-T-02915", "uk-7131-T-07068", "uk-7131-T-09022", "uk-7131-T-12041", "uk-7131-T-15926", "uk-7131-T-17262", "uk-7131-T-20049", "uk-7131-T-08980", "uk-7131-T-09854", "uk-7131-T-17164", "uk-7131-T-18679", "uk-7131-T-20701", "uk-7131-T-05204", "uk-7131-T-09853", "uk-7131-T-15045", "uk-7131-T-15516", "uk-7131-T-06854", "uk-7131-T-13131", "uk-7131-T-19265", "uk-7131-T-05896", "uk-7131-T-18237", "uk-7131-T-00721", "uk-7131-T-16911", "uk-7131-T-01321", "uk-7131-T-13640", "uk-7131-T-01402", "uk-7131-T-04585", "uk-7131-T-16833", "uk-7131-T-03700", "uk-7131-T-13247", "uk-7131-T-20896", "uk-7131-T-08917", "uk-7131-T-17169", "uk-7131-T-19207", "uk-7131-T-13834", "uk-7131-T-14395", "uk-7131-T-03488", "uk-7131-T-14246", "uk-7131-T-02466", "uk-7131-T-05091", "uk-7131-T-09179", "uk-7131-T-14223", "uk-7131-T-19068", "uk-7131-T-05247", "uk-7131-T-09138", "uk-7131-T-11860", "uk-7131-T-15730", "uk-7131-T-20719", "uk-7131-T-01469", "uk-7131-T-04888", "uk-7131-T-07327", "uk-7131-T-09702", "uk-7131-T-17417", "uk-7131-T-19304", "uk-7131-T-05243", "uk-7131-T-21108", "uk-7131-T-07739", "uk-7131-T-13791", "uk-7131-T-17898" ], "employment": { "value": 76800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36304, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-11-1021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 48, "occScoreRange": [ 43, 54 ], "band": "partial", "headlineShare": 0.4168725732439112, "headlineShareRange": [ 0.3688669255206497, 0.4574655841863751 ], "scoredTaskCount": 201 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "53 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7132", "market": "uk", "socCode": "7132", "title": "Sales supervisors - retail and wholesale", "slug": "sales-supervisors-retail-and-wholesale", "description": "Sales supervisors oversee operations and directly supervise and coordinate the activities of sales and related workers in retail and wholesale establishments.", "taskIds": [ "uk-7132-T-00721", "uk-7132-T-07891", "uk-7132-T-09590", "uk-7132-T-16548", "uk-7132-T-19161", "uk-7132-T-00077", "uk-7132-T-03203", "uk-7132-T-04945", "uk-7132-T-07068", "uk-7132-T-07903", "uk-7132-T-09209", "uk-7132-T-11273", "uk-7132-T-12341", "uk-7132-T-12583", "uk-7132-T-18259", "uk-7132-T-20049", "uk-7132-T-00768", "uk-7132-T-04314", "uk-7132-T-05674", "uk-7132-T-06601", "uk-7132-T-08503", "uk-7132-T-09136", "uk-7132-T-10983", "uk-7132-T-11344", "uk-7132-T-12484", "uk-7132-T-13481", "uk-7132-T-15926", "uk-7132-T-17737", "uk-7132-T-20053", "uk-7132-T-21167", "uk-7132-T-02207", "uk-7132-T-04766", "uk-7132-T-06596", "uk-7132-T-08980", "uk-7132-T-09853", "uk-7132-T-11607", "uk-7132-T-12946", "uk-7132-T-13484", "uk-7132-T-15045", "uk-7132-T-17164", "uk-7132-T-18679", "uk-7132-T-20701", "uk-7132-T-02548", "uk-7132-T-05204", "uk-7132-T-06854", "uk-7132-T-09022", "uk-7132-T-09841", "uk-7132-T-09854", "uk-7132-T-11713", "uk-7132-T-12054", "uk-7132-T-13131", "uk-7132-T-14607", "uk-7132-T-15516", "uk-7132-T-16292", "uk-7132-T-19265", "uk-7132-T-02915", "uk-7132-T-12041", "uk-7132-T-17242", "uk-7132-T-03041", "uk-7132-T-17262" ], "employment": { "value": 152900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29172, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-41-1011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 34, 45 ], "band": "low", "headlineShare": 0.2818574514038874, "headlineShareRange": [ 0.2365010799136067, 0.3174946004319651 ], "scoredTaskCount": 60 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7211", "market": "uk", "socCode": "7211", "title": "Call and contact centre occupations", "slug": "call-and-contact-centre-occupations", "description": "Call and contact centre occupations receive and respond to telephone calls from potential clients and existing customers regarding the products and services offered by an organisation.", "taskIds": [ "uk-7211-T-01059", "uk-7211-T-18330", "uk-7211-T-00081", "uk-7211-T-01888", "uk-7211-T-05574", "uk-7211-T-08107", "uk-7211-T-12285", "uk-7211-T-16548", "uk-7211-T-18257", "uk-7211-T-18961", "uk-7211-T-01005", "uk-7211-T-02955", "uk-7211-T-05614", "uk-7211-T-09351", "uk-7211-T-11115", "uk-7211-T-14428", "uk-7211-T-16556", "uk-7211-T-18372", "uk-7211-T-21160", "uk-7211-T-01368", "uk-7211-T-03488", "uk-7211-T-05674", "uk-7211-T-08108", "uk-7211-T-10090", "uk-7211-T-11735", "uk-7211-T-16115", "uk-7211-T-17259", "uk-7211-T-18581", "uk-7211-T-21444", "uk-7211-T-01881", "uk-7211-T-03783", "uk-7211-T-06106", "uk-7211-T-09695", "uk-7211-T-11119", "uk-7211-T-15667" ], "employment": { "value": 81500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27035, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-4051", "us-soc-43-4171" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 61, "occScoreRange": [ 56, 67 ], "band": "high", "headlineShare": 0.5836363636363635, "headlineShareRange": [ 0.5272727272727271, 0.7345454545454544 ], "scoredTaskCount": 35 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7212", "market": "uk", "socCode": "7212", "title": "Telephonists", "slug": "telephonists", "description": "Telephonists receive and direct callers in commercial, industrial and other establishments, and operate telephone (public) and office (private) switchboards to advise on, and assist with, making telephone calls and to relay incoming, outgoing and internal calls.", "taskIds": [ "uk-7212-T-09227", "uk-7212-T-14137", "uk-7212-T-16479", "uk-7212-T-20768", "uk-7212-T-01068", "uk-7212-T-11463", "uk-7212-T-13864", "uk-7212-T-14140", "uk-7212-T-21662", "uk-7212-T-02553", "uk-7212-T-12284", "uk-7212-T-13421", "uk-7212-T-14027", "uk-7212-T-17256", "uk-7212-T-21048", "uk-7212-T-01890", "uk-7212-T-12186", "uk-7212-T-13204", "uk-7212-T-13936", "uk-7212-T-14163", "uk-7212-T-17263", "uk-7212-T-20919", "uk-7212-T-21088", "uk-7212-T-04974", "uk-7212-T-12660", "uk-7212-T-14794", "uk-7212-T-17956", "uk-7212-T-16125" ], "employment": { "value": 4000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31568, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-2011", "us-soc-43-2021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 62, "occScoreRange": [ 57, 67 ], "band": "high", "headlineShare": 0.6497584541062803, "headlineShareRange": [ 0.5748792270531402, 0.7536231884057972 ], "scoredTaskCount": 28 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7213", "market": "uk", "socCode": "7213", "title": "Communication operators", "slug": "communication-operators", "description": "Communication operators operate telecoms equipment to transmit and receive signals and messages.", "taskIds": [ "uk-7213-T-01512", "uk-7213-T-03842", "uk-7213-T-00674", "uk-7213-T-01513", "uk-7213-T-03443", "uk-7213-T-04703", "uk-7213-T-04820", "uk-7213-T-07627", "uk-7213-T-07849", "uk-7213-T-10150", "uk-7213-T-11544", "uk-7213-T-11997", "uk-7213-T-13469", "uk-7213-T-16579", "uk-7213-T-17612", "uk-7213-T-20082", "uk-7213-T-21134", "uk-7213-T-01081", "uk-7213-T-01547", "uk-7213-T-03587", "uk-7213-T-04685", "uk-7213-T-04777", "uk-7213-T-05591", "uk-7213-T-07816", "uk-7213-T-10185", "uk-7213-T-11602", "uk-7213-T-12308", "uk-7213-T-14428", "uk-7213-T-16154", "uk-7213-T-17060", "uk-7213-T-18347", "uk-7213-T-18799", "uk-7213-T-20302", "uk-7213-T-21415", "uk-7213-T-02557", "uk-7213-T-04170", "uk-7213-T-04749", "uk-7213-T-05010", "uk-7213-T-07732", "uk-7213-T-08071", "uk-7213-T-10846", "uk-7213-T-11868", "uk-7213-T-13284", "uk-7213-T-15153", "uk-7213-T-17276", "uk-7213-T-18483", "uk-7213-T-21094", "uk-7213-T-21656", "uk-7213-T-04362", "uk-7213-T-04960", "uk-7213-T-07630", "uk-7213-T-08787", "uk-7213-T-01055", "uk-7213-T-00699", "uk-7213-T-01784", "uk-7213-T-09171", "uk-7213-T-18331", "uk-7213-T-00194", "uk-7213-T-01718", "uk-7213-T-04601", "uk-7213-T-06098", "uk-7213-T-07316", "uk-7213-T-11179", "uk-7213-T-17074", "uk-7213-T-17616", "uk-7213-T-18360", "uk-7213-T-21129", "uk-7213-T-00898", "uk-7213-T-04622", "uk-7213-T-04987", "uk-7213-T-06203", "uk-7213-T-07726", "uk-7213-T-09813", "uk-7213-T-11364", "uk-7213-T-17257", "uk-7213-T-18832", "uk-7213-T-21345", "uk-7213-T-01328", "uk-7213-T-04974", "uk-7213-T-09099", "uk-7213-T-10175", "uk-7213-T-13505", "uk-7213-T-15156", "uk-7213-T-16519", "uk-7213-T-17504", "uk-7213-T-19189", "uk-7213-T-21690", "uk-7213-T-01067", "uk-7213-T-11848", "uk-7213-T-17945", "uk-7213-T-18920", "uk-7213-T-13106", "uk-7213-T-16993", "uk-7213-T-07317", "uk-7213-T-00627", "uk-7213-T-15140", "uk-7213-T-01445", "uk-7213-T-12019", "uk-7213-T-18287", "uk-7213-T-01446", "uk-7213-T-01375", "uk-7213-T-12319", "uk-7213-T-07996" ], "employment": { "value": 37200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36415, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-17-3023", "us-soc-43-2011", "us-soc-43-2021", "us-soc-43-5031", "us-soc-53-2022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 52 ], "band": "partial", "headlineShare": 0.34004884004883995, "headlineShareRange": [ 0.33028083028083016, 0.4297924297924297 ], "scoredTaskCount": 104 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7214", "market": "uk", "socCode": "7214", "title": "Market research interviewers", "slug": "market-research-interviewers", "description": "Market research interviewers conduct interviews to collect information on the opinions and preferences of consumers, businesses, the electorate and other selected groups.", "taskIds": [ "uk-7214-T-03769", "uk-7214-T-03952", "uk-7214-T-10941", "uk-7214-T-04604", "uk-7214-T-09538", "uk-7214-T-16933", "uk-7214-T-05717", "uk-7214-T-10871", "uk-7214-T-17323", "uk-7214-T-07688", "uk-7214-T-14413", "uk-7214-T-18545", "uk-7214-T-21766", "uk-7214-T-14684", "uk-7214-T-01853", "uk-7214-T-09525", "uk-7214-T-12285", "uk-7214-T-14733", "uk-7214-T-19809", "uk-7214-T-01074", "uk-7214-T-10101", "uk-7214-T-12414", "uk-7214-T-17408", "uk-7214-T-02678", "uk-7214-T-02772", "uk-7214-T-08429", "uk-7214-T-21960", "uk-7214-T-13481", "uk-7214-T-18550", "uk-7214-T-01005", "uk-7214-T-03850", "uk-7214-T-17078", "uk-7214-T-07359", "uk-7214-T-04038", "uk-7214-T-20343", "uk-7214-T-05586", "uk-7214-T-14217", "uk-7214-T-07757", "uk-7214-T-12437", "uk-7214-T-19766", "uk-7214-T-05172", "uk-7214-T-03437", "uk-7214-T-13973", "uk-7214-T-12857", "uk-7214-T-01733", "uk-7214-T-08413", "uk-7214-T-17150", "uk-7214-T-20613", "uk-7214-T-02484", "uk-7214-T-10648", "uk-7214-T-19871", "uk-7214-T-00273", "uk-7214-T-08213", "uk-7214-T-12142", "uk-7214-T-16471", "uk-7214-T-19870", "uk-7214-T-08215", "uk-7214-T-20079", "uk-7214-T-01078", "uk-7214-T-04024", "uk-7214-T-08444", "uk-7214-T-14981", "uk-7214-T-15967", "uk-7214-T-18711", "uk-7214-T-03212", "uk-7214-T-10930", "uk-7214-T-15593", "uk-7214-T-15925", "uk-7214-T-16740" ], "employment": { "value": 7400, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-43-4111", "us-soc-53-6041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 42, "occScoreRange": [ 38, 48 ], "band": "partial", "headlineShare": 0.3690721649484535, "headlineShareRange": [ 0.30412371134020616, 0.434020618556701 ], "scoredTaskCount": 69 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:52:29Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7219", "market": "uk", "socCode": "7219", "title": "Customer service occupations n.e.c.", "slug": "customer-service-occupations-n-e-c", "description": "Job holders in this unit group perform a variety of customer service occupations not elsewhere classified in minor group 721: Customer service occupations.", "taskIds": [ "uk-7219-T-01981", "uk-7219-T-01056", "uk-7219-T-00631", "uk-7219-T-00632", "uk-7219-T-00634", "uk-7219-T-18330", "uk-7219-T-01044", "uk-7219-T-01043", "uk-7219-T-16488", "uk-7219-T-08177", "uk-7219-T-07605", "uk-7219-T-15194" ], "employment": { "value": 283300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27848, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-4021", "us-soc-43-4171" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 45, "occScoreRange": [ 40, 51 ], "band": "partial", "headlineShare": 0.24074074074074078, "headlineShareRange": [ 0.24074074074074078, 0.3148148148148149 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T17:18:53.283Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-7220", "market": "uk", "socCode": "7220", "title": "Customer service supervisors", "slug": "customer-service-supervisors", "description": "Customer service supervisors oversee operations and directly supervise and coordinate the activities of a customer services team dealing with the responses, complaints or further requirements of purchasers and users of a product or service.", "taskIds": [ "uk-7220-T-01887", "uk-7220-T-11257", "uk-7220-T-01045", "uk-7220-T-11115", "uk-7220-T-18258", "uk-7220-T-20728", "uk-7220-T-01005", "uk-7220-T-03561", "uk-7220-T-10024", "uk-7220-T-11462", "uk-7220-T-18256", "uk-7220-T-20050", "uk-7220-T-00191", "uk-7220-T-11353", "uk-7220-T-14542", "uk-7220-T-19983", "uk-7220-T-04309", "uk-7220-T-08197", "uk-7220-T-11638", "uk-7220-T-20049", "uk-7220-T-02152", "uk-7220-T-05526", "uk-7220-T-09853", "uk-7220-T-12669", "uk-7220-T-17415", "uk-7220-T-19744", "uk-7220-T-04744", "uk-7220-T-09500", "uk-7220-T-12971", "uk-7220-T-00295", "uk-7220-T-06467", "uk-7220-T-12205", "uk-7220-T-17284", "uk-7220-T-19440", "uk-7220-T-06833", "uk-7220-T-12609", "uk-7220-T-18616", "uk-7220-T-00447", "uk-7220-T-09410", "uk-7220-T-11367", "uk-7220-T-16270", "uk-7220-T-18038", "uk-7220-T-19195", "uk-7220-T-20292" ], "employment": { "value": 40100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35723, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-43-1011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 46, "occScoreRange": [ 40, 52 ], "band": "partial", "headlineShare": 0.29581993569131837, "headlineShareRange": [ 0.2733118971061093, 0.3906752411575562 ], "scoredTaskCount": 44 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:35Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "28 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8111", "market": "uk", "socCode": "8111", "title": "Food, drink and tobacco process operatives", "slug": "food-drink-and-tobacco-process-operatives", "description": "Food, drink and tobacco process operatives set, operate and attend machinery to bake, freeze, heat, crush, mix, blend and otherwise process foodstuffs, beverages and tobacco leaves.", "taskIds": [ "uk-8111-T-13939", "uk-8111-T-13967", "uk-8111-T-20389", "uk-8111-T-03056", "uk-8111-T-13747", "uk-8111-T-19356", "uk-8111-T-00278", "uk-8111-T-10404", "uk-8111-T-17940", "uk-8111-T-06145", "uk-8111-T-12888", "uk-8111-T-17333", "uk-8111-T-08472", "uk-8111-T-13035", "uk-8111-T-19319", "uk-8111-T-09437", "uk-8111-T-15389", "uk-8111-T-08956", "uk-8111-T-13063", "uk-8111-T-20521", "uk-8111-T-16241", "uk-8111-T-20905", "uk-8111-T-09160", "uk-8111-T-13969", "uk-8111-T-20902", "uk-8111-T-03021", "uk-8111-T-10219", "uk-8111-T-08789", "uk-8111-T-09537", "uk-8111-T-14629", "uk-8111-T-11211", "uk-8111-T-04793", "uk-8111-T-20546", "uk-8111-T-11988", "uk-8111-T-20317", "uk-8111-T-13997", "uk-8111-T-11596", "uk-8111-T-16182", "uk-8111-T-03085", "uk-8111-T-08921", "uk-8111-T-13891", "uk-8111-T-16225", "uk-8111-T-03015", "uk-8111-T-07828", "uk-8111-T-13451", "uk-8111-T-15504", "uk-8111-T-19315", "uk-8111-T-03181", "uk-8111-T-08837", "uk-8111-T-15459", "uk-8111-T-02623", "uk-8111-T-07782", "uk-8111-T-10474", "uk-8111-T-13729", "uk-8111-T-17375", "uk-8111-T-08807", "uk-8111-T-10494", "uk-8111-T-17371", "uk-8111-T-04311", "uk-8111-T-08231", "uk-8111-T-10357", "uk-8111-T-10635", "uk-8111-T-17369", "uk-8111-T-18294", "uk-8111-T-14155", "uk-8111-T-15018", "uk-8111-T-14620", "uk-8111-T-19186" ], "employment": { "value": 129900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28243, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-3091", "us-soc-51-3092", "us-soc-51-3093", "us-soc-51-3099", "us-soc-51-9041", "us-soc-51-9193" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0.0717255717255717, "headlineShareRange": [ 0.03326403326403325, 0.0717255717255717 ], "scoredTaskCount": 71 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8112", "market": "uk", "socCode": "8112", "title": "Textile process operatives", "slug": "textile-process-operatives", "description": "Textile process operatives operate machines to prepare natural and synthetic fibres for processing, spin and twist fibre into yarn, thread, twine, rope and other similar material, and estimate the quantities of colouring matter required for printing and dyeing fabrics.", "taskIds": [ "uk-8112-T-05443", "uk-8112-T-14058", "uk-8112-T-14142", "uk-8112-T-19651", "uk-8112-T-03015", "uk-8112-T-05450", "uk-8112-T-13452", "uk-8112-T-14068", "uk-8112-T-19470", "uk-8112-T-00254", "uk-8112-T-10187", "uk-8112-T-10357", "uk-8112-T-13761", "uk-8112-T-15013", "uk-8112-T-19439", "uk-8112-T-02967", "uk-8112-T-08939", "uk-8112-T-10325", "uk-8112-T-13394", "uk-8112-T-14935", "uk-8112-T-19057", "uk-8112-T-19716", "uk-8112-T-02622", "uk-8112-T-08244", "uk-8112-T-10319", "uk-8112-T-12863", "uk-8112-T-15714", "uk-8112-T-17721", "uk-8112-T-18680", "uk-8112-T-19781", "uk-8112-T-20866", "uk-8112-T-09242", "uk-8112-T-11370", "uk-8112-T-16961", "uk-8112-T-17865", "uk-8112-T-19186", "uk-8112-T-20842", "uk-8112-T-03127", "uk-8112-T-08496", "uk-8112-T-10559", "uk-8112-T-15358", "uk-8112-T-16986", "uk-8112-T-17858", "uk-8112-T-17965", "uk-8112-T-20157", "uk-8112-T-09533", "uk-8112-T-12793", "uk-8112-T-17273", "uk-8112-T-17867", "uk-8112-T-20805", "uk-8112-T-03855", "uk-8112-T-10855", "uk-8112-T-15609", "uk-8112-T-17278", "uk-8112-T-17920", "uk-8112-T-20761" ], "employment": { "value": 9600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27915, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-6061", "us-soc-51-6063", "us-soc-51-6064", "us-soc-51-6099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 11, 18 ], "band": "minimal", "headlineShare": 0.05821474773609317, "headlineShareRange": [ 0.05821474773609317, 0.10608020698576978 ], "scoredTaskCount": 56 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:47:02.456Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "31 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8113", "market": "uk", "socCode": "8113", "title": "Chemical and related process operatives", "slug": "chemical-and-related-process-operatives", "description": "Chemical and related process operatives operate machinery in the processing of chemical and related materials by chemical, heat or other treatment, manufacture synthetic materials and bleach, dye or otherwise treat textiles, and treat hides, skins and pelts for making into fur, leather and skin products.", "taskIds": [ "uk-8113-T-00185", "uk-8113-T-11734", "uk-8113-T-17589", "uk-8113-T-19397", "uk-8113-T-00236", "uk-8113-T-03015", "uk-8113-T-11663", "uk-8113-T-13225", "uk-8113-T-17330", "uk-8113-T-19178", "uk-8113-T-21641", "uk-8113-T-02698", "uk-8113-T-10339", "uk-8113-T-13224", "uk-8113-T-16378", "uk-8113-T-18590", "uk-8113-T-20907", "uk-8113-T-02623", "uk-8113-T-04198", "uk-8113-T-10790", "uk-8113-T-13898", "uk-8113-T-15810", "uk-8113-T-18279", "uk-8113-T-20630", "uk-8113-T-01252", "uk-8113-T-03106", "uk-8113-T-08800", "uk-8113-T-13012", "uk-8113-T-14073", "uk-8113-T-14790", "uk-8113-T-17764", "uk-8113-T-19690", "uk-8113-T-03497", "uk-8113-T-10069", "uk-8113-T-14625", "uk-8113-T-17933", "uk-8113-T-19718", "uk-8113-T-02443", "uk-8113-T-03801", "uk-8113-T-07481", "uk-8113-T-11584", "uk-8113-T-14378", "uk-8113-T-14744", "uk-8113-T-17945", "uk-8113-T-19719", "uk-8113-T-07158", "uk-8113-T-14585", "uk-8113-T-17999", "uk-8113-T-19721", "uk-8113-T-02576", "uk-8113-T-05536", "uk-8113-T-14615", "uk-8113-T-18222", "uk-8113-T-19722" ], "employment": { "value": 34100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33959, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-45-2041", "us-soc-51-6099", "us-soc-51-8091", "us-soc-51-8092", "us-soc-51-8093", "us-soc-51-9011", "us-soc-51-9012", "us-soc-51-9195", "us-soc-53-7071" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 15, "occScoreRange": [ 12, 20 ], "band": "minimal", "headlineShare": 0.07905138339920952, "headlineShareRange": [ 0.07905138339920952, 0.09354413702239792 ], "scoredTaskCount": 54 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "19 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8114", "market": "uk", "socCode": "8114", "title": "Plastics process operatives", "slug": "plastics-process-operatives", "description": "Plastics process operatives attend and operate moulding, extruding, thermoforming, calendering, covering, cutting and other process equipment to make and repair plastic products.", "taskIds": [ "uk-8114-T-13385", "uk-8114-T-02733", "uk-8114-T-09235", "uk-8114-T-13333", "uk-8114-T-00673", "uk-8114-T-04728", "uk-8114-T-10234", "uk-8114-T-12867", "uk-8114-T-14054", "uk-8114-T-17588", "uk-8114-T-08798", "uk-8114-T-10708", "uk-8114-T-12112", "uk-8114-T-13546", "uk-8114-T-02987", "uk-8114-T-08859", "uk-8114-T-11488", "uk-8114-T-12795", "uk-8114-T-13577", "uk-8114-T-15405", "uk-8114-T-17620", "uk-8114-T-19110", "uk-8114-T-19774", "uk-8114-T-21128" ], "employment": { "value": 18200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32644, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-2051", "us-soc-51-4021", "us-soc-51-4022", "us-soc-51-4023", "us-soc-51-4031", "us-soc-51-4032", "us-soc-51-4033", "us-soc-51-4034", "us-soc-51-4035", "us-soc-51-4072", "us-soc-51-4191", "us-soc-51-4193", "us-soc-51-4199" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8115", "market": "uk", "socCode": "8115", "title": "Metal making and treating process operatives", "slug": "metal-making-and-treating-process-operatives", "description": "Metal making and treating process operatives operate furnaces, ovens and other heating vessels, drawing, rolling, extruding, galvanising, forging and other metal processing equipment to smelt, shape, coat and treat metal and metal products.", "taskIds": [ "uk-8115-T-03060", "uk-8115-T-02671", "uk-8115-T-06070", "uk-8115-T-06253", "uk-8115-T-15321", "uk-8115-T-03035", "uk-8115-T-07854", "uk-8115-T-00231", "uk-8115-T-04382", "uk-8115-T-09429", "uk-8115-T-10254", "uk-8115-T-13297", "uk-8115-T-15927", "uk-8115-T-19417", "uk-8115-T-00234", "uk-8115-T-03083", "uk-8115-T-08489", "uk-8115-T-09818", "uk-8115-T-13166", "uk-8115-T-15318", "uk-8115-T-18758", "uk-8115-T-21408", "uk-8115-T-03073", "uk-8115-T-09527", "uk-8115-T-13020", "uk-8115-T-15004", "uk-8115-T-17697", "uk-8115-T-21007", "uk-8115-T-04151", "uk-8115-T-08047", "uk-8115-T-12920", "uk-8115-T-15293", "uk-8115-T-17002", "uk-8115-T-19301", "uk-8115-T-21612", "uk-8115-T-01233", "uk-8115-T-07560", "uk-8115-T-09817", "uk-8115-T-14114", "uk-8115-T-15350", "uk-8115-T-17666", "uk-8115-T-20267", "uk-8115-T-15405", "uk-8115-T-20911", "uk-8115-T-06182", "uk-8115-T-11988", "uk-8115-T-14020", "uk-8115-T-15333", "uk-8115-T-17876", "uk-8115-T-11589", "uk-8115-T-13561", "uk-8115-T-17858" ], "employment": { "value": 11500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32871, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-4021", "us-soc-51-4023", "us-soc-51-4051", "us-soc-51-4052", "us-soc-51-4191" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0.03457106274007682, "headlineShareRange": [ 0.03457106274007682, 0.03457106274007682 ], "scoredTaskCount": 52 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8119", "market": "uk", "socCode": "8119", "title": "Process operatives n.e.c.", "slug": "process-operatives-n-e-c", "description": "Job holders in this unit group perform a variety of processing occupations not elsewhere classified in minor group 811: Process operatives.", "taskIds": [ "uk-8119-T-13321", "uk-8119-T-19782", "uk-8119-T-03015", "uk-8119-T-13104", "uk-8119-T-16056", "uk-8119-T-17965", "uk-8119-T-08517", "uk-8119-T-13971", "uk-8119-T-17002", "uk-8119-T-18296", "uk-8119-T-21612", "uk-8119-T-03181", "uk-8119-T-10891", "uk-8119-T-15775", "uk-8119-T-17714", "uk-8119-T-20806", "uk-8119-T-03501", "uk-8119-T-13716", "uk-8119-T-02389", "uk-8119-T-11498", "uk-8119-T-17858", "uk-8119-T-07062", "uk-8119-T-17638", "uk-8119-T-00684", "uk-8119-T-04441", "uk-8119-T-08685", "uk-8119-T-11371", "uk-8119-T-17034", "uk-8119-T-19554", "uk-8119-T-01251", "uk-8119-T-02966", "uk-8119-T-04187", "uk-8119-T-07123", "uk-8119-T-08835", "uk-8119-T-12331", "uk-8119-T-14089", "uk-8119-T-18403", "uk-8119-T-19548", "uk-8119-T-01493", "uk-8119-T-02759", "uk-8119-T-03137", "uk-8119-T-04506", "uk-8119-T-07928", "uk-8119-T-10438", "uk-8119-T-13033", "uk-8119-T-14745", "uk-8119-T-19316", "uk-8119-T-19676", "uk-8119-T-02344", "uk-8119-T-02706", "uk-8119-T-02979", "uk-8119-T-03966", "uk-8119-T-05045", "uk-8119-T-08134", "uk-8119-T-10607", "uk-8119-T-13463", "uk-8119-T-15361", "uk-8119-T-18757", "uk-8119-T-19552", "uk-8119-T-19677", "uk-8119-T-02621", "uk-8119-T-02987", "uk-8119-T-05427", "uk-8119-T-08902", "uk-8119-T-10611", "uk-8119-T-13535", "uk-8119-T-16059", "uk-8119-T-18762", "uk-8119-T-19682", "uk-8119-T-02699", "uk-8119-T-03073", "uk-8119-T-07336", "uk-8119-T-10285", "uk-8119-T-14715", "uk-8119-T-16251", "uk-8119-T-19675", "uk-8119-T-03817", "uk-8119-T-03789", "uk-8119-T-11180", "uk-8119-T-16530", "uk-8119-T-00209", "uk-8119-T-13300", "uk-8119-T-00254", "uk-8119-T-10357", "uk-8119-T-17020", "uk-8119-T-10495", "uk-8119-T-15318", "uk-8119-T-18996", "uk-8119-T-05431", "uk-8119-T-11988", "uk-8119-T-15319", "uk-8119-T-05711", "uk-8119-T-12749", "uk-8119-T-15365", "uk-8119-T-19688", "uk-8119-T-06246", "uk-8119-T-12785", "uk-8119-T-17635", "uk-8119-T-19715", "uk-8119-T-08767", "uk-8119-T-14119", "uk-8119-T-17653", "uk-8119-T-19720", "uk-8119-T-17852", "uk-8119-T-19975", "uk-8119-T-00073", "uk-8119-T-18761", "uk-8119-T-02312", "uk-8119-T-18774", "uk-8119-T-02319", "uk-8119-T-19544", "uk-8119-T-03076", "uk-8119-T-19723", "uk-8119-T-05395", "uk-8119-T-20867", "uk-8119-T-05441", "uk-8119-T-21369", "uk-8119-T-05712", "uk-8119-T-21632", "uk-8119-T-06187" ], "employment": { "value": 26300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31717, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-6091", "us-soc-51-9021", "us-soc-51-9023", "us-soc-51-9032", "us-soc-51-9051", "us-soc-51-9195", "us-soc-51-9197" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 5, 11 ], "band": "minimal", "headlineShare": 0.03204747774480712, "headlineShareRange": [ 0.025519287833827887, 0.04035608308605341 ], "scoredTaskCount": 121 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "49 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8120", "market": "uk", "socCode": "8120", "title": "Metal working machine operatives", "slug": "metal-working-machine-operatives", "description": "Metal working machine operatives operate machines to cut, shape, abrade and otherwise machine metal, use hand and power tools to remove surplus metal and rough surfaces from castings, forgings or other metal parts, and clean, smooth and polish metal workpieces.", "taskIds": [ "uk-8120-T-00266", "uk-8120-T-13387", "uk-8120-T-00074", "uk-8120-T-13321", "uk-8120-T-15370", "uk-8120-T-17808", "uk-8120-T-19358", "uk-8120-T-00249", "uk-8120-T-03181", "uk-8120-T-12918", "uk-8120-T-15318", "uk-8120-T-17588", "uk-8120-T-18996", "uk-8120-T-19400", "uk-8120-T-19716", "uk-8120-T-00254", "uk-8120-T-06224", "uk-8120-T-11500", "uk-8120-T-13966", "uk-8120-T-15335", "uk-8120-T-17020", "uk-8120-T-17816", "uk-8120-T-19311", "uk-8120-T-20469", "uk-8120-T-03015", "uk-8120-T-10357", "uk-8120-T-17002", "uk-8120-T-17690", "uk-8120-T-19049", "uk-8120-T-19688", "uk-8120-T-02812", "uk-8120-T-10234", "uk-8120-T-16986", "uk-8120-T-17653", "uk-8120-T-17893", "uk-8120-T-19586", "uk-8120-T-20276", "uk-8120-T-21612", "uk-8120-T-08843", "uk-8120-T-11988", "uk-8120-T-17332", "uk-8120-T-18869", "uk-8120-T-20908", "uk-8120-T-03060", "uk-8120-T-11591", "uk-8120-T-19491", "uk-8120-T-20807" ], "employment": { "value": 28100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31500, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-4021", "us-soc-51-4022", "us-soc-51-4023", "us-soc-51-4031", "us-soc-51-4032", "us-soc-51-4033", "us-soc-51-4034", "us-soc-51-4035", "us-soc-51-4041", "us-soc-51-4081", "us-soc-51-4194", "us-soc-51-4199", "us-soc-51-9022", "us-soc-51-9161" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 8, 14 ], "band": "minimal", "headlineShare": 0.054929577464788736, "headlineShareRange": [ 0.054929577464788736, 0.0971830985915493 ], "scoredTaskCount": 47 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "30 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8131", "market": "uk", "socCode": "8131", "title": "Paper and wood machine operatives", "slug": "paper-and-wood-machine-operatives", "description": "Paper and wood machine operatives operate machines to treat and cut wood, to produce, treat and cut paper, paperboard, leatherboard, plasterboard and similar material, and to assemble and make wooden crates and containers.", "taskIds": [ "uk-8131-T-13352", "uk-8131-T-00270", "uk-8131-T-05388", "uk-8131-T-10317", "uk-8131-T-13040", "uk-8131-T-14052", "uk-8131-T-19397", "uk-8131-T-02945", "uk-8131-T-05405", "uk-8131-T-09307", "uk-8131-T-10417", "uk-8131-T-12847", "uk-8131-T-13111", "uk-8131-T-14108", "uk-8131-T-18817", "uk-8131-T-02089", "uk-8131-T-03181", "uk-8131-T-09621", "uk-8131-T-10383", "uk-8131-T-13011", "uk-8131-T-15325", "uk-8131-T-17670", "uk-8131-T-19111", "uk-8131-T-19688", "uk-8131-T-01187", "uk-8131-T-03120", "uk-8131-T-07722", "uk-8131-T-10234", "uk-8131-T-10532", "uk-8131-T-11588", "uk-8131-T-13394", "uk-8131-T-13957", "uk-8131-T-17020", "uk-8131-T-17893", "uk-8131-T-20877", "uk-8131-T-06165", "uk-8131-T-08266", "uk-8131-T-10773", "uk-8131-T-13540", "uk-8131-T-16892", "uk-8131-T-19106", "uk-8131-T-21012", "uk-8131-T-07337", "uk-8131-T-11444", "uk-8131-T-13563", "uk-8131-T-17485", "uk-8131-T-19491" ], "employment": { "value": 21500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30360, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-7041", "us-soc-51-7042", "us-soc-51-9191", "us-soc-51-9192", "us-soc-51-9196" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 13 ], "band": "minimal", "headlineShare": 0.017883755588673618, "headlineShareRange": [ 0.017883755588673618, 0.035767511177347236 ], "scoredTaskCount": 47 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8132", "market": "uk", "socCode": "8132", "title": "Mining and quarry workers and related operatives", "slug": "mining-and-quarry-workers-and-related-operatives", "description": "Quarry workers erect supports in underground workings, set and detonate explosives to loosen rocks and set up and operate drilling equipment to extract coal and other minerals from the ground, and operate machinery to wash, crush or separate stone and ores.", "taskIds": [ "uk-8132-T-21287", "uk-8132-T-00371", "uk-8132-T-02951", "uk-8132-T-04721", "uk-8132-T-07539", "uk-8132-T-14991", "uk-8132-T-19232", "uk-8132-T-02700", "uk-8132-T-04127", "uk-8132-T-07504", "uk-8132-T-01215", "uk-8132-T-02811", "uk-8132-T-03109", "uk-8132-T-06159", "uk-8132-T-07542", "uk-8132-T-10482", "uk-8132-T-11589", "uk-8132-T-13957", "uk-8132-T-15344", "uk-8132-T-19244", "uk-8132-T-01948", "uk-8132-T-02814", "uk-8132-T-03136", "uk-8132-T-07107", "uk-8132-T-09366", "uk-8132-T-10732", "uk-8132-T-12264", "uk-8132-T-13963", "uk-8132-T-16875", "uk-8132-T-19525", "uk-8132-T-02063", "uk-8132-T-03100", "uk-8132-T-10121", "uk-8132-T-11207", "uk-8132-T-12881", "uk-8132-T-13986", "uk-8132-T-17560", "uk-8132-T-02519", "uk-8132-T-04691", "uk-8132-T-11582", "uk-8132-T-13511", "uk-8132-T-02274", "uk-8132-T-03170", "uk-8132-T-04456", "uk-8132-T-07127", "uk-8132-T-09319", "uk-8132-T-10968", "uk-8132-T-13046", "uk-8132-T-13458", "uk-8132-T-13773", "uk-8132-T-13996", "uk-8132-T-15402", "uk-8132-T-19104", "uk-8132-T-20672", "uk-8132-T-03039", "uk-8132-T-03525", "uk-8132-T-05072", "uk-8132-T-08762", "uk-8132-T-10623", "uk-8132-T-11815", "uk-8132-T-12021", "uk-8132-T-13243", "uk-8132-T-13581", "uk-8132-T-13911", "uk-8132-T-14857", "uk-8132-T-17744", "uk-8132-T-19978", "uk-8132-T-21028", "uk-8132-T-00965", "uk-8132-T-03187", "uk-8132-T-05716", "uk-8132-T-10264", "uk-8132-T-12008", "uk-8132-T-13591", "uk-8132-T-13964", "uk-8132-T-15299", "uk-8132-T-18429", "uk-8132-T-20241", "uk-8132-T-21604" ], "employment": { "value": 9200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 38301, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-5011", "us-soc-47-5012", "us-soc-47-5013", "us-soc-47-5022", "us-soc-47-5023", "us-soc-47-5032", "us-soc-47-5041", "us-soc-47-5043", "us-soc-47-5044", "us-soc-47-5049", "us-soc-47-5051", "us-soc-47-5071", "us-soc-47-5081", "us-soc-47-5099", "us-soc-53-7073", "us-soc-53-7199" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 5, 13 ], "band": "minimal", "headlineShare": 0.021717670286278364, "headlineShareRange": [ 0.021717670286278364, 0.021717670286278364 ], "scoredTaskCount": 79 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8133", "market": "uk", "socCode": "8133", "title": "Energy plant operatives", "slug": "energy-plant-operatives", "description": "Energy plant operatives operate boilers to produce hot water or steam and attend and operate compressors, turbines, electrical substations, switchboards and auxiliary plant and machinery to fuel nuclear reactors, drive blowers and pumps, electricity generators and other equipment.", "taskIds": [ "uk-8133-T-10786", "uk-8133-T-17863", "uk-8133-T-21867", "uk-8133-T-00239", "uk-8133-T-00224", "uk-8133-T-03014", "uk-8133-T-10615", "uk-8133-T-17584", "uk-8133-T-21623", "uk-8133-T-00993", "uk-8133-T-02660", "uk-8133-T-10561", "uk-8133-T-10977", "uk-8133-T-17359", "uk-8133-T-18067", "uk-8133-T-21599", "uk-8133-T-03126", "uk-8133-T-10479", "uk-8133-T-11508", "uk-8133-T-17080", "uk-8133-T-18797", "uk-8133-T-20512", "uk-8133-T-02033", "uk-8133-T-05245", "uk-8133-T-10239", "uk-8133-T-15369", "uk-8133-T-19235", "uk-8133-T-20496", "uk-8133-T-00275", "uk-8133-T-13277", "uk-8133-T-13952", "uk-8133-T-13969", "uk-8133-T-00230", "uk-8133-T-07354", "uk-8133-T-13451", "uk-8133-T-14101", "uk-8133-T-20902", "uk-8133-T-00249", "uk-8133-T-03797", "uk-8133-T-06103", "uk-8133-T-13968", "uk-8133-T-14881", "uk-8133-T-17837", "uk-8133-T-19241", "uk-8133-T-02434", "uk-8133-T-04456", "uk-8133-T-13389", "uk-8133-T-17301", "uk-8133-T-18367", "uk-8133-T-20366", "uk-8133-T-03015", "uk-8133-T-11552", "uk-8133-T-16990", "uk-8133-T-19523", "uk-8133-T-02809", "uk-8133-T-10515", "uk-8133-T-16984", "uk-8133-T-17870", "uk-8133-T-18466", "uk-8133-T-19578", "uk-8133-T-03811", "uk-8133-T-18064", "uk-8133-T-03786", "uk-8133-T-14793", "uk-8133-T-17909", "uk-8133-T-21509", "uk-8133-T-04260", "uk-8133-T-13496", "uk-8133-T-15087", "uk-8133-T-03865", "uk-8133-T-13131", "uk-8133-T-15650", "uk-8133-T-18792", "uk-8133-T-02340", "uk-8133-T-03111", "uk-8133-T-04261", "uk-8133-T-08946", "uk-8133-T-13005", "uk-8133-T-14633", "uk-8133-T-18357", "uk-8133-T-19804", "uk-8133-T-02682", "uk-8133-T-03155", "uk-8133-T-08002", "uk-8133-T-09542", "uk-8133-T-14055", "uk-8133-T-17637", "uk-8133-T-20641", "uk-8133-T-02740", "uk-8133-T-04692", "uk-8133-T-08663", "uk-8133-T-09568", "uk-8133-T-15924", "uk-8133-T-19592", "uk-8133-T-02752", "uk-8133-T-03585", "uk-8133-T-07293", "uk-8133-T-08950", "uk-8133-T-14120", "uk-8133-T-17308", "uk-8133-T-19646", "uk-8133-T-03077", "uk-8133-T-07531", "uk-8133-T-16291", "uk-8133-T-21656", "uk-8133-T-03085", "uk-8133-T-13036", "uk-8133-T-00853" ], "employment": { "value": 5600, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-47-2011", "us-soc-47-4041", "us-soc-51-8011", "us-soc-51-8012", "us-soc-51-8013", "us-soc-51-8021", "us-soc-51-8092", "us-soc-53-7071" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 17, 27 ], "band": "low", "headlineShare": 0.13653366583541143, "headlineShareRange": [ 0.11845386533665833, 0.16209476309226928 ], "scoredTaskCount": 108 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "51 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8134", "market": "uk", "socCode": "8134", "title": "Water and sewerage plant operatives", "slug": "water-and-sewerage-plant-operatives", "description": "Water and sewerage plant operatives operate valves to control water supplies in mains and pipelines, attend screening, filtering, water purifying and sedimentation plant, clear any blockages and patrol and maintain sewerage systems.", "taskIds": [ "uk-8134-T-10580", "uk-8134-T-14111", "uk-8134-T-18391", "uk-8134-T-02708", "uk-8134-T-10454", "uk-8134-T-14019", "uk-8134-T-18390", "uk-8134-T-01183", "uk-8134-T-02649", "uk-8134-T-03325", "uk-8134-T-06066", "uk-8134-T-09936", "uk-8134-T-10988", "uk-8134-T-14004", "uk-8134-T-16955", "uk-8134-T-18357", "uk-8134-T-20856", "uk-8134-T-02575", "uk-8134-T-03037", "uk-8134-T-09624", "uk-8134-T-10987", "uk-8134-T-11651", "uk-8134-T-14186", "uk-8134-T-17912", "uk-8134-T-18407", "uk-8134-T-02588", "uk-8134-T-02850", "uk-8134-T-04291", "uk-8134-T-08654", "uk-8134-T-11039", "uk-8134-T-11994", "uk-8134-T-16450", "uk-8134-T-17837", "uk-8134-T-20266", "uk-8134-T-01936", "uk-8134-T-02720", "uk-8134-T-03400", "uk-8134-T-07986", "uk-8134-T-11064", "uk-8134-T-11940", "uk-8134-T-14675", "uk-8134-T-17313", "uk-8134-T-18747", "uk-8134-T-03594", "uk-8134-T-11937", "uk-8134-T-17301", "uk-8134-T-02769", "uk-8134-T-03747", "uk-8134-T-11586", "uk-8134-T-16949", "uk-8134-T-04966", "uk-8134-T-04745", "uk-8134-T-10011", "uk-8134-T-13451", "uk-8134-T-01763", "uk-8134-T-03025", "uk-8134-T-04384", "uk-8134-T-06074", "uk-8134-T-13152", "uk-8134-T-18368", "uk-8134-T-21316", "uk-8134-T-02073", "uk-8134-T-04385", "uk-8134-T-06916", "uk-8134-T-12044", "uk-8134-T-13160", "uk-8134-T-17908", "uk-8134-T-19961", "uk-8134-T-02510", "uk-8134-T-04698", "uk-8134-T-07158", "uk-8134-T-12163", "uk-8134-T-13249", "uk-8134-T-14187", "uk-8134-T-17956", "uk-8134-T-20297", "uk-8134-T-02567", "uk-8134-T-03649", "uk-8134-T-08010", "uk-8134-T-12342", "uk-8134-T-14191", "uk-8134-T-18265", "uk-8134-T-02623", "uk-8134-T-05022", "uk-8134-T-09959", "uk-8134-T-12538", "uk-8134-T-13497", "uk-8134-T-18279", "uk-8134-T-02725", "uk-8134-T-03845", "uk-8134-T-05496", "uk-8134-T-12582", "uk-8134-T-13750", "uk-8134-T-17373", "uk-8134-T-18307", "uk-8134-T-04294", "uk-8134-T-13937", "uk-8134-T-17484", "uk-8134-T-18319", "uk-8134-T-04379", "uk-8134-T-18354" ], "employment": { "value": 21000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39690, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-1011", "us-soc-51-8031", "us-soc-51-8099", "us-soc-53-7072" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 23, "occScoreRange": [ 19, 29 ], "band": "low", "headlineShare": 0.09302325581395345, "headlineShareRange": [ 0.06678592725104351, 0.14669051878354197 ], "scoredTaskCount": 114 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8135", "market": "uk", "socCode": "8135", "title": "Printing machine assistants", "slug": "printing-machine-assistants", "description": "Printing machine assistants set and operate letterpress, platen or cylinder, lithographic and photogravure printing machines, photocopiers, office printers, duplication machines and other reprographic equipment.", "taskIds": [ "uk-8135-T-00246", "uk-8135-T-03015", "uk-8135-T-00689", "uk-8135-T-02820", "uk-8135-T-05262", "uk-8135-T-12728", "uk-8135-T-19581", "uk-8135-T-01741", "uk-8135-T-03031", "uk-8135-T-07148", "uk-8135-T-13203", "uk-8135-T-19717", "uk-8135-T-01597", "uk-8135-T-03124", "uk-8135-T-07280", "uk-8135-T-13275", "uk-8135-T-20157", "uk-8135-T-01089", "uk-8135-T-03152", "uk-8135-T-07418", "uk-8135-T-13547", "uk-8135-T-20635", "uk-8135-T-02672", "uk-8135-T-03829", "uk-8135-T-07419", "uk-8135-T-13931", "uk-8135-T-20790", "uk-8135-T-02696", "uk-8135-T-03839", "uk-8135-T-07957", "uk-8135-T-14269", "uk-8135-T-03856", "uk-8135-T-07968", "uk-8135-T-15589", "uk-8135-T-03918", "uk-8135-T-08030", "uk-8135-T-15894" ], "employment": { "value": 5800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29925, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-5112" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 29, "occScoreRange": [ 26, 35 ], "band": "low", "headlineShare": 0.22988505747126436, "headlineShareRange": [ 0.2011494252873563, 0.3199233716475095 ], "scoredTaskCount": 37 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8139", "market": "uk", "socCode": "8139", "title": "Plant and machine operatives n.e.c.", "slug": "plant-and-machine-operatives-n-e-c", "description": "Job holders in this unit group operate a variety of plant and machinery not elsewhere classified in minor group 813: Plant and machine operatives.", "taskIds": [ "uk-8139-T-10457", "uk-8139-T-02492", "uk-8139-T-10256", "uk-8139-T-10437", "uk-8139-T-00226", "uk-8139-T-02840", "uk-8139-T-10204", "uk-8139-T-00267", "uk-8139-T-03189", "uk-8139-T-05776", "uk-8139-T-11227", "uk-8139-T-17837", "uk-8139-T-00208", "uk-8139-T-05643", "uk-8139-T-08749", "uk-8139-T-14881", "uk-8139-T-17775", "uk-8139-T-20516", "uk-8139-T-02508", "uk-8139-T-06132", "uk-8139-T-17800", "uk-8139-T-00993", "uk-8139-T-06993", "uk-8139-T-10668", "uk-8139-T-12264", "uk-8139-T-17761", "uk-8139-T-20515", "uk-8139-T-03083", "uk-8139-T-07553", "uk-8139-T-11024", "uk-8139-T-16986", "uk-8139-T-18717", "uk-8139-T-20554", "uk-8139-T-06825", "uk-8139-T-11837", "uk-8139-T-13409", "uk-8139-T-18507", "uk-8139-T-00179", "uk-8139-T-10508", "uk-8139-T-11252", "uk-8139-T-19826", "uk-8139-T-02092", "uk-8139-T-08542", "uk-8139-T-10659", "uk-8139-T-17856", "uk-8139-T-05387", "uk-8139-T-10604", "uk-8139-T-16887", "uk-8139-T-20502", "uk-8139-T-00694", "uk-8139-T-08537", "uk-8139-T-10347", "uk-8139-T-14995", "uk-8139-T-19653", "uk-8139-T-10314", "uk-8139-T-19560", "uk-8139-T-11127", "uk-8139-T-13889", "uk-8139-T-04106", "uk-8139-T-19363", "uk-8139-T-02503", "uk-8139-T-11668", "uk-8139-T-17821", "uk-8139-T-02446", "uk-8139-T-06124", "uk-8139-T-14095", "uk-8139-T-11244", "uk-8139-T-14185", "uk-8139-T-11725", "uk-8139-T-17140", "uk-8139-T-21414", "uk-8139-T-10819", "uk-8139-T-10418", "uk-8139-T-08865", "uk-8139-T-13427", "uk-8139-T-10234", "uk-8139-T-10842", "uk-8139-T-13966", "uk-8139-T-19344", "uk-8139-T-00685", "uk-8139-T-11444", "uk-8139-T-14092", "uk-8139-T-18996", "uk-8139-T-19347", "uk-8139-T-01196", "uk-8139-T-11507", "uk-8139-T-16063", "uk-8139-T-19269", "uk-8139-T-19352", "uk-8139-T-00185", "uk-8139-T-21601", "uk-8139-T-07312", "uk-8139-T-05400", "uk-8139-T-14937", "uk-8139-T-03169", "uk-8139-T-08675", "uk-8139-T-16550", "uk-8139-T-03128", "uk-8139-T-07532", "uk-8139-T-13897", "uk-8139-T-17389", "uk-8139-T-08950", "uk-8139-T-13932", "uk-8139-T-17645" ], "employment": { "value": 22500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29259, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-3091", "us-soc-51-9141", "us-soc-51-9191", "us-soc-53-7011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 9, 15 ], "band": "minimal", "headlineShare": 0.06101477199743096, "headlineShareRange": [ 0.06101477199743096, 0.10661528580603727 ], "scoredTaskCount": 109 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "45 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8141", "market": "uk", "socCode": "8141", "title": "Assemblers (electrical and electronic products)", "slug": "assemblers-electrical-and-electronic-products", "description": "Assemblers (electrical and electronic products) wire prepared parts and/or sub-assemblies in the manufacture of electrical and electronic equipment, make coils and wiring harnesses and assemble previously prepared parts in the batch or mass production of electrical and electronic goods and components", "taskIds": [ "uk-8141-T-02563", "uk-8141-T-08991", "uk-8141-T-00676", "uk-8141-T-07361", "uk-8141-T-15368", "uk-8141-T-17644", "uk-8141-T-02110", "uk-8141-T-03122", "uk-8141-T-08750", "uk-8141-T-11210", "uk-8141-T-17334", "uk-8141-T-20762", "uk-8141-T-02272", "uk-8141-T-03015", "uk-8141-T-08600", "uk-8141-T-10782", "uk-8141-T-14622", "uk-8141-T-17031", "uk-8141-T-20591" ], "employment": { "value": 24400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28620, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-2021", "us-soc-51-2028", "us-soc-51-2061", "us-soc-51-9194" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 8, 15 ], "band": "minimal", "headlineShare": 0.052173913043478265, "headlineShareRange": [ 0.052173913043478265, 0.0956521739130435 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8142", "market": "uk", "socCode": "8142", "title": "Assemblers (vehicles and metal goods)", "slug": "assemblers-vehicles-and-metal-goods", "description": "Assemblers (vehicles and metal goods) undertake the routine assembly of vehicles and other metal goods or components such as frames, axles, wire brushes and wheels.", "taskIds": [ "uk-8142-T-00676", "uk-8142-T-05455", "uk-8142-T-01504", "uk-8142-T-02707", "uk-8142-T-07512", "uk-8142-T-08920", "uk-8142-T-10357", "uk-8142-T-11240", "uk-8142-T-14156", "uk-8142-T-19354", "uk-8142-T-21145", "uk-8142-T-02421", "uk-8142-T-02889", "uk-8142-T-08750", "uk-8142-T-09234", "uk-8142-T-10234", "uk-8142-T-10782", "uk-8142-T-11442", "uk-8142-T-15100", "uk-8142-T-18741", "uk-8142-T-19437", "uk-8142-T-03016", "uk-8142-T-07998", "uk-8142-T-10228", "uk-8142-T-10874", "uk-8142-T-13413", "uk-8142-T-15124", "uk-8142-T-19257", "uk-8142-T-21681", "uk-8142-T-01494", "uk-8142-T-02117", "uk-8142-T-10655", "uk-8142-T-10657", "uk-8142-T-01998", "uk-8142-T-12246", "uk-8142-T-10891", "uk-8142-T-13563", "uk-8142-T-18716", "uk-8142-T-12132", "uk-8142-T-14008", "uk-8142-T-14092", "uk-8142-T-18767", "uk-8142-T-20671" ], "employment": { "value": 23600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31919, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-2011", "us-soc-51-2031", "us-soc-51-2090" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.021818181818181813, "headlineShareRange": [ 0.021818181818181813, 0.08363636363636363 ], "scoredTaskCount": 44 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "24 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8143", "market": "uk", "socCode": "8143", "title": "Routine inspectors and testers", "slug": "routine-inspectors-and-testers", "description": "Routine inspectors and testers inspect and/or test metal stock, parts and products, electrical plant, machinery and electronic components, systems and sub-assemblies, textiles, wood, paper, food, plastics and rubber goods, parts and materials to detect processing, manufacturing and other defects.", "taskIds": [ "uk-8143-T-00775", "uk-8143-T-04198", "uk-8143-T-10234", "uk-8143-T-10357", "uk-8143-T-20562", "uk-8143-T-00220", "uk-8143-T-02508", "uk-8143-T-04382", "uk-8143-T-08472", "uk-8143-T-10284", "uk-8143-T-11667", "uk-8143-T-17609", "uk-8143-T-21854", "uk-8143-T-00264", "uk-8143-T-03727", "uk-8143-T-08047", "uk-8143-T-10327", "uk-8143-T-11549", "uk-8143-T-13322", "uk-8143-T-16976", "uk-8143-T-20566", "uk-8143-T-07481", "uk-8143-T-08517", "uk-8143-T-10129", "uk-8143-T-11214", "uk-8143-T-11559", "uk-8143-T-13515", "uk-8143-T-15360", "uk-8143-T-19595" ], "employment": { "value": 54800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34360, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-9061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 13, 22 ], "band": "minimal", "headlineShare": 0.1141304347826087, "headlineShareRange": [ 0.1141304347826087, 0.1141304347826087 ], "scoredTaskCount": 29 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8144", "market": "uk", "socCode": "8144", "title": "Weighers, graders and sorters", "slug": "weighers-graders-and-sorters", "description": "Weighers, graders and sorters weigh, grade and sort materials, goods and products.", "taskIds": [ "uk-8144-T-09192", "uk-8144-T-21614", "uk-8144-T-01625", "uk-8144-T-09658", "uk-8144-T-11215", "uk-8144-T-12076", "uk-8144-T-15007", "uk-8144-T-17383", "uk-8144-T-21612", "uk-8144-T-03501", "uk-8144-T-07405", "uk-8144-T-10357", "uk-8144-T-12030", "uk-8144-T-12879", "uk-8144-T-14643", "uk-8144-T-17278", "uk-8144-T-17653", "uk-8144-T-19596" ], "employment": { "value": 7800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30918, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-45-2041", "us-soc-51-9061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 17, "occScoreRange": [ 14, 23 ], "band": "minimal", "headlineShare": 0.10891089108910892, "headlineShareRange": [ 0.10891089108910892, 0.15841584158415842 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8145", "market": "uk", "socCode": "8145", "title": "Tyre, exhaust and windscreen fitters", "slug": "tyre-exhaust-and-windscreen-fitters", "description": "Tyre, exhaust and windscreen fitters fit, repair and adjust tyres, exhausts and windscreens on cars, buses, motorcycles and other motor vehicles.", "taskIds": [ "uk-8145-T-08880", "uk-8145-T-10420", "uk-8145-T-10586", "uk-8145-T-07314", "uk-8145-T-09796", "uk-8145-T-17624", "uk-8145-T-20930", "uk-8145-T-09309", "uk-8145-T-11528", "uk-8145-T-18768", "uk-8145-T-09190", "uk-8145-T-17887", "uk-8145-T-02317", "uk-8145-T-14736", "uk-8145-T-03076", "uk-8145-T-15821", "uk-8145-T-03059", "uk-8145-T-16946", "uk-8145-T-01232", "uk-8145-T-08923", "uk-8145-T-17632", "uk-8145-T-17815", "uk-8145-T-17857", "uk-8145-T-05046", "uk-8145-T-08529", "uk-8145-T-14198", "uk-8145-T-00722", "uk-8145-T-07546", "uk-8145-T-08876", "uk-8145-T-13832", "uk-8145-T-17384", "uk-8145-T-17669", "uk-8145-T-17823", "uk-8145-T-20991", "uk-8145-T-00185", "uk-8145-T-02247", "uk-8145-T-06988", "uk-8145-T-08656", "uk-8145-T-10578", "uk-8145-T-14867", "uk-8145-T-16739", "uk-8145-T-17631", "uk-8145-T-17696", "uk-8145-T-17878", "uk-8145-T-17889", "uk-8145-T-00436", "uk-8145-T-04459", "uk-8145-T-07175", "uk-8145-T-09053", "uk-8145-T-10749", "uk-8145-T-11817", "uk-8145-T-15898", "uk-8145-T-16549", "uk-8145-T-17627", "uk-8145-T-17879", "uk-8145-T-19124", "uk-8145-T-00174", "uk-8145-T-03488", "uk-8145-T-09602", "uk-8145-T-11303", "uk-8145-T-16085", "uk-8145-T-17652", "uk-8145-T-19748", "uk-8145-T-21616" ], "employment": { "value": 12600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30500, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-49-1011", "us-soc-49-3021", "us-soc-49-3022", "us-soc-49-3023", "us-soc-49-3031", "us-soc-49-3051", "us-soc-49-3052", "us-soc-49-3053", "us-soc-49-3092", "us-soc-49-3093" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 10, 18 ], "band": "minimal", "headlineShare": 0.05223068552774751, "headlineShareRange": [ 0.04134929270946678, 0.06311207834602825 ], "scoredTaskCount": 64 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8146", "market": "uk", "socCode": "8146", "title": "Sewing machinists", "slug": "sewing-machinists", "description": "Sewing machinists sew and finish garments by hand or machine, rectify faults in manufactured textile goods and repair worn and damaged garments.", "taskIds": [ "uk-8146-T-02091", "uk-8146-T-09268", "uk-8146-T-14913", "uk-8146-T-19449", "uk-8146-T-00254", "uk-8146-T-05381", "uk-8146-T-00253", "uk-8146-T-02879", "uk-8146-T-05443", "uk-8146-T-08913", "uk-8146-T-14116", "uk-8146-T-14920", "uk-8146-T-17718", "uk-8146-T-00723", "uk-8146-T-02705", "uk-8146-T-04198", "uk-8146-T-08908", "uk-8146-T-10234", "uk-8146-T-12828", "uk-8146-T-14006", "uk-8146-T-15013", "uk-8146-T-15358", "uk-8146-T-17486", "uk-8146-T-17891", "uk-8146-T-20866", "uk-8146-T-02118", "uk-8146-T-03015", "uk-8146-T-08516", "uk-8146-T-10187", "uk-8146-T-10293", "uk-8146-T-12794", "uk-8146-T-13809", "uk-8146-T-14898", "uk-8146-T-15342", "uk-8146-T-15835", "uk-8146-T-16754", "uk-8146-T-17789", "uk-8146-T-20598", "uk-8146-T-08764", "uk-8146-T-11683", "uk-8146-T-14334", "uk-8146-T-18814" ], "employment": { "value": 19100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24813, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-6031", "us-soc-51-6063", "us-soc-51-6099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 1, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 42 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8149", "market": "uk", "socCode": "8149", "title": "Assemblers and routine operatives n.e.c.", "slug": "assemblers-and-routine-operatives-n-e-c", "description": "Job holders in this unit group perform assembly and routine operative tasks not elsewhere classified in minor group 814: Assemblers and routine operatives.", "taskIds": [ "uk-8149-T-01466", "uk-8149-T-01493", "uk-8149-T-00676", "uk-8149-T-02110", "uk-8149-T-01251", "uk-8149-T-02699", "uk-8149-T-02759", "uk-8149-T-03040", "uk-8149-T-04441", "uk-8149-T-05435", "uk-8149-T-08134", "uk-8149-T-10607", "uk-8149-T-12768", "uk-8149-T-14017", "uk-8149-T-15368", "uk-8149-T-17034", "uk-8149-T-02621", "uk-8149-T-02706", "uk-8149-T-02761", "uk-8149-T-02979", "uk-8149-T-03106", "uk-8149-T-04187", "uk-8149-T-05394", "uk-8149-T-07928", "uk-8149-T-10234", "uk-8149-T-11734", "uk-8149-T-12918", "uk-8149-T-14003", "uk-8149-T-14715", "uk-8149-T-16979", "uk-8149-T-19401", "uk-8149-T-20587", "uk-8149-T-21627", "uk-8149-T-02716", "uk-8149-T-02966", "uk-8149-T-03966", "uk-8149-T-07336", "uk-8149-T-08902", "uk-8149-T-11180", "uk-8149-T-13395", "uk-8149-T-14626", "uk-8149-T-17945", "uk-8149-T-20269", "uk-8149-T-21496" ], "employment": { "value": 26300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27962, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-2090" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 7, "occScoreRange": [ 4, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.040072859744990884 ], "scoredTaskCount": 44 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "24 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8151", "market": "uk", "socCode": "8151", "title": "Scaffolders, stagers and riggers", "slug": "scaffolders-stagers-and-riggers", "description": "Scaffolders, stagers and riggers erect and dismantle scaffolding and working platforms, set up lifting equipment and ships’ rigging, maintain and repair steeples, industrial chimneys and other tall structures and install, maintain and repair ropes, wires and cables.", "taskIds": [ "uk-8151-T-02105", "uk-8151-T-11451", "uk-8151-T-02113", "uk-8151-T-10534", "uk-8151-T-12507", "uk-8151-T-18917", "uk-8151-T-19517", "uk-8151-T-20612", "uk-8151-T-02483", "uk-8151-T-10214", "uk-8151-T-12267", "uk-8151-T-18795", "uk-8151-T-19044", "uk-8151-T-20567", "uk-8151-T-01940", "uk-8151-T-09474", "uk-8151-T-10221", "uk-8151-T-17034", "uk-8151-T-18944", "uk-8151-T-08137", "uk-8151-T-08143", "uk-8151-T-04524", "uk-8151-T-07308", "uk-8151-T-11250", "uk-8151-T-02966", "uk-8151-T-10283", "uk-8151-T-21021", "uk-8151-T-02261", "uk-8151-T-03867", "uk-8151-T-09883", "uk-8151-T-10535", "uk-8151-T-02271", "uk-8151-T-07336", "uk-8151-T-01480", "uk-8151-T-04446", "uk-8151-T-11180", "uk-8151-T-19812" ], "employment": { "value": 23600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 41548, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2231", "us-soc-47-4031", "us-soc-47-4041", "us-soc-49-9095", "us-soc-49-9096" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 37 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8152", "market": "uk", "socCode": "8152", "title": "Road construction operatives", "slug": "road-construction-operatives", "description": "Road construction operatives construct, repair and maintain roads and lay paving slabs and kerbstones to form pavements and street gutters.", "taskIds": [ "uk-8152-T-01248", "uk-8152-T-11224", "uk-8152-T-11249", "uk-8152-T-18419", "uk-8152-T-01112", "uk-8152-T-02769", "uk-8152-T-07528", "uk-8152-T-07538", "uk-8152-T-10640", "uk-8152-T-14057", "uk-8152-T-15037", "uk-8152-T-15938", "uk-8152-T-17769", "uk-8152-T-19498", "uk-8152-T-02004", "uk-8152-T-07152", "uk-8152-T-07536", "uk-8152-T-09810", "uk-8152-T-10647", "uk-8152-T-11601", "uk-8152-T-14041", "uk-8152-T-14087", "uk-8152-T-15460", "uk-8152-T-17725", "uk-8152-T-19365", "uk-8152-T-19388", "uk-8152-T-08542", "uk-8152-T-09239", "uk-8152-T-11455", "uk-8152-T-12748", "uk-8152-T-15286", "uk-8152-T-17036", "uk-8152-T-19370", "uk-8152-T-19711", "uk-8152-T-04703", "uk-8152-T-09195", "uk-8152-T-10219", "uk-8152-T-13286", "uk-8152-T-14045", "uk-8152-T-16925", "uk-8152-T-19522", "uk-8152-T-20117", "uk-8152-T-20893" ], "employment": { "value": 13400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 38833, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-3019", "us-soc-47-4051", "us-soc-47-4061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 43 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "26 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8153", "market": "uk", "socCode": "8153", "title": "Rail construction and maintenance operatives", "slug": "rail-construction-and-maintenance-operatives", "description": "Rail construction and maintenance operatives lay, re-lay, repair and examine railway track and maintain surrounding areas.", "taskIds": [ "uk-8153-T-00179", "uk-8153-T-02063", "uk-8153-T-05444", "uk-8153-T-07554", "uk-8153-T-09787", "uk-8153-T-10399", "uk-8153-T-10673", "uk-8153-T-16948", "uk-8153-T-20994", "uk-8153-T-21624", "uk-8153-T-00223", "uk-8153-T-02673", "uk-8153-T-03810", "uk-8153-T-07510", "uk-8153-T-07749", "uk-8153-T-09193", "uk-8153-T-10387", "uk-8153-T-10400", "uk-8153-T-10675", "uk-8153-T-13000", "uk-8153-T-14117", "uk-8153-T-14159", "uk-8153-T-17828", "uk-8153-T-20365", "uk-8153-T-21525", "uk-8153-T-02064", "uk-8153-T-03150", "uk-8153-T-03182", "uk-8153-T-09061", "uk-8153-T-09230", "uk-8153-T-09838", "uk-8153-T-10616", "uk-8153-T-12083", "uk-8153-T-13316", "uk-8153-T-14152", "uk-8153-T-18802", "uk-8153-T-21251", "uk-8153-T-02817", "uk-8153-T-03180", "uk-8153-T-08797", "uk-8153-T-09810", "uk-8153-T-09889", "uk-8153-T-11024", "uk-8153-T-13561", "uk-8153-T-17907", "uk-8153-T-19825" ], "employment": { "value": 7600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 46403, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-3019", "us-soc-47-4051", "us-soc-47-4061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 11 ], "band": "minimal", "headlineShare": 0.019867549668874166, "headlineShareRange": [ 0.019867549668874166, 0.019867549668874166 ], "scoredTaskCount": 46 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8159", "market": "uk", "socCode": "8159", "title": "Construction operatives n.e.c.", "slug": "construction-operatives-n-e-c", "description": "Job holders in this unit group operate insulating equipment, fix plasterboard to ceilings and walls, help construct, maintain, repair and demolish buildings and clean and resurface eroded stonework, lay, join and examine pipe sections for drainage, gas, water or similar piping systems, install lighting systems in roads, domestic and commercial settings and carry out a variety of other construction operative tasks not elsewhere classified in minor group 815: Construction operatives.", "taskIds": [ "uk-8159-T-09568", "uk-8159-T-17637", "uk-8159-T-02340", "uk-8159-T-03865", "uk-8159-T-18792", "uk-8159-T-03063", "uk-8159-T-03155", "uk-8159-T-03077", "uk-8159-T-03085", "uk-8159-T-07531", "uk-8159-T-19592", "uk-8159-T-03060", "uk-8159-T-09188", "uk-8159-T-10395", "uk-8159-T-21010", "uk-8159-T-02643", "uk-8159-T-03146", "uk-8159-T-05434", "uk-8159-T-10214", "uk-8159-T-10827", "uk-8159-T-19124", "uk-8159-T-20816", "uk-8159-T-02110", "uk-8159-T-02644", "uk-8159-T-07822", "uk-8159-T-09547", "uk-8159-T-12877", "uk-8159-T-20812", "uk-8159-T-02662", "uk-8159-T-02665", "uk-8159-T-04293", "uk-8159-T-01465", "uk-8159-T-08897", "uk-8159-T-10661", "uk-8159-T-15103", "uk-8159-T-17873", "uk-8159-T-03023", "uk-8159-T-10502", "uk-8159-T-13549", "uk-8159-T-14648", "uk-8159-T-18995", "uk-8159-T-03099", "uk-8159-T-08274", "uk-8159-T-10493", "uk-8159-T-12776", "uk-8159-T-14641", "uk-8159-T-17039", "uk-8159-T-18284", "uk-8159-T-20929", "uk-8159-T-03161", "uk-8159-T-12774", "uk-8159-T-12775", "uk-8159-T-14836", "uk-8159-T-17834", "uk-8159-T-20491", "uk-8159-T-02728", "uk-8159-T-09365", "uk-8159-T-11554", "uk-8159-T-13568", "uk-8159-T-14232", "uk-8159-T-15341", "uk-8159-T-04021", "uk-8159-T-08542", "uk-8159-T-10453", "uk-8159-T-11252", "uk-8159-T-20502", "uk-8159-T-00179", "uk-8159-T-03808", "uk-8159-T-05387", "uk-8159-T-10508", "uk-8159-T-10668", "uk-8159-T-11512", "uk-8159-T-16887", "uk-8159-T-19653", "uk-8159-T-02092", "uk-8159-T-03189", "uk-8159-T-04761", "uk-8159-T-08537", "uk-8159-T-10347", "uk-8159-T-10604", "uk-8159-T-11127", "uk-8159-T-13889", "uk-8159-T-17856", "uk-8159-T-19826", "uk-8159-T-02876", "uk-8159-T-04775", "uk-8159-T-10314", "uk-8159-T-10659", "uk-8159-T-11745", "uk-8159-T-14995", "uk-8159-T-19560", "uk-8159-T-00008", "uk-8159-T-07553", "uk-8159-T-09888", "uk-8159-T-11748", "uk-8159-T-13071", "uk-8159-T-15903", "uk-8159-T-05386", "uk-8159-T-08840", "uk-8159-T-10189", "uk-8159-T-10566", "uk-8159-T-10642", "uk-8159-T-02109", "uk-8159-T-08743", "uk-8159-T-08846", "uk-8159-T-10504", "uk-8159-T-10547", "uk-8159-T-18881", "uk-8159-T-01098", "uk-8159-T-05403", "uk-8159-T-08746", "uk-8159-T-09362", "uk-8159-T-10475", "uk-8159-T-10814", "uk-8159-T-12923", "uk-8159-T-16062", "uk-8159-T-20876", "uk-8159-T-05415", "uk-8159-T-08903", "uk-8159-T-10291", "uk-8159-T-10529", "uk-8159-T-10567", "uk-8159-T-10773", "uk-8159-T-12849", "uk-8159-T-13588", "uk-8159-T-18868", "uk-8159-T-20864", "uk-8159-T-07868", "uk-8159-T-10394", "uk-8159-T-10514", "uk-8159-T-10830", "uk-8159-T-11734", "uk-8159-T-12851", "uk-8159-T-14071", "uk-8159-T-20280", "uk-8159-T-07307", "uk-8159-T-14081", "uk-8159-T-05414", "uk-8159-T-12686", "uk-8159-T-14991", "uk-8159-T-21679", "uk-8159-T-04450", "uk-8159-T-07303", "uk-8159-T-10208", "uk-8159-T-11490", "uk-8159-T-13897", "uk-8159-T-17105", "uk-8159-T-21593", "uk-8159-T-05078", "uk-8159-T-09802", "uk-8159-T-10237", "uk-8159-T-13554", "uk-8159-T-17659", "uk-8159-T-19346", "uk-8159-T-19831", "uk-8159-T-21000", "uk-8159-T-05112", "uk-8159-T-07536", "uk-8159-T-10221", "uk-8159-T-12875", "uk-8159-T-13958", "uk-8159-T-15105", "uk-8159-T-17906", "uk-8159-T-20383", "uk-8159-T-21494", "uk-8159-T-03051", "uk-8159-T-02914", "uk-8159-T-08038", "uk-8159-T-10324", "uk-8159-T-14019", "uk-8159-T-20385", "uk-8159-T-02219", "uk-8159-T-05083", "uk-8159-T-08539", "uk-8159-T-11527", "uk-8159-T-12878", "uk-8159-T-14086", "uk-8159-T-19306", "uk-8159-T-21064", "uk-8159-T-02669", "uk-8159-T-05440", "uk-8159-T-08875", "uk-8159-T-12800", "uk-8159-T-14083", "uk-8159-T-19244", "uk-8159-T-19714", "uk-8159-T-21083", "uk-8159-T-12042", "uk-8159-T-18075", "uk-8159-T-19779", "uk-8159-T-21165", "uk-8159-T-01185", "uk-8159-T-05076", "uk-8159-T-07357", "uk-8159-T-08885", "uk-8159-T-12840", "uk-8159-T-21746", "uk-8159-T-02106", "uk-8159-T-06143", "uk-8159-T-01144", "uk-8159-T-06190", "uk-8159-T-19017", "uk-8159-T-03026", "uk-8159-T-17700", "uk-8159-T-08796", "uk-8159-T-03924", "uk-8159-T-21159", "uk-8159-T-10658", "uk-8159-T-10867", "uk-8159-T-17201", "uk-8159-T-18887", "uk-8159-T-04619", "uk-8159-T-08631", "uk-8159-T-11647", "uk-8159-T-15734", "uk-8159-T-10592", "uk-8159-T-18882", "uk-8159-T-01458", "uk-8159-T-09195", "uk-8159-T-15202", "uk-8159-T-00677", "uk-8159-T-11519", "uk-8159-T-20384", "uk-8159-T-14018", "uk-8159-T-20741", "uk-8159-T-10379", "uk-8159-T-01305", "uk-8159-T-00113", "uk-8159-T-12770", "uk-8159-T-03134", "uk-8159-T-20878", "uk-8159-T-04149", "uk-8159-T-18702", "uk-8159-T-02413", "uk-8159-T-04197", "uk-8159-T-15761", "uk-8159-T-18212", "uk-8159-T-05974", "uk-8159-T-17032", "uk-8159-T-10124" ], "employment": { "value": 85400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32446, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2131", "us-soc-47-2132", "us-soc-47-2231", "us-soc-47-4031", "us-soc-47-4041", "us-soc-47-4071", "us-soc-47-5011", "us-soc-47-5012", "us-soc-47-5013", "us-soc-47-5071", "us-soc-49-9071", "us-soc-49-9095", "us-soc-49-9098", "us-soc-53-7073" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.05216622458001774, "headlineShareRange": [ 0.03713527851458891, 0.07220748600058952 ], "scoredTaskCount": 248 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "57 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8160", "market": "uk", "socCode": "8160", "title": "Production, factory and assembly supervisors", "slug": "production-factory-and-assembly-supervisors", "description": "Production, factory and assembly supervisors oversee operations and directly supervise and coordinate the technical and operational work of those carrying out production, manufacturing and assembly roles.", "taskIds": [ "uk-8160-T-07852", "uk-8160-T-13131", "uk-8160-T-01819", "uk-8160-T-04363", "uk-8160-T-07035", "uk-8160-T-08015", "uk-8160-T-11266", "uk-8160-T-12612", "uk-8160-T-16688", "uk-8160-T-18297", "uk-8160-T-19296", "uk-8160-T-01022", "uk-8160-T-04347", "uk-8160-T-04737", "uk-8160-T-07103", "uk-8160-T-08422", "uk-8160-T-10868", "uk-8160-T-12577", "uk-8160-T-13866", "uk-8160-T-15064", "uk-8160-T-17143", "uk-8160-T-19261", "uk-8160-T-02333", "uk-8160-T-04733", "uk-8160-T-06922", "uk-8160-T-08349", "uk-8160-T-10357", "uk-8160-T-12056", "uk-8160-T-13515", "uk-8160-T-15187", "uk-8160-T-17164", "uk-8160-T-21274", "uk-8160-T-00168", "uk-8160-T-03560", "uk-8160-T-08603", "uk-8160-T-11951", "uk-8160-T-12719", "uk-8160-T-14215", "uk-8160-T-15580", "uk-8160-T-21205", "uk-8160-T-02425", "uk-8160-T-06660" ], "employment": { "value": 32600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36777, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-1011", "us-soc-51-8091" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 39, "occScoreRange": [ 33, 45 ], "band": "low", "headlineShare": 0.24731182795698928, "headlineShareRange": [ 0.22580645161290328, 0.271889400921659 ], "scoredTaskCount": 42 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:02:11.761Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8211", "market": "uk", "socCode": "8211", "title": "Heavy and large goods vehicle drivers", "slug": "heavy-and-large-goods-vehicle-drivers", "description": "HGV and LGV drivers collect, transport and deliver goods in rigid vehicles over 7.5 tonnes, articulated lorries and lorries pulling trailers.", "taskIds": [ "uk-8211-T-07545", "uk-8211-T-02832", "uk-8211-T-05569", "uk-8211-T-10406", "uk-8211-T-11473", "uk-8211-T-14808", "uk-8211-T-01938", "uk-8211-T-02962", "uk-8211-T-05075", "uk-8211-T-07533", "uk-8211-T-08919", "uk-8211-T-10421", "uk-8211-T-11469", "uk-8211-T-12744", "uk-8211-T-18917", "uk-8211-T-01369", "uk-8211-T-03660", "uk-8211-T-06490", "uk-8211-T-07637", "uk-8211-T-10315", "uk-8211-T-10844", "uk-8211-T-11923", "uk-8211-T-17902", "uk-8211-T-21502", "uk-8211-T-02904", "uk-8211-T-04883", "uk-8211-T-07989", "uk-8211-T-10354", "uk-8211-T-10639", "uk-8211-T-11639", "uk-8211-T-13486", "uk-8211-T-18011", "uk-8211-T-21047", "uk-8211-T-02827", "uk-8211-T-04432", "uk-8211-T-07537", "uk-8211-T-10348", "uk-8211-T-10797", "uk-8211-T-12052", "uk-8211-T-17577", "uk-8211-T-20083", "uk-8211-T-21633", "uk-8211-T-04454", "uk-8211-T-12229", "uk-8211-T-18786", "uk-8211-T-03487", "uk-8211-T-09370", "uk-8211-T-10589", "uk-8211-T-11893", "uk-8211-T-14022", "uk-8211-T-20933", "uk-8211-T-17688", "uk-8211-T-10555", "uk-8211-T-14041", "uk-8211-T-21578" ], "employment": { "value": 273400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39905, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-3032" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 20, "occScoreRange": [ 18, 25 ], "band": "low", "headlineShare": 0.18437118437118438, "headlineShareRange": [ 0.18437118437118438, 0.18437118437118438 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8212", "market": "uk", "socCode": "8212", "title": "Bus and coach drivers", "slug": "bus-and-coach-drivers", "description": "Bus and coach drivers drive road passenger-carrying vehicles such as buses, coaches and mini-buses.", "taskIds": [ "uk-8212-T-03874", "uk-8212-T-07514", "uk-8212-T-01058", "uk-8212-T-03871", "uk-8212-T-07552", "uk-8212-T-07960", "uk-8212-T-08912", "uk-8212-T-01886", "uk-8212-T-02021", "uk-8212-T-03456", "uk-8212-T-07540", "uk-8212-T-08001", "uk-8212-T-08916", "uk-8212-T-10398", "uk-8212-T-14970", "uk-8212-T-16617", "uk-8212-T-01939", "uk-8212-T-05658", "uk-8212-T-07999", "uk-8212-T-08959", "uk-8212-T-12715", "uk-8212-T-14808", "uk-8212-T-15391", "uk-8212-T-17902", "uk-8212-T-17939", "uk-8212-T-02832", "uk-8212-T-08099", "uk-8212-T-10406", "uk-8212-T-11203", "uk-8212-T-14650", "uk-8212-T-16150", "uk-8212-T-17555", "uk-8212-T-02807", "uk-8212-T-02899", "uk-8212-T-07541", "uk-8212-T-08924", "uk-8212-T-11443", "uk-8212-T-12237", "uk-8212-T-14945", "uk-8212-T-15632", "uk-8212-T-16293", "uk-8212-T-17947", "uk-8212-T-21125", "uk-8212-T-03067", "uk-8212-T-08095", "uk-8212-T-10844", "uk-8212-T-11608", "uk-8212-T-15490", "uk-8212-T-15491", "uk-8212-T-17235", "uk-8212-T-09388" ], "employment": { "value": 117600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 36340, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-3051", "us-soc-53-3052", "us-soc-53-3053", "us-soc-53-4041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 14, "occScoreRange": [ 12, 19 ], "band": "minimal", "headlineShare": 0.09511568123393312, "headlineShareRange": [ 0.07712082262210793, 0.13367609254498705 ], "scoredTaskCount": 51 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8213", "market": "uk", "socCode": "8213", "title": "Taxi and cab drivers and chauffeurs", "slug": "taxi-and-cab-drivers-and-chauffeurs", "description": "Taxi and cab drivers and chauffeurs drive motor cars for private individuals, government departments and industrial and commercial organisations, drive taxis for public hire, drive new cars to delivery points and drive motorcycles and other motor vehicles.", "taskIds": [ "uk-8213-T-03874", "uk-8213-T-07520", "uk-8213-T-07543", "uk-8213-T-07960", "uk-8213-T-02021", "uk-8213-T-03456", "uk-8213-T-16118", "uk-8213-T-01939", "uk-8213-T-03479", "uk-8213-T-03483", "uk-8213-T-11446", "uk-8213-T-17225", "uk-8213-T-17938", "uk-8213-T-02428", "uk-8213-T-02832", "uk-8213-T-08099", "uk-8213-T-11203", "uk-8213-T-16694", "uk-8213-T-01010", "uk-8213-T-08549", "uk-8213-T-14170", "uk-8213-T-14915", "uk-8213-T-16993", "uk-8213-T-17089", "uk-8213-T-17921", "uk-8213-T-20589", "uk-8213-T-11576", "uk-8213-T-11645", "uk-8213-T-15491", "uk-8213-T-18004", "uk-8213-T-21454", "uk-8213-T-21566" ], "employment": { "value": 173900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26783, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-3011", "us-soc-53-3031", "us-soc-53-3033", "us-soc-53-3053", "us-soc-53-3054" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 22, "occScoreRange": [ 20, 26 ], "band": "low", "headlineShare": 0.16701030927835045, "headlineShareRange": [ 0.134020618556701, 0.16701030927835045 ], "scoredTaskCount": 32 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8214", "market": "uk", "socCode": "8214", "title": "Delivery drivers and couriers", "slug": "delivery-drivers-and-couriers", "description": "Delivery drivers and couriers collect, transport and deliver goods using a range of vehicles, including bicycles and motor vehicles up to 7.5 tonnes in weight.", "taskIds": [ "uk-8214-T-05586", "uk-8214-T-04432", "uk-8214-T-06207", "uk-8214-T-17073", "uk-8214-T-03488", "uk-8214-T-13827", "uk-8214-T-02539", "uk-8214-T-03480", "uk-8214-T-17292", "uk-8214-T-19589", "uk-8214-T-02735", "uk-8214-T-12660", "uk-8214-T-20813", "uk-8214-T-18777", "uk-8214-T-21379" ], "employment": { "value": 287500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27854, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-6011", "us-soc-53-3011", "us-soc-53-3031", "us-soc-53-3033", "us-soc-53-3053", "us-soc-53-3054", "us-soc-53-3099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 18, 25 ], "band": "low", "headlineShare": 0.1932367149758454, "headlineShareRange": [ 0.14492753623188406, 0.1932367149758454 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8215", "market": "uk", "socCode": "8215", "title": "Driving instructors", "slug": "driving-instructors", "description": "Driving instructors co-ordinate and undertake the instruction of people learning to drive cars, motorcycles, buses, fork-lifts and haulage vehicles.", "taskIds": [ "uk-8215-T-20448", "uk-8215-T-15112", "uk-8215-T-03207", "uk-8215-T-08597", "uk-8215-T-21728", "uk-8215-T-03627", "uk-8215-T-05671", "uk-8215-T-10701", "uk-8215-T-14290", "uk-8215-T-03239", "uk-8215-T-07249", "uk-8215-T-10711", "uk-8215-T-01580", "uk-8215-T-04307", "uk-8215-T-07450", "uk-8215-T-11148", "uk-8215-T-04342", "uk-8215-T-01798", "uk-8215-T-05873", "uk-8215-T-06900", "uk-8215-T-21213", "uk-8215-T-01350", "uk-8215-T-06279", "uk-8215-T-06903", "uk-8215-T-07115", "uk-8215-T-14383", "uk-8215-T-14720", "uk-8215-T-02175", "uk-8215-T-10105", "uk-8215-T-16975", "uk-8215-T-17537", "uk-8215-T-11803", "uk-8215-T-02781", "uk-8215-T-00101", "uk-8215-T-04070", "uk-8215-T-20457", "uk-8215-T-06580", "uk-8215-T-07732", "uk-8215-T-13741", "uk-8215-T-19951", "uk-8215-T-01816", "uk-8215-T-07692", "uk-8215-T-09295", "uk-8215-T-15193", "uk-8215-T-21150", "uk-8215-T-06783", "uk-8215-T-13998", "uk-8215-T-15444", "uk-8215-T-01677", "uk-8215-T-08306" ], "employment": { "value": 47200, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-25-3021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 28, "occScoreRange": [ 23, 35 ], "band": "low", "headlineShare": 0.2145328719723182, "headlineShareRange": [ 0.17993079584775074, 0.2629757785467126 ], "scoredTaskCount": 66 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8219", "market": "uk", "socCode": "8219", "title": "Road transport drivers n.e.c.", "slug": "road-transport-drivers-n-e-c", "description": "Job holders in this unit group drive other transport vehicles in roles not classified elsewhere in minor group 821: Road transport drivers.", "taskIds": [ "uk-8219-T-07515", "uk-8219-T-07533", "uk-8219-T-11469", "uk-8219-T-11473", "uk-8219-T-12746", "uk-8219-T-07571", "uk-8219-T-12387", "uk-8219-T-15081", "uk-8219-T-17578", "uk-8219-T-02172", "uk-8219-T-09047", "uk-8219-T-11816", "uk-8219-T-12947", "uk-8219-T-16123", "uk-8219-T-21103" ], "employment": { "value": 27400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 32892, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-3011", "us-soc-53-3031", "us-soc-53-3033", "us-soc-53-3053", "us-soc-53-3054" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 10, 17 ], "band": "minimal", "headlineShare": 0.06666666666666667, "headlineShareRange": [ 0.06666666666666667, 0.06666666666666667 ], "scoredTaskCount": 15 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8221", "market": "uk", "socCode": "8221", "title": "Crane drivers", "slug": "crane-drivers", "description": "Crane drivers supervise and undertake the operation of cranes, jib cranes, power driven hoisting machinery and power driven stationary engines to raise and lower mine and other cages, and to lift and move equipment, materials, machinery and containers.", "taskIds": [ "uk-8221-T-02105", "uk-8221-T-03669", "uk-8221-T-05693", "uk-8221-T-07998", "uk-8221-T-13420", "uk-8221-T-14905", "uk-8221-T-01180", "uk-8221-T-03170", "uk-8221-T-04442", "uk-8221-T-06137", "uk-8221-T-07649", "uk-8221-T-10248", "uk-8221-T-10266", "uk-8221-T-10765", "uk-8221-T-11738", "uk-8221-T-13302", "uk-8221-T-13573", "uk-8221-T-13946", "uk-8221-T-14120", "uk-8221-T-18802", "uk-8221-T-19524", "uk-8221-T-02004", "uk-8221-T-03187", "uk-8221-T-07076", "uk-8221-T-10221", "uk-8221-T-10593", "uk-8221-T-11473", "uk-8221-T-12263", "uk-8221-T-13559", "uk-8221-T-13574", "uk-8221-T-13951", "uk-8221-T-13964", "uk-8221-T-13990", "uk-8221-T-17837", "uk-8221-T-18917", "uk-8221-T-19054", "uk-8221-T-19706", "uk-8221-T-19709", "uk-8221-T-02668", "uk-8221-T-07174", "uk-8221-T-13879", "uk-8221-T-18541" ], "employment": { "value": 11500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 46463, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-3091", "us-soc-53-6011", "us-soc-53-7021", "us-soc-53-7041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.018181818181818174 ], "scoredTaskCount": 42 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "12 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8222", "market": "uk", "socCode": "8222", "title": "Fork-lift truck drivers", "slug": "fork-lift-truck-drivers", "description": "Fork-lift truck drivers operate fork-lift trucks in factories, warehouses, storerooms and other areas to transfer goods and materials.", "taskIds": [ "uk-8222-T-14009", "uk-8222-T-11473", "uk-8222-T-18800", "uk-8222-T-21280", "uk-8222-T-10354", "uk-8222-T-21218", "uk-8222-T-02875", "uk-8222-T-19689", "uk-8222-T-02735", "uk-8222-T-18916", "uk-8222-T-11471", "uk-8222-T-08944", "uk-8222-T-14966", "uk-8222-T-14891", "uk-8222-T-12101", "uk-8222-T-17389", "uk-8222-T-14163", "uk-8222-T-21611" ], "employment": { "value": 80000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31279, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-7051" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 18 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8229", "market": "uk", "socCode": "8229", "title": "Mobile machine drivers and operatives n.e.c.", "slug": "mobile-machine-drivers-and-operatives-n-e-c", "description": "Job holders in this unit group supervise and undertake the operation of machines to transport, excavate, grade, level, and compact sand, earth, gravel and similar materials, drive piles into the ground and lay surfaces of asphalt, concrete and chippings, clear and cultivate land, to sow and harvest plants and crops, and operate other mobile machines not elsewhere classified in minor group 822: Mobile machine drivers and operatives.", "taskIds": [ "uk-8229-T-11845", "uk-8229-T-14161", "uk-8229-T-02095", "uk-8229-T-09369", "uk-8229-T-11649", "uk-8229-T-14082", "uk-8229-T-19619", "uk-8229-T-02717", "uk-8229-T-07563", "uk-8229-T-11471", "uk-8229-T-11586", "uk-8229-T-13906", "uk-8229-T-14158", "uk-8229-T-17778", "uk-8229-T-19659", "uk-8229-T-02682", "uk-8229-T-05408", "uk-8229-T-10203", "uk-8229-T-11481", "uk-8229-T-13019", "uk-8229-T-13967", "uk-8229-T-14797", "uk-8229-T-19974", "uk-8229-T-04452", "uk-8229-T-08816", "uk-8229-T-11453", "uk-8229-T-11897", "uk-8229-T-01771", "uk-8229-T-05077", "uk-8229-T-11084", "uk-8229-T-11806", "uk-8229-T-13044", "uk-8229-T-14134", "uk-8229-T-17634", "uk-8229-T-19712", "uk-8229-T-07338", "uk-8229-T-04176", "uk-8229-T-13383", "uk-8229-T-13747", "uk-8229-T-17251", "uk-8229-T-19496", "uk-8229-T-21003", "uk-8229-T-09288", "uk-8229-T-13729", "uk-8229-T-15328", "uk-8229-T-17383", "uk-8229-T-19618", "uk-8229-T-21606" ], "employment": { "value": 53000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 37864, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2071", "us-soc-47-2072", "us-soc-47-2073", "us-soc-47-5022", "us-soc-53-7031", "us-soc-53-7199" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.016925246826516218 ], "scoredTaskCount": 48 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:30:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "29 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8231", "market": "uk", "socCode": "8231", "title": "Train and tram drivers", "slug": "train-and-tram-drivers", "description": "Train and tram drivers drive diesel, diesel-electric, electric and steam locomotives that transport passengers and goods on surface and underground railways, and transport passengers in trams.", "taskIds": [ "uk-8231-T-07544", "uk-8231-T-07550", "uk-8231-T-05638", "uk-8231-T-14040", "uk-8231-T-21196", "uk-8231-T-02859", "uk-8231-T-04696", "uk-8231-T-05706", "uk-8231-T-08916", "uk-8231-T-08958", "uk-8231-T-13962", "uk-8231-T-02698", "uk-8231-T-03871", "uk-8231-T-07960", "uk-8231-T-08952", "uk-8231-T-14808", "uk-8231-T-17902", "uk-8231-T-02516", "uk-8231-T-08924", "uk-8231-T-13296", "uk-8231-T-14969", "uk-8231-T-17090", "uk-8231-T-21328", "uk-8231-T-02956", "uk-8231-T-10316", "uk-8231-T-13490", "uk-8231-T-17943", "uk-8231-T-02958", "uk-8231-T-07384", "uk-8231-T-10400", "uk-8231-T-12715", "uk-8231-T-15337", "uk-8231-T-17271", "uk-8231-T-17947", "uk-8231-T-21852", "uk-8231-T-04402", "uk-8231-T-07630", "uk-8231-T-11356", "uk-8231-T-13317", "uk-8231-T-15632", "uk-8231-T-17589", "uk-8231-T-19625", "uk-8231-T-03578", "uk-8231-T-05658", "uk-8231-T-07999", "uk-8231-T-12237", "uk-8231-T-16293" ], "employment": { "value": 40600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 76327, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-5044", "us-soc-53-4011", "us-soc-53-4013", "us-soc-53-4022", "us-soc-53-4041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 7, 16 ], "band": "minimal", "headlineShare": 0.03949224259520451, "headlineShareRange": [ 0.019746121297602254, 0.05359661495063469 ], "scoredTaskCount": 47 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8232", "market": "uk", "socCode": "8232", "title": "Marine and waterways transport operatives", "slug": "marine-and-waterways-transport-operatives", "description": "Marine and waterways transport operatives supervise and carry out a variety of deck duties and operate and maintain engines, boilers and mechanical equipment on board ships, boats and other marine vessels.", "taskIds": [ "uk-8232-T-02005", "uk-8232-T-11470", "uk-8232-T-17558", "uk-8232-T-01993", "uk-8232-T-07858", "uk-8232-T-11953", "uk-8232-T-13995", "uk-8232-T-20014", "uk-8232-T-01878", "uk-8232-T-04118", "uk-8232-T-11663", "uk-8232-T-12688", "uk-8232-T-14646", "uk-8232-T-17911", "uk-8232-T-20309", "uk-8232-T-03986", "uk-8232-T-13191", "uk-8232-T-14900", "uk-8232-T-18791", "uk-8232-T-03028", "uk-8232-T-10298", "uk-8232-T-11553", "uk-8232-T-11785", "uk-8232-T-12162", "uk-8232-T-13273", "uk-8232-T-14099", "uk-8232-T-16373", "uk-8232-T-17749", "uk-8232-T-19705", "uk-8232-T-20313", "uk-8232-T-00067", "uk-8232-T-03126", "uk-8232-T-10511", "uk-8232-T-11742", "uk-8232-T-12159", "uk-8232-T-13455", "uk-8232-T-14177", "uk-8232-T-17377", "uk-8232-T-19633", "uk-8232-T-20520", "uk-8232-T-04701", "uk-8232-T-10610", "uk-8232-T-11825", "uk-8232-T-12165", "uk-8232-T-13716", "uk-8232-T-14197", "uk-8232-T-17796" ], "employment": { "value": 6700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 39358, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-5011", "us-soc-53-5022" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 13 ], "band": "minimal", "headlineShare": 0.03664122137404578, "headlineShareRange": [ 0.03664122137404578, 0.03664122137404578 ], "scoredTaskCount": 47 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "18 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8233", "market": "uk", "socCode": "8233", "title": "Air transport operatives", "slug": "air-transport-operatives", "description": "Air transport operatives refuel, load and unload aircraft, direct the movement of aircraft at airports, and positions gangways or staircases to allow passengers to board and disembark aircraft.", "taskIds": [ "uk-8233-T-17553", "uk-8233-T-07073", "uk-8233-T-18799", "uk-8233-T-02816", "uk-8233-T-17538", "uk-8233-T-01138", "uk-8233-T-02881", "uk-8233-T-07933", "uk-8233-T-11482", "uk-8233-T-17066", "uk-8233-T-01369", "uk-8233-T-07992", "uk-8233-T-18784", "uk-8233-T-21281", "uk-8233-T-02800", "uk-8233-T-05010", "uk-8233-T-07849", "uk-8233-T-12820", "uk-8233-T-14165", "uk-8233-T-17962", "uk-8233-T-20803", "uk-8233-T-04685", "uk-8233-T-07669", "uk-8233-T-13947", "uk-8233-T-17919", "uk-8233-T-20082", "uk-8233-T-07556", "uk-8233-T-08919", "uk-8233-T-18917", "uk-8233-T-21415", "uk-8233-T-03815", "uk-8233-T-07630", "uk-8233-T-09494", "uk-8233-T-16870", "uk-8233-T-20302", "uk-8233-T-07627", "uk-8233-T-04614", "uk-8233-T-19786" ], "employment": { "value": 15600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 34700, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-1041", "us-soc-53-7062", "us-soc-53-7121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 11, "occScoreRange": [ 8, 16 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.02283849918433931 ], "scoredTaskCount": 39 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8234", "market": "uk", "socCode": "8234", "title": "Rail transport operatives", "slug": "rail-transport-operatives", "description": "Rail transport operatives assist drivers in the operation of passenger and goods trains, drive locomotive engines in coal mines, guide wagons and coaches in marshalling yards and sidings to make up trains, operate signals and points to control the movement of rail traffic, and monitor the operation of surface and underground railways.", "taskIds": [ "uk-8234-T-07152", "uk-8234-T-02029", "uk-8234-T-13491", "uk-8234-T-03626", "uk-8234-T-11366", "uk-8234-T-21561", "uk-8234-T-07375", "uk-8234-T-18011", "uk-8234-T-10098", "uk-8234-T-15967", "uk-8234-T-11562", "uk-8234-T-18009", "uk-8234-T-13493", "uk-8234-T-21732", "uk-8234-T-08952", "uk-8234-T-12710", "uk-8234-T-13959", "uk-8234-T-21476", "uk-8234-T-04610", "uk-8234-T-11609", "uk-8234-T-12729", "uk-8234-T-13960", "uk-8234-T-17922", "uk-8234-T-18444", "uk-8234-T-21252", "uk-8234-T-03552", "uk-8234-T-07126", "uk-8234-T-07384", "uk-8234-T-11172", "uk-8234-T-13982", "uk-8234-T-17079", "uk-8234-T-18376", "uk-8234-T-20302", "uk-8234-T-01445", "uk-8234-T-04435", "uk-8234-T-07163", "uk-8234-T-10709", "uk-8234-T-16840", "uk-8234-T-18287", "uk-8234-T-19972", "uk-8234-T-00627", "uk-8234-T-04929", "uk-8234-T-07263", "uk-8234-T-09358", "uk-8234-T-12319", "uk-8234-T-15140", "uk-8234-T-17257", "uk-8234-T-17975", "uk-8234-T-19272", "uk-8234-T-21852", "uk-8234-T-01375", "uk-8234-T-07317", "uk-8234-T-15272", "uk-8234-T-17382", "uk-8234-T-01446", "uk-8234-T-01107", "uk-8234-T-13914", "uk-8234-T-00682", "uk-8234-T-07544", "uk-8234-T-13912", "uk-8234-T-04402", "uk-8234-T-13754", "uk-8234-T-17015", "uk-8234-T-13277", "uk-8234-T-16890", "uk-8234-T-18748", "uk-8234-T-10400", "uk-8234-T-10275", "uk-8234-T-17376", "uk-8234-T-10399", "uk-8234-T-17307" ], "employment": { "value": 13700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 57088, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-33-9091", "us-soc-53-4022", "us-soc-53-4031", "us-soc-53-4099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 26, "occScoreRange": [ 22, 31 ], "band": "low", "headlineShare": 0.13891285591026742, "headlineShareRange": [ 0.086281276962899, 0.176013805004314 ], "scoredTaskCount": 75 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-8239", "market": "uk", "socCode": "8239", "title": "Other drivers and transport operatives n.e.c.", "slug": "other-drivers-and-transport-operatives-n-e-c", "description": "Job holders in this unit group monitor the activities of bus drivers, conductors and other road transport depot drivers, undertake various tasks related to water transportation, and perform other transportation tasks not elsewhere classified in minor group 823: Other drivers and transport operatives.", "taskIds": [ "uk-8239-T-21321", "uk-8239-T-14044", "uk-8239-T-20909", "uk-8239-T-07533", "uk-8239-T-14043", "uk-8239-T-19778", "uk-8239-T-04118", "uk-8239-T-13960", "uk-8239-T-18321", "uk-8239-T-18919", "uk-8239-T-02917", "uk-8239-T-07090", "uk-8239-T-11473", "uk-8239-T-11927", "uk-8239-T-13758", "uk-8239-T-14112", "uk-8239-T-17957", "uk-8239-T-18804", "uk-8239-T-03015", "uk-8239-T-07643", "uk-8239-T-11567", "uk-8239-T-17225", "uk-8239-T-02005", "uk-8239-T-10250", "uk-8239-T-11583", "uk-8239-T-13295", "uk-8239-T-17303", "uk-8239-T-11461", "uk-8239-T-13170", "uk-8239-T-17309", "uk-8239-T-10399" ], "employment": { "value": 22600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35670, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-3099", "us-soc-53-6032", "us-soc-53-6099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 10, 19 ], "band": "minimal", "headlineShare": 0.08430913348946134, "headlineShareRange": [ 0.08430913348946134, 0.1100702576112412 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:33:54.071Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9111", "market": "uk", "socCode": "9111", "title": "Farm workers", "slug": "farm-workers", "description": "Farm workers perform a variety of tasks, by hand and machine, to produce and harvest crops and to breed and rear cattle, sheep, pigs and poultry.", "taskIds": [ "uk-9111-T-01430", "uk-9111-T-02526", "uk-9111-T-08757", "uk-9111-T-20116", "uk-9111-T-01366", "uk-9111-T-02293", "uk-9111-T-02846", "uk-9111-T-03123", "uk-9111-T-04626", "uk-9111-T-08477", "uk-9111-T-10219", "uk-9111-T-11618", "uk-9111-T-14893", "uk-9111-T-20827", "uk-9111-T-01908", "uk-9111-T-03011", "uk-9111-T-03410", "uk-9111-T-09369", "uk-9111-T-11845", "uk-9111-T-12995", "uk-9111-T-13199", "uk-9111-T-13555", "uk-9111-T-14161", "uk-9111-T-17778", "uk-9111-T-19619", "uk-9111-T-21003", "uk-9111-T-02286", "uk-9111-T-02788", "uk-9111-T-03195", "uk-9111-T-09994", "uk-9111-T-11876", "uk-9111-T-13026", "uk-9111-T-13906", "uk-9111-T-14082", "uk-9111-T-14797", "uk-9111-T-17785", "uk-9111-T-19493", "uk-9111-T-02560", "uk-9111-T-03176", "uk-9111-T-07338", "uk-9111-T-08766", "uk-9111-T-13383", "uk-9111-T-14047", "uk-9111-T-14619", "uk-9111-T-16390", "uk-9111-T-18965", "uk-9111-T-19663", "uk-9111-T-20836", "uk-9111-T-02682", "uk-9111-T-07535", "uk-9111-T-14738", "uk-9111-T-20861", "uk-9111-T-07378", "uk-9111-T-21427" ], "employment": { "value": 40700, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 30101, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-45-1011", "us-soc-45-2021", "us-soc-45-2092", "us-soc-45-2093", "us-soc-45-2099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0.02050663449939685, "headlineShareRange": [ 0, 0.038600723763570544 ], "scoredTaskCount": 54 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "32 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9112", "market": "uk", "socCode": "9112", "title": "Forestry and related workers", "slug": "forestry-and-related-workers", "description": "Forestry workers perform a variety of tasks related to the planting, cultivation and protection of trees.", "taskIds": [ "uk-9112-T-08768", "uk-9112-T-15291", "uk-9112-T-03186", "uk-9112-T-08681", "uk-9112-T-12145", "uk-9112-T-13923", "uk-9112-T-16393", "uk-9112-T-20597", "uk-9112-T-03177", "uk-9112-T-07282", "uk-9112-T-08543", "uk-9112-T-09603", "uk-9112-T-10402", "uk-9112-T-11793", "uk-9112-T-12858", "uk-9112-T-15900", "uk-9112-T-19004", "uk-9112-T-19671", "uk-9112-T-20874", "uk-9112-T-02875", "uk-9112-T-07242", "uk-9112-T-07330", "uk-9112-T-09428", "uk-9112-T-10165", "uk-9112-T-11496", "uk-9112-T-12534", "uk-9112-T-15316", "uk-9112-T-17250", "uk-9112-T-19119", "uk-9112-T-19598", "uk-9112-T-20884", "uk-9112-T-03071", "uk-9112-T-03568", "uk-9112-T-07326", "uk-9112-T-07468", "uk-9112-T-08634", "uk-9112-T-09864", "uk-9112-T-10519", "uk-9112-T-11721", "uk-9112-T-14118", "uk-9112-T-16318", "uk-9112-T-17765", "uk-9112-T-19231", "uk-9112-T-19698", "uk-9112-T-21239", "uk-9112-T-07063", "uk-9112-T-08141", "uk-9112-T-14671", "uk-9112-T-17895", "uk-9112-T-01080", "uk-9112-T-08622", "uk-9112-T-11957", "uk-9112-T-01945", "uk-9112-T-07823", "uk-9112-T-18089", "uk-9112-T-04339", "uk-9112-T-11034", "uk-9112-T-15238", "uk-9112-T-20727", "uk-9112-T-04508", "uk-9112-T-10947", "uk-9112-T-15126", "uk-9112-T-20259", "uk-9112-T-07048", "uk-9112-T-20354" ], "employment": { "value": 6800, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-45-1011", "us-soc-45-4011", "us-soc-45-4021", "us-soc-45-4022", "us-soc-45-4023", "us-soc-45-4029" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 7, 15 ], "band": "minimal", "headlineShare": 0.03255340793489318, "headlineShareRange": [ 0.01627670396744659, 0.062054933875890124 ], "scoredTaskCount": 65 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "26 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9119", "market": "uk", "socCode": "9119", "title": "Fishing and other elementary agriculture occupations n.e.c.", "slug": "fishing-and-other-elementary-agriculture-occupations-n-e-c", "description": "Job holders in this unit group perform a variety of tasks in relation to the breeding and rearing of animals and fish, catch fish at sea and from inland waterways, assist in the picking and lifting of crops, plant and maintain hedges, oversee the incubation and hatching of eggs and perform other fishing and elementary agricultural tasks not elsewhere classified in minor group 911: Elementary agricultural occupations.", "taskIds": [ "uk-9119-T-09368", "uk-9119-T-14161", "uk-9119-T-20792", "uk-9119-T-01771", "uk-9119-T-07048", "uk-9119-T-08536", "uk-9119-T-10345", "uk-9119-T-13557", "uk-9119-T-17251", "uk-9119-T-20791", "uk-9119-T-05456", "uk-9119-T-08513", "uk-9119-T-08794", "uk-9119-T-11506", "uk-9119-T-12157", "uk-9119-T-15288", "uk-9119-T-19618", "uk-9119-T-20605", "uk-9119-T-21752", "uk-9119-T-00245", "uk-9119-T-07535", "uk-9119-T-08543", "uk-9119-T-11496", "uk-9119-T-11875", "uk-9119-T-12107", "uk-9119-T-15287", "uk-9119-T-17586", "uk-9119-T-19686", "uk-9119-T-20818", "uk-9119-T-03060", "uk-9119-T-02237", "uk-9119-T-11761", "uk-9119-T-13026", "uk-9119-T-03123", "uk-9119-T-10219", "uk-9119-T-11988", "uk-9119-T-20116", "uk-9119-T-02846", "uk-9119-T-08477", "uk-9119-T-11876", "uk-9119-T-17785", "uk-9119-T-02530", "uk-9119-T-07572", "uk-9119-T-13584", "uk-9119-T-03448", "uk-9119-T-08940", "uk-9119-T-11899", "uk-9119-T-13019", "uk-9119-T-13587", "uk-9119-T-14067", "uk-9119-T-15289", "uk-9119-T-16951", "uk-9119-T-21589", "uk-9119-T-21598", "uk-9119-T-00438", "uk-9119-T-05503", "uk-9119-T-10600", "uk-9119-T-15245", "uk-9119-T-16872", "uk-9119-T-20793", "uk-9119-T-20875", "uk-9119-T-02121", "uk-9119-T-09863", "uk-9119-T-10605", "uk-9119-T-13989", "uk-9119-T-17685", "uk-9119-T-19724", "uk-9119-T-21427", "uk-9119-T-21634", "uk-9119-T-02346", "uk-9119-T-07964", "uk-9119-T-10519", "uk-9119-T-10619", "uk-9119-T-13945", "uk-9119-T-19681", "uk-9119-T-20872", "uk-9119-T-10620", "uk-9119-T-03184", "uk-9119-T-11690", "uk-9119-T-12792", "uk-9119-T-19497", "uk-9119-T-02663", "uk-9119-T-09635", "uk-9119-T-11477", "uk-9119-T-11966", "uk-9119-T-14949", "uk-9119-T-17837", "uk-9119-T-21455", "uk-9119-T-12995", "uk-9119-T-04626", "uk-9119-T-02239", "uk-9119-T-03010", "uk-9119-T-03194", "uk-9119-T-13555", "uk-9119-T-02286", "uk-9119-T-13199", "uk-9119-T-19663", "uk-9119-T-18965", "uk-9119-T-02293", "uk-9119-T-03198", "uk-9119-T-03199", "uk-9119-T-19493", "uk-9119-T-03013", "uk-9119-T-02241" ], "employment": { "value": 23800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26737, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-3011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0.026613816534541337, "headlineShareRange": [ 0.026613816534541337, 0.043601359003397504 ], "scoredTaskCount": 122 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "53 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9121", "market": "uk", "socCode": "9121", "title": "Groundworkers", "slug": "groundworkers", "description": "Groundworkers prepare construction sites for building work by digging out and levelling the ground and laying concrete foundations, installing pipes and drainage and building paths, roads and driveways.", "taskIds": [ "uk-9121-T-04522", "uk-9121-T-10820", "uk-9121-T-15867", "uk-9121-T-07855", "uk-9121-T-09863", "uk-9121-T-14057", "uk-9121-T-19498", "uk-9121-T-07518", "uk-9121-T-09810", "uk-9121-T-13561", "uk-9121-T-14083", "uk-9121-T-19391", "uk-9121-T-02004", "uk-9121-T-07527", "uk-9121-T-09195", "uk-9121-T-12748", "uk-9121-T-14071", "uk-9121-T-19388", "uk-9121-T-19711", "uk-9121-T-07538", "uk-9121-T-12921", "uk-9121-T-07536", "uk-9121-T-10219", "uk-9121-T-11601", "uk-9121-T-14008", "uk-9121-T-16925", "uk-9121-T-20893", "uk-9121-T-13286", "uk-9121-T-08860", "uk-9121-T-11455", "uk-9121-T-13033", "uk-9121-T-15009", "uk-9121-T-15014", "uk-9121-T-19522" ], "employment": { "value": 33500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 37925, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2071", "us-soc-47-3019", "us-soc-47-4051", "us-soc-47-4061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 1, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 34 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9129", "market": "uk", "socCode": "9129", "title": "Elementary construction occupations n.e.c.", "slug": "elementary-construction-occupations-n-e-c", "description": "Job holders in this unit group perform a variety of general labouring and construction duties to assist building, civil engineering and related trades workers in the performance of their tasks not elsewhere classified in minor group 912: Elementary construction occupations.", "taskIds": [ "uk-9129-T-02057", "uk-9129-T-07298", "uk-9129-T-02663", "uk-9129-T-07025", "uk-9129-T-11249", "uk-9129-T-15330", "uk-9129-T-01124", "uk-9129-T-02219", "uk-9129-T-07023", "uk-9129-T-07879", "uk-9129-T-10663", "uk-9129-T-13017", "uk-9129-T-14083", "uk-9129-T-15545", "uk-9129-T-19548", "uk-9129-T-02259", "uk-9129-T-03106", "uk-9129-T-07308", "uk-9129-T-08139", "uk-9129-T-10625", "uk-9129-T-11477", "uk-9129-T-12852", "uk-9129-T-14056", "uk-9129-T-15371", "uk-9129-T-17762", "uk-9129-T-19664", "uk-9129-T-02102", "uk-9129-T-07307", "uk-9129-T-09236", "uk-9129-T-11136", "uk-9129-T-11587", "uk-9129-T-13029", "uk-9129-T-13526", "uk-9129-T-14101", "uk-9129-T-15837", "uk-9129-T-16986", "uk-9129-T-17083", "uk-9129-T-17310", "uk-9129-T-19521", "uk-9129-T-02110", "uk-9129-T-01968", "uk-9129-T-03060", "uk-9129-T-05454", "uk-9129-T-10538", "uk-9129-T-11597", "uk-9129-T-15325", "uk-9129-T-00683", "uk-9129-T-03107", "uk-9129-T-05434", "uk-9129-T-07508", "uk-9129-T-09189", "uk-9129-T-11253", "uk-9129-T-12804", "uk-9129-T-15899", "uk-9129-T-18813", "uk-9129-T-20816", "uk-9129-T-01271", "uk-9129-T-03867", "uk-9129-T-09547", "uk-9129-T-11688", "uk-9129-T-12877", "uk-9129-T-15300", "uk-9129-T-19058", "uk-9129-T-20812", "uk-9129-T-00119", "uk-9129-T-04441", "uk-9129-T-05452", "uk-9129-T-08844", "uk-9129-T-13594", "uk-9129-T-14853", "uk-9129-T-21385", "uk-9129-T-02600", "uk-9129-T-04333", "uk-9129-T-07505", "uk-9129-T-08520", "uk-9129-T-12915", "uk-9129-T-17859", "uk-9129-T-03028", "uk-9129-T-03870", "uk-9129-T-04464", "uk-9129-T-05459", "uk-9129-T-08132", "uk-9129-T-10481", "uk-9129-T-10560", "uk-9129-T-11824", "uk-9129-T-14845", "uk-9129-T-17772", "uk-9129-T-20611", "uk-9129-T-21665", "uk-9129-T-04448", "uk-9129-T-04499", "uk-9129-T-07293", "uk-9129-T-08542", "uk-9129-T-10492", "uk-9129-T-10660", "uk-9129-T-14411", "uk-9129-T-17047", "uk-9129-T-19561", "uk-9129-T-20801", "uk-9129-T-02216", "uk-9129-T-07022", "uk-9129-T-07497", "uk-9129-T-12850", "uk-9129-T-02656", "uk-9129-T-19496", "uk-9129-T-03813", "uk-9129-T-07357", "uk-9129-T-05076", "uk-9129-T-08885", "uk-9129-T-02106", "uk-9129-T-12840", "uk-9129-T-19017", "uk-9129-T-17700", "uk-9129-T-21159", "uk-9129-T-04524", "uk-9129-T-02113", "uk-9129-T-07295", "uk-9129-T-19517", "uk-9129-T-02105", "uk-9129-T-12267", "uk-9129-T-19044", "uk-9129-T-19519", "uk-9129-T-20612", "uk-9129-T-02031", "uk-9129-T-10468", "uk-9129-T-02111", "uk-9129-T-05440", "uk-9129-T-11225", "uk-9129-T-03116", "uk-9129-T-08869", "uk-9129-T-12916", "uk-9129-T-00677", "uk-9129-T-07509", "uk-9129-T-19076", "uk-9129-T-19306", "uk-9129-T-03050", "uk-9129-T-08812", "uk-9129-T-09815" ], "employment": { "value": 91600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28591, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-2061", "us-soc-47-3011", "us-soc-47-3012", "us-soc-47-3013", "us-soc-47-3014", "us-soc-47-3015", "us-soc-47-3016", "us-soc-47-3019", "us-soc-49-9096" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.01887840088839533 ], "scoredTaskCount": 141 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "38 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9131", "market": "uk", "socCode": "9131", "title": "Industrial cleaning process occupations", "slug": "industrial-cleaning-process-occupations", "description": "Industrial cleaning process occupations clean manufactured goods, plant and machinery, industrial premises and building exteriors.", "taskIds": [ "uk-9131-T-03106", "uk-9131-T-01269", "uk-9131-T-03161", "uk-9131-T-07469", "uk-9131-T-13226", "uk-9131-T-17660", "uk-9131-T-19499", "uk-9131-T-21163", "uk-9131-T-05498", "uk-9131-T-13022", "uk-9131-T-16055", "uk-9131-T-21581", "uk-9131-T-03016", "uk-9131-T-07338", "uk-9131-T-11586", "uk-9131-T-15890", "uk-9131-T-18756", "uk-9131-T-08130", "uk-9131-T-00120", "uk-9131-T-07176", "uk-9131-T-12868", "uk-9131-T-14059", "uk-9131-T-17988", "uk-9131-T-00074", "uk-9131-T-07293", "uk-9131-T-11484", "uk-9131-T-13029", "uk-9131-T-13729", "uk-9131-T-17837", "uk-9131-T-19712", "uk-9131-T-20900" ], "employment": { "value": 48400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27306, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-47-4071", "us-soc-51-9161", "us-soc-51-9162", "us-soc-51-9198", "us-soc-51-9199", "us-soc-53-7062", "us-soc-53-7063" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 2, 6 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 31 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T01:37:43.407Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "11 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9132", "market": "uk", "socCode": "9132", "title": "Packers, bottlers, canners and fillers", "slug": "packers-bottlers-canners-and-fillers", "description": "Packers, bottlers, canners and fillers pack, wrap, fill, label and seal containers by hand or machine.", "taskIds": [ "uk-9132-T-08789", "uk-9132-T-14634", "uk-9132-T-01463", "uk-9132-T-11215", "uk-9132-T-13351", "uk-9132-T-14621", "uk-9132-T-18886", "uk-9132-T-21611", "uk-9132-T-00254", "uk-9132-T-05711", "uk-9132-T-10357", "uk-9132-T-12884", "uk-9132-T-13563", "uk-9132-T-14997", "uk-9132-T-17635", "uk-9132-T-19398", "uk-9132-T-20120", "uk-9132-T-21612", "uk-9132-T-00253", "uk-9132-T-03056", "uk-9132-T-08767", "uk-9132-T-10371", "uk-9132-T-11493", "uk-9132-T-13553", "uk-9132-T-14966", "uk-9132-T-15363", "uk-9132-T-17653", "uk-9132-T-19688", "uk-9132-T-20121", "uk-9132-T-00209", "uk-9132-T-03015", "uk-9132-T-08898", "uk-9132-T-11457", "uk-9132-T-12749", "uk-9132-T-14119", "uk-9132-T-15318", "uk-9132-T-17342", "uk-9132-T-17919", "uk-9132-T-19715", "uk-9132-T-20469" ], "employment": { "value": 62500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26152, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-9111", "us-soc-53-7064" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 1, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.01953125 ], "scoredTaskCount": 40 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "13 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9139", "market": "uk", "socCode": "9139", "title": "Elementary process plant occupations n.e.c.", "slug": "elementary-process-plant-occupations-n-e-c", "description": "Job holders in this unit group assist the work of machine operatives and perform a variety of manual tasks in foundries, engineering and allied trades and in other process and plant operations not elsewhere classified in minor group 913: Elementary process plant occupations.", "taskIds": [ "uk-9139-T-02733", "uk-9139-T-10234", "uk-9139-T-02050", "uk-9139-T-02912", "uk-9139-T-04461", "uk-9139-T-08859", "uk-9139-T-12111", "uk-9139-T-13333", "uk-9139-T-14017", "uk-9139-T-15387", "uk-9139-T-17588", "uk-9139-T-17855" ], "employment": { "value": 69500, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29619, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-9161", "us-soc-51-9162", "us-soc-51-9198", "us-soc-51-9199", "us-soc-53-7062", "us-soc-53-7063" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 2, 8 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 12 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:31:26.786Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9211", "market": "uk", "socCode": "9211", "title": "Postal workers, mail sorters and messengers", "slug": "postal-workers-mail-sorters-and-messengers", "description": "Postal workers, mail sorters and messengers collect, receive, sort and deliver mail, documents, correspondence or messages, either between or within establishments.", "taskIds": [ "uk-9211-T-05595", "uk-9211-T-03472", "uk-9211-T-12956", "uk-9211-T-19597", "uk-9211-T-02377", "uk-9211-T-11369", "uk-9211-T-18830", "uk-9211-T-11639", "uk-9211-T-01049", "uk-9211-T-09311", "uk-9211-T-13576", "uk-9211-T-19591", "uk-9211-T-17495", "uk-9211-T-03423", "uk-9211-T-09433", "uk-9211-T-07350", "uk-9211-T-17212", "uk-9211-T-19515", "uk-9211-T-00001", "uk-9211-T-03481", "uk-9211-T-02102", "uk-9211-T-02885", "uk-9211-T-03858", "uk-9211-T-07562", "uk-9211-T-11217", "uk-9211-T-19588", "uk-9211-T-00650", "uk-9211-T-02930", "uk-9211-T-07083", "uk-9211-T-09313", "uk-9211-T-11447", "uk-9211-T-13558", "uk-9211-T-13933", "uk-9211-T-15011", "uk-9211-T-18771", "uk-9211-T-19579", "uk-9211-T-21607", "uk-9211-T-00185", "uk-9211-T-03175", "uk-9211-T-08495", "uk-9211-T-12950", "uk-9211-T-13927", "uk-9211-T-14060", "uk-9211-T-17963", "uk-9211-T-19016", "uk-9211-T-19593", "uk-9211-T-02506", "uk-9211-T-06211", "uk-9211-T-10322", "uk-9211-T-13885", "uk-9211-T-16968", "uk-9211-T-18966", "uk-9211-T-19594", "uk-9211-T-06204", "uk-9211-T-09592", "uk-9211-T-11484", "uk-9211-T-17713", "uk-9211-T-18880", "uk-9211-T-19716", "uk-9211-T-06231", "uk-9211-T-11473", "uk-9211-T-18742", "uk-9211-T-20608", "uk-9211-T-18890" ], "employment": { "value": 111200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31677, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-6011", "us-soc-43-5021", "us-soc-43-5051", "us-soc-43-5052", "us-soc-43-5053", "us-soc-43-9051", "us-soc-53-3099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 6, 13 ], "band": "minimal", "headlineShare": 0.020040080160320637, "headlineShareRange": [ 0.020040080160320637, 0.020040080160320637 ], "scoredTaskCount": 65 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9219", "market": "uk", "socCode": "9219", "title": "Elementary administration occupations n.e.c.", "slug": "elementary-administration-occupations-n-e-c", "description": "Job holders in this unit group perform a variety of elementary clerical and administrative tasks within offices not elsewhere classified in minor group: 921 Elementary administration occupations.", "taskIds": [ "uk-9219-T-14070", "uk-9219-T-01498", "uk-9219-T-04200", "uk-9219-T-08805", "uk-9219-T-13412", "uk-9219-T-13931", "uk-9219-T-00689", "uk-9219-T-03032", "uk-9219-T-08764", "uk-9219-T-11483", "uk-9219-T-13547", "uk-9219-T-16285", "uk-9219-T-18467", "uk-9219-T-02674", "uk-9219-T-03106", "uk-9219-T-08836", "uk-9219-T-13479", "uk-9219-T-15468", "uk-9219-T-17964", "uk-9219-T-03006", "uk-9219-T-05779", "uk-9219-T-12176", "uk-9219-T-15352", "uk-9219-T-17031", "uk-9219-T-19411", "uk-9219-T-06220", "uk-9219-T-17293", "uk-9219-T-19585", "uk-9219-T-13432", "uk-9219-T-14270", "uk-9219-T-17332", "uk-9219-T-19789", "uk-9219-T-18072", "uk-9219-T-16776", "uk-9219-T-20319" ], "employment": { "value": 17100, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26631, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-27-4021", "us-soc-43-4071", "us-soc-43-9071" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 22, "occScoreRange": [ 19, 28 ], "band": "low", "headlineShare": 0.18737672583826429, "headlineShareRange": [ 0.16765285996055226, 0.23865877712031555 ], "scoredTaskCount": 35 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9221", "market": "uk", "socCode": "9221", "title": "Window cleaners", "slug": "window-cleaners", "description": "Window cleaners wash and polish windows and other glass fittings.", "taskIds": [ "uk-9221-T-03163", "uk-9221-T-03164", "uk-9221-T-07551", "uk-9221-T-20800", "uk-9221-T-20380", "uk-9221-T-12463" ], "employment": { "value": 22400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29185, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-2011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 12, 18 ], "band": "minimal", "headlineShare": 0.1149425287356322, "headlineShareRange": [ 0.1149425287356322, 0.1149425287356322 ], "scoredTaskCount": 6 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T22:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9222", "market": "uk", "socCode": "9222", "title": "Street cleaners", "slug": "street-cleaners", "description": "Street cleaners clean, sweep and remove refuse from public thoroughfares.", "taskIds": [ "uk-9222-T-17685", "uk-9222-T-03176", "uk-9222-T-08130", "uk-9222-T-07528", "uk-9222-T-21118", "uk-9222-T-21362" ], "employment": { "value": 14000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27633, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-3019" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 0, "occScoreRange": [ 0, 4 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 6 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:25:34.214Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9223", "market": "uk", "socCode": "9223", "title": "Cleaners and domestics", "slug": "cleaners-and-domestics", "description": "Cleaners and domestics clean interiors of private houses, shops, hotels, schools, offices and other buildings.", "taskIds": [ "uk-9223-T-03066", "uk-9223-T-02576", "uk-9223-T-03149", "uk-9223-T-19248", "uk-9223-T-03042", "uk-9223-T-03163", "uk-9223-T-07567", "uk-9223-T-07568", "uk-9223-T-18805", "uk-9223-T-01269", "uk-9223-T-07338", "uk-9223-T-09439", "uk-9223-T-13525", "uk-9223-T-16752", "uk-9223-T-08951", "uk-9223-T-15308", "uk-9223-T-19455", "uk-9223-T-00195", "uk-9223-T-03860", "uk-9223-T-08931", "uk-9223-T-11177", "uk-9223-T-13566", "uk-9223-T-14322", "uk-9223-T-17886", "uk-9223-T-16548", "uk-9223-T-00111", "uk-9223-T-03052", "uk-9223-T-03771", "uk-9223-T-07551", "uk-9223-T-12169", "uk-9223-T-13783", "uk-9223-T-18982", "uk-9223-T-21160", "uk-9223-T-01235", "uk-9223-T-04485", "uk-9223-T-09530", "uk-9223-T-12197", "uk-9223-T-19497", "uk-9223-T-19828", "uk-9223-T-07662", "uk-9223-T-21573", "uk-9223-T-02535", "uk-9223-T-03165", "uk-9223-T-11499", "uk-9223-T-13568", "uk-9223-T-07283", "uk-9223-T-11902", "uk-9223-T-15309", "uk-9223-T-17900", "uk-9223-T-08838", "uk-9223-T-17651", "uk-9223-T-17937", "uk-9223-T-19590" ], "employment": { "value": 497200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24130, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-2011", "us-soc-37-2012", "us-soc-53-7061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 4, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.03765690376569036 ], "scoredTaskCount": 67 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "5 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9224", "market": "uk", "socCode": "9224", "title": "Launderers, dry cleaners and pressers", "slug": "launderers-dry-cleaners-and-pressers", "description": "Launderers, dry cleaners and pressers supervise and undertake the washing, dry cleaning, ironing and pressing of clothing, household and other linen, carpets, curtains and other articles.", "taskIds": [ "uk-9224-T-19455", "uk-9224-T-08951", "uk-9224-T-03066", "uk-9224-T-09439", "uk-9224-T-19828", "uk-9224-T-00111", "uk-9224-T-07551", "uk-9224-T-13566", "uk-9224-T-03052", "uk-9224-T-07568", "uk-9224-T-03003", "uk-9224-T-08838", "uk-9224-T-11475", "uk-9224-T-14174", "uk-9224-T-17059", "uk-9224-T-19590", "uk-9224-T-01128", "uk-9224-T-02943", "uk-9224-T-06184", "uk-9224-T-09567", "uk-9224-T-12835", "uk-9224-T-13023", "uk-9224-T-16058", "uk-9224-T-19278", "uk-9224-T-21580", "uk-9224-T-01122", "uk-9224-T-03024", "uk-9224-T-07561", "uk-9224-T-09315", "uk-9224-T-09654", "uk-9224-T-11915", "uk-9224-T-13021", "uk-9224-T-15364", "uk-9224-T-16054", "uk-9224-T-18755", "uk-9224-T-19669", "uk-9224-T-20845", "uk-9224-T-02101", "uk-9224-T-07138", "uk-9224-T-09185", "uk-9224-T-10293", "uk-9224-T-11728", "uk-9224-T-12980", "uk-9224-T-13934", "uk-9224-T-14178", "uk-9224-T-15884", "uk-9224-T-17690", "uk-9224-T-19559", "uk-9224-T-20518", "uk-9224-T-01934", "uk-9224-T-07095", "uk-9224-T-09360", "uk-9224-T-14051", "uk-9224-T-15672", "uk-9224-T-17483", "uk-9224-T-19680", "uk-9224-T-20907", "uk-9224-T-14093", "uk-9224-T-03031", "uk-9224-T-11585", "uk-9224-T-16056", "uk-9224-T-08907", "uk-9224-T-13095", "uk-9224-T-16061", "uk-9224-T-19673", "uk-9224-T-02267", "uk-9224-T-09364", "uk-9224-T-15345", "uk-9224-T-17711", "uk-9224-T-19509", "uk-9224-T-19754", "uk-9224-T-20615", "uk-9224-T-09363", "uk-9224-T-10234", "uk-9224-T-14635", "uk-9224-T-19022", "uk-9224-T-19818", "uk-9224-T-20879" ], "employment": { "value": 26300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 23331, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-51-6011", "us-soc-51-6021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 4, "occScoreRange": [ 3, 8 ], "band": "minimal", "headlineShare": 0.012511170688114382, "headlineShareRange": [ 0.012511170688114382, 0.030384271671134926 ], "scoredTaskCount": 84 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "27 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9225", "market": "uk", "socCode": "9225", "title": "Refuse and salvage occupations", "slug": "refuse-and-salvage-occupations", "description": "Refuse and salvage collectors supervise and undertake the collection and processing of refuse from household, commercial and industrial premises.", "taskIds": [ "uk-9225-T-00185", "uk-9225-T-07338", "uk-9225-T-00179", "uk-9225-T-03490", "uk-9225-T-05710", "uk-9225-T-09474", "uk-9225-T-11474", "uk-9225-T-19592", "uk-9225-T-02504", "uk-9225-T-03169", "uk-9225-T-03522", "uk-9225-T-05400", "uk-9225-T-07312", "uk-9225-T-08950", "uk-9225-T-09553", "uk-9225-T-11561", "uk-9225-T-11734", "uk-9225-T-13932", "uk-9225-T-14011", "uk-9225-T-14937", "uk-9225-T-19508", "uk-9225-T-03128", "uk-9225-T-03573", "uk-9225-T-05641", "uk-9225-T-08675", "uk-9225-T-10326", "uk-9225-T-11645", "uk-9225-T-11840", "uk-9225-T-14010", "uk-9225-T-14017", "uk-9225-T-14967", "uk-9225-T-17389", "uk-9225-T-17679", "uk-9225-T-21117", "uk-9225-T-03492", "uk-9225-T-07513", "uk-9225-T-21023", "uk-9225-T-04865", "uk-9225-T-03075", "uk-9225-T-13903", "uk-9225-T-10406", "uk-9225-T-20283", "uk-9225-T-02906", "uk-9225-T-17360", "uk-9225-T-17909" ], "employment": { "value": 30800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27857, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-7081" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 9, 16 ], "band": "minimal", "headlineShare": 0.08867667121418825, "headlineShareRange": [ 0.08867667121418825, 0.08867667121418825 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "8 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9226", "market": "uk", "socCode": "9226", "title": "Vehicle valeters and cleaners", "slug": "vehicle-valeters-and-cleaners", "description": "Vehicle valeters and cleaners clean, wash and polish the interiors and exteriors of ships, aircraft, trains and road vehicles.", "taskIds": [ "uk-9226-T-03161", "uk-9226-T-21566", "uk-9226-T-03166", "uk-9226-T-19455", "uk-9226-T-21592", "uk-9226-T-08945", "uk-9226-T-18756", "uk-9226-T-21163", "uk-9226-T-13227", "uk-9226-T-19499", "uk-9226-T-10405", "uk-9226-T-13552", "uk-9226-T-19751", "uk-9226-T-19752", "uk-9226-T-19753", "uk-9226-T-16055", "uk-9226-T-00074", "uk-9226-T-07553", "uk-9226-T-13029", "uk-9226-T-20806", "uk-9226-T-05631", "uk-9226-T-11586", "uk-9226-T-13729", "uk-9226-T-20900" ], "employment": { "value": 16900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26598, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-7061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 3, "occScoreRange": [ 1, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "13 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9229", "market": "uk", "socCode": "9229", "title": "Elementary cleaning occupations n.e.c.", "slug": "elementary-cleaning-occupations-n-e-c", "description": "Job holders in this unit group perform elementary cleansing service occupations not elsewhere classified in minor group 922: Elementary cleaning occupations.", "taskIds": [ "uk-9229-T-03161", "uk-9229-T-18756", "uk-9229-T-16055", "uk-9229-T-21163", "uk-9229-T-03075", "uk-9229-T-19499", "uk-9229-T-21578", "uk-9229-T-20806", "uk-9229-T-21155", "uk-9229-T-17660", "uk-9229-T-21221", "uk-9229-T-00440", "uk-9229-T-10389", "uk-9229-T-16396", "uk-9229-T-18330", "uk-9229-T-03051", "uk-9229-T-14019", "uk-9229-T-08038", "uk-9229-T-10324", "uk-9229-T-14086", "uk-9229-T-02914", "uk-9229-T-08875", "uk-9229-T-19714", "uk-9229-T-08539", "uk-9229-T-19244", "uk-9229-T-02669", "uk-9229-T-07536", "uk-9229-T-11527", "uk-9229-T-12878", "uk-9229-T-19779", "uk-9229-T-12800", "uk-9229-T-20385", "uk-9229-T-02219", "uk-9229-T-05440", "uk-9229-T-12042", "uk-9229-T-19306", "uk-9229-T-21165", "uk-9229-T-05083", "uk-9229-T-14083", "uk-9229-T-21064", "uk-9229-T-21083", "uk-9229-T-03149", "uk-9229-T-03072", "uk-9229-T-19248", "uk-9229-T-03066", "uk-9229-T-08951", "uk-9229-T-03163", "uk-9229-T-14244", "uk-9229-T-03042", "uk-9229-T-07567", "uk-9229-T-07568" ], "employment": { "value": 14000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25780, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-2011", "us-soc-37-2012", "us-soc-37-2019", "us-soc-47-4071", "us-soc-53-7061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 7, 13 ], "band": "minimal", "headlineShare": 0.08104395604395602, "headlineShareRange": [ 0.08104395604395602, 0.08104395604395602 ], "scoredTaskCount": 51 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T10:01:23Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "35 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9231", "market": "uk", "socCode": "9231", "title": "Security guards and related occupations", "slug": "security-guards-and-related-occupations", "description": "Security guards and related occupations protect merchandise, individuals, hotels, offices, factories, shops, public grounds and private estates from injury, theft or damage.", "taskIds": [ "uk-9231-T-02496", "uk-9231-T-17356", "uk-9231-T-13408", "uk-9231-T-21950", "uk-9231-T-00237", "uk-9231-T-02924", "uk-9231-T-09205", "uk-9231-T-02861", "uk-9231-T-12411", "uk-9231-T-19429", "uk-9231-T-02618", "uk-9231-T-10173", "uk-9231-T-18873", "uk-9231-T-02086", "uk-9231-T-07700", "uk-9231-T-09334", "uk-9231-T-17967", "uk-9231-T-21562", "uk-9231-T-08150", "uk-9231-T-13205", "uk-9231-T-17076", "uk-9231-T-01115", "uk-9231-T-04052", "uk-9231-T-08151", "uk-9231-T-10262", "uk-9231-T-12927", "uk-9231-T-16730", "uk-9231-T-18313", "uk-9231-T-21267", "uk-9231-T-00016", "uk-9231-T-04037", "uk-9231-T-09207", "uk-9231-T-10321", "uk-9231-T-11412", "uk-9231-T-14908", "uk-9231-T-17095", "uk-9231-T-20361", "uk-9231-T-21298", "uk-9231-T-00613", "uk-9231-T-03816", "uk-9231-T-04391", "uk-9231-T-09248", "uk-9231-T-11094", "uk-9231-T-13727", "uk-9231-T-17331", "uk-9231-T-18896", "uk-9231-T-19946", "uk-9231-T-02518", "uk-9231-T-13120", "uk-9231-T-14964", "uk-9231-T-01312", "uk-9231-T-03356", "uk-9231-T-11016", "uk-9231-T-13307", "uk-9231-T-14740", "uk-9231-T-18382", "uk-9231-T-21852", "uk-9231-T-02954", "uk-9231-T-07810", "uk-9231-T-11531", "uk-9231-T-13551", "uk-9231-T-18360", "uk-9231-T-21563", "uk-9231-T-03303", "uk-9231-T-10374", "uk-9231-T-12161", "uk-9231-T-18308" ], "employment": { "value": 158600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 33832, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-33-1091", "us-soc-33-1099", "us-soc-33-3012", "us-soc-33-9031", "us-soc-33-9032", "us-soc-33-9093" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 9, 18 ], "band": "minimal", "headlineShare": 0.08878504672897188, "headlineShareRange": [ 0.060747663551401807, 0.08878504672897188 ], "scoredTaskCount": 68 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:00:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9232", "market": "uk", "socCode": "9232", "title": "School midday and crossing patrol occupations", "slug": "school-midday-and-crossing-patrol-occupations", "description": "School midday and crossing patrol occupations supervise the activities of school children during break and meal times and assist children to cross roads in the vicinity of schools.", "taskIds": [ "uk-9232-T-02029", "uk-9232-T-09388", "uk-9232-T-21123", "uk-9232-T-01850", "uk-9232-T-03626", "uk-9232-T-19962", "uk-9232-T-03533", "uk-9232-T-13491", "uk-9232-T-18006", "uk-9232-T-21583", "uk-9232-T-11366", "uk-9232-T-18009", "uk-9232-T-07379", "uk-9232-T-17913", "uk-9232-T-07152", "uk-9232-T-17104", "uk-9232-T-20405", "uk-9232-T-11562", "uk-9232-T-07375", "uk-9232-T-14362", "uk-9232-T-18011", "uk-9232-T-21561", "uk-9232-T-19784" ], "employment": { "value": 49800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 21678, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-25-9045" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 10, "occScoreRange": [ 7, 15 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 23 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9233", "market": "uk", "socCode": "9233", "title": "Exam invigilators", "slug": "exam-invigilators", "description": "Exam invigilators set up, run and invigilate exams to ensure exams are conducted in line with the relevant regulations.", "taskIds": [ "uk-9233-T-07347", "uk-9233-T-11079", "uk-9233-T-20057", "uk-9233-T-02072", "uk-9233-T-11078", "uk-9233-T-02847", "uk-9233-T-07373" ], "employment": { "value": 37200, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-25-9045" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 2, "occScoreRange": [ 1, 7 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 7 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9241", "market": "uk", "socCode": "9241", "title": "Shelf fillers", "slug": "shelf-fillers", "description": "Shelf fillers receive incoming goods from storage, check them for damage and place them on the appropriate shelves in the store.", "taskIds": [ "uk-9241-T-16068", "uk-9241-T-17883", "uk-9241-T-02922", "uk-9241-T-14616", "uk-9241-T-02112", "uk-9241-T-13578", "uk-9241-T-21011", "uk-9241-T-03079", "uk-9241-T-08503", "uk-9241-T-14382", "uk-9241-T-17708", "uk-9241-T-03036", "uk-9241-T-07331", "uk-9241-T-11734", "uk-9241-T-19800", "uk-9241-T-05063", "uk-9241-T-17641", "uk-9241-T-20370", "uk-9241-T-03681", "uk-9241-T-17249", "uk-9241-T-19420", "uk-9241-T-06171", "uk-9241-T-17298", "uk-9241-T-06075" ], "employment": { "value": 49600, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 24896, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-7065" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 8, "occScoreRange": [ 5, 13 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 24 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T20:51:27.741Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "7 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9249", "market": "uk", "socCode": "9249", "title": "Elementary sales occupations n.e.c.", "slug": "elementary-sales-occupations-n-e-c", "description": "Job holders in this unit group perform a variety of elementary sales related occupations not elsewhere classified in minor group 924: Elementary sales occupations.", "taskIds": [ "uk-9249-T-14966", "uk-9249-T-14623", "uk-9249-T-14616", "uk-9249-T-15008", "uk-9249-T-21250", "uk-9249-T-10306", "uk-9249-T-20809", "uk-9249-T-03822", "uk-9249-T-14381", "uk-9249-T-19800", "uk-9249-T-02982", "uk-9249-T-11605", "uk-9249-T-18626", "uk-9249-T-21011", "uk-9249-T-03036", "uk-9249-T-08503", "uk-9249-T-18432", "uk-9249-T-02112", "uk-9249-T-07331", "uk-9249-T-14173", "uk-9249-T-16068", "uk-9249-T-20370", "uk-9249-T-03681", "uk-9249-T-06171", "uk-9249-T-17249", "uk-9249-T-01889", "uk-9249-T-05063", "uk-9249-T-17298", "uk-9249-T-21045", "uk-9249-T-18434", "uk-9249-T-17685", "uk-9249-T-01887", "uk-9249-T-17310" ], "employment": { "value": 43500, "year": 2026, "source": "nomis-aps" }, "medianPay": null, "crosswalk": { "ids": [ "us-soc-53-7065" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 16, "occScoreRange": [ 13, 22 ], "band": "minimal", "headlineShare": 0.05286343612334802, "headlineShareRange": [ 0.05286343612334802, 0.08370044052863436 ], "scoredTaskCount": 33 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": null }, "gaps": [ "19 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9251", "market": "uk", "socCode": "9251", "title": "Elementary storage supervisors", "slug": "elementary-storage-supervisors", "description": "Elementary storage supervisors oversee operations and directly supervise and coordinate the activities of those working in warehouses, docks and other storage facilities.", "taskIds": [ "uk-9251-T-11145", "uk-9251-T-12039", "uk-9251-T-19405", "uk-9251-T-15662", "uk-9251-T-20332" ], "employment": { "value": 30000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 31010, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-1041", "us-soc-53-7062", "us-soc-53-7121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 52, "occScoreRange": [ 48, 57 ], "band": "partial", "headlineShare": 0.6206896551724137, "headlineShareRange": [ 0.44827586206896547, 0.6206896551724137 ], "scoredTaskCount": 5 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-04T18:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "1 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9252", "market": "uk", "socCode": "9252", "title": "Warehouse operatives", "slug": "warehouse-operatives", "description": "Warehouse operatives load, unload and convey a variety of goods, equipment or other items in warehouses and depots, prepare requisitions or despatch documents of stocks held, and perform other elementary goods handling and storage related tasks.", "taskIds": [ "uk-9252-T-07930", "uk-9252-T-11471", "uk-9252-T-17072", "uk-9252-T-18800", "uk-9252-T-20807", "uk-9252-T-02102", "uk-9252-T-10268", "uk-9252-T-12104", "uk-9252-T-14611", "uk-9252-T-19584", "uk-9252-T-21280", "uk-9252-T-02104", "uk-9252-T-10354", "uk-9252-T-12113", "uk-9252-T-14640", "uk-9252-T-17083", "uk-9252-T-18916", "uk-9252-T-19689", "uk-9252-T-03147", "uk-9252-T-10639", "uk-9252-T-14178", "uk-9252-T-17310", "uk-9252-T-18446", "uk-9252-T-19496", "uk-9252-T-21611" ], "employment": { "value": 383400, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 27832, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-1041", "us-soc-53-7062", "us-soc-53-7121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 11 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 25 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "3 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9253", "market": "uk", "socCode": "9253", "title": "Delivery operatives", "slug": "delivery-operatives", "description": "Delivery operatives load and unload goods from removal vans and delivery vehicles, convey household and office furniture, goods, equipment or other items, accompany drivers of road vehicles, and perform other elementary goods handling tasks.", "taskIds": [ "uk-9253-T-07547", "uk-9253-T-11472", "uk-9253-T-11473", "uk-9253-T-21016", "uk-9253-T-05607", "uk-9253-T-07515", "uk-9253-T-14634", "uk-9253-T-04437", "uk-9253-T-07166", "uk-9253-T-08933", "uk-9253-T-13731", "uk-9253-T-18447", "uk-9253-T-03487", "uk-9253-T-06207", "uk-9253-T-07989", "uk-9253-T-10375", "uk-9253-T-15267", "uk-9253-T-17938", "uk-9253-T-21047" ], "employment": { "value": 21800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 28749, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-1041", "us-soc-53-7062", "us-soc-53-7121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 19, "occScoreRange": [ 16, 24 ], "band": "minimal", "headlineShare": 0.12711864406779663, "headlineShareRange": [ 0.12711864406779663, 0.12711864406779663 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "4 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9259", "market": "uk", "socCode": "9259", "title": "Elementary storage occupations n.e.c.", "slug": "elementary-storage-occupations-n-e-c", "description": "Job holders in this unit group supply berthed ships with water, oil and petroleum, load and unload cargo from ships, boats and barges, and perform other elementary goods handling and storage related tasks not classified elsewhere in minor group 925: Elementary storage occupations.", "taskIds": [ "uk-9259-T-04745", "uk-9259-T-14017", "uk-9259-T-14112", "uk-9259-T-02857", "uk-9259-T-04454", "uk-9259-T-08098", "uk-9259-T-13391", "uk-9259-T-13972", "uk-9259-T-14099", "uk-9259-T-18916", "uk-9259-T-04449", "uk-9259-T-07094", "uk-9259-T-13386", "uk-9259-T-13971", "uk-9259-T-14010", "uk-9259-T-14124", "uk-9259-T-18885", "uk-9259-T-19718", "uk-9259-T-05027", "uk-9259-T-11584", "uk-9259-T-13563", "uk-9259-T-14039", "uk-9259-T-14625", "uk-9259-T-17335", "uk-9259-T-20272", "uk-9259-T-21262" ], "employment": { "value": 12000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 35863, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-53-1041", "us-soc-53-7062", "us-soc-53-7121" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 10, 17 ], "band": "minimal", "headlineShare": 0.06211180124223602, "headlineShareRange": [ 0.06211180124223602, 0.10559006211180123 ], "scoredTaskCount": 26 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T11:20:00Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "15 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9261", "market": "uk", "socCode": "9261", "title": "Bar and catering supervisors", "slug": "bar-and-catering-supervisors", "description": "Bar and catering supervisors oversee operations and directly supervise and coordinate the activities of those working in the catering industry, in bars, restaurants and other establishments.", "taskIds": [ "uk-9261-T-01818", "uk-9261-T-04750", "uk-9261-T-11266", "uk-9261-T-20075", "uk-9261-T-01448", "uk-9261-T-03488", "uk-9261-T-04945", "uk-9261-T-07621", "uk-9261-T-09208", "uk-9261-T-10997", "uk-9261-T-19228", "uk-9261-T-20652", "uk-9261-T-00077", "uk-9261-T-01391", "uk-9261-T-02228", "uk-9261-T-04345", "uk-9261-T-06586", "uk-9261-T-08176", "uk-9261-T-09410", "uk-9261-T-10386", "uk-9261-T-12383", "uk-9261-T-13743", "uk-9261-T-15087", "uk-9261-T-17148", "uk-9261-T-19283", "uk-9261-T-00928", "uk-9261-T-01377", "uk-9261-T-03233", "uk-9261-T-06167", "uk-9261-T-06744", "uk-9261-T-08196", "uk-9261-T-09854", "uk-9261-T-11680", "uk-9261-T-12605", "uk-9261-T-14986", "uk-9261-T-15993", "uk-9261-T-17354" ], "employment": { "value": 64800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 26019, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-35-2021", "us-soc-35-9011", "us-soc-35-9021", "us-soc-35-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 31, "occScoreRange": [ 26, 37 ], "band": "low", "headlineShare": 0.16371681415929207, "headlineShareRange": [ 0.16371681415929207, 0.21238938053097348 ], "scoredTaskCount": 37 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9262", "market": "uk", "socCode": "9262", "title": "Hospital porters", "slug": "hospital-porters", "description": "Hospital porters perform various manual tasks in hospitals to assist nursing and domestic staff with the care of patients.", "taskIds": [ "uk-9262-T-13575", "uk-9262-T-20810", "uk-9262-T-02539", "uk-9262-T-14078", "uk-9262-T-02026", "uk-9262-T-03416", "uk-9262-T-13564", "uk-9262-T-02025", "uk-9262-T-02028", "uk-9262-T-03084", "uk-9262-T-20795", "uk-9262-T-20813", "uk-9262-T-19211", "uk-9262-T-20756", "uk-9262-T-18967", "uk-9262-T-12660", "uk-9262-T-19768", "uk-9262-T-19769", "uk-9262-T-21023" ], "employment": { "value": 25200, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 29409, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-37-2011", "us-soc-37-2012", "us-soc-53-7061" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 1, "occScoreRange": [ 1, 5 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 19 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T12:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9263", "market": "uk", "socCode": "9263", "title": "Kitchen and catering assistants", "slug": "kitchen-and-catering-assistants", "description": "Kitchen and catering assistants assist in the preparation and service of food and beverages in restaurants, cafés and other eating establishments, and perform various cleaning, fetching and carrying tasks.", "taskIds": [ "uk-9263-T-08934", "uk-9263-T-03117", "uk-9263-T-09345", "uk-9263-T-14128", "uk-9263-T-14912", "uk-9263-T-19205", "uk-9263-T-19217", "uk-9263-T-21582", "uk-9263-T-03115", "uk-9263-T-13171", "uk-9263-T-14031", "uk-9263-T-14753", "uk-9263-T-14992", "uk-9263-T-15311", "uk-9263-T-18396", "uk-9263-T-19209", "uk-9263-T-19335", "uk-9263-T-19772", "uk-9263-T-20329", "uk-9263-T-21575", "uk-9263-T-21576", "uk-9263-T-07285", "uk-9263-T-12888", "uk-9263-T-14728", "uk-9263-T-14993", "uk-9263-T-15721", "uk-9263-T-19767", "uk-9263-T-19797", "uk-9263-T-21571", "uk-9263-T-13288", "uk-9263-T-15407", "uk-9263-T-16505", "uk-9263-T-20295", "uk-9263-T-01482", "uk-9263-T-08533", "uk-9263-T-12343", "uk-9263-T-14211", "uk-9263-T-16156", "uk-9263-T-19763", "uk-9263-T-20271", "uk-9263-T-03477", "uk-9263-T-10128", "uk-9263-T-14153", "uk-9263-T-17217", "uk-9263-T-20802", "uk-9263-T-06241", "uk-9263-T-17965", "uk-9263-T-21014" ], "employment": { "value": 424300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 22886, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-35-2011", "us-soc-35-2021", "us-soc-35-3023", "us-soc-35-3041", "us-soc-35-9011", "us-soc-35-9021", "us-soc-35-9099" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 5, "occScoreRange": [ 3, 10 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0.018867924528301883 ], "scoredTaskCount": 48 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:00.000Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "10 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9264", "market": "uk", "socCode": "9264", "title": "Waiters and waitresses", "slug": "waiters-and-waitresses", "description": "Waiters and waitresses serve food and beverages in hotels, clubs, restaurants public houses and other establishments.", "taskIds": [ "uk-9264-T-07901", "uk-9264-T-19210", "uk-9264-T-01063", "uk-9264-T-03185", "uk-9264-T-05568", "uk-9264-T-09214", "uk-9264-T-16548", "uk-9264-T-20329", "uk-9264-T-00697", "uk-9264-T-03139", "uk-9264-T-03641", "uk-9264-T-05714", "uk-9264-T-09208", "uk-9264-T-09228", "uk-9264-T-15477", "uk-9264-T-15993", "uk-9264-T-19209", "uk-9264-T-19335", "uk-9264-T-19505", "uk-9264-T-21160", "uk-9264-T-21820", "uk-9264-T-00004", "uk-9264-T-03488", "uk-9264-T-10095", "uk-9264-T-15462", "uk-9264-T-15509", "uk-9264-T-18228", "uk-9264-T-19312", "uk-9264-T-19767", "uk-9264-T-21491", "uk-9264-T-01060", "uk-9264-T-13783", "uk-9264-T-16435", "uk-9264-T-19375", "uk-9264-T-20295", "uk-9264-T-01059", "uk-9264-T-08795", "uk-9264-T-15312", "uk-9264-T-17063", "uk-9264-T-20271", "uk-9264-T-21492", "uk-9264-T-17203", "uk-9264-T-02295", "uk-9264-T-09058", "uk-9264-T-15626", "uk-9264-T-16586", "uk-9264-T-20347", "uk-9264-T-02968", "uk-9264-T-20674" ], "employment": { "value": 259800, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 22936, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-35-3031", "us-soc-35-3041" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 13, "occScoreRange": [ 10, 19 ], "band": "minimal", "headlineShare": 0.020969855832241143, "headlineShareRange": [ 0.020969855832241143, 0.07732634338138922 ], "scoredTaskCount": 49 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "16 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9265", "market": "uk", "socCode": "9265", "title": "Bar staff", "slug": "bar-staff", "description": "Bar staff prepare, mix and serve alcoholic and non-alcoholic drinks and beverages at bars in public houses, hotels, clubs and other establishments.", "taskIds": [ "uk-9265-T-07901", "uk-9265-T-05568", "uk-9265-T-16548", "uk-9265-T-19228", "uk-9265-T-21492", "uk-9265-T-03064", "uk-9265-T-03462", "uk-9265-T-03641", "uk-9265-T-09211", "uk-9265-T-11733", "uk-9265-T-14912", "uk-9265-T-17136", "uk-9265-T-19225", "uk-9265-T-19765", "uk-9265-T-20329", "uk-9265-T-21160", "uk-9265-T-01345", "uk-9265-T-03132", "uk-9265-T-03158", "uk-9265-T-03476", "uk-9265-T-08792", "uk-9265-T-13018", "uk-9265-T-14154", "uk-9265-T-15462", "uk-9265-T-19212", "uk-9265-T-19772", "uk-9265-T-03042", "uk-9265-T-03156", "uk-9265-T-13525", "uk-9265-T-13783", "uk-9265-T-17661", "uk-9265-T-19217", "uk-9265-T-21635", "uk-9265-T-02228", "uk-9265-T-03154", "uk-9265-T-04750", "uk-9265-T-11648", "uk-9265-T-12383", "uk-9265-T-15857", "uk-9265-T-17899", "uk-9265-T-19211", "uk-9265-T-21572", "uk-9265-T-06910", "uk-9265-T-11522", "uk-9265-T-14273", "uk-9265-T-15626", "uk-9265-T-18871", "uk-9265-T-20024", "uk-9265-T-07680", "uk-9265-T-20075" ], "employment": { "value": 169900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 23182, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-35-3011", "us-soc-35-9011", "us-soc-49-9071", "us-soc-49-9098" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 6, "occScoreRange": [ 4, 12 ], "band": "minimal", "headlineShare": 0, "headlineShareRange": [ 0, 0 ], "scoredTaskCount": 50 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness-with-uniform" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "20 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9266", "market": "uk", "socCode": "9266", "title": "Coffee shop workers", "slug": "coffee-shop-workers", "description": "Coffee shop workers make and serve coffee, food and other beverages in coffee shops and cafés, and perform various cleaning, fetching and carrying tasks.", "taskIds": [ "uk-9266-T-07901", "uk-9266-T-15477", "uk-9266-T-02295", "uk-9266-T-03117", "uk-9266-T-05568", "uk-9266-T-16548", "uk-9266-T-19335", "uk-9266-T-03017", "uk-9266-T-03060", "uk-9266-T-03641", "uk-9266-T-05714", "uk-9266-T-15311", "uk-9266-T-15478", "uk-9266-T-16517", "uk-9266-T-19205", "uk-9266-T-20318", "uk-9266-T-21160", "uk-9266-T-01413", "uk-9266-T-03058", "uk-9266-T-03488", "uk-9266-T-09231", "uk-9266-T-14728", "uk-9266-T-15462", "uk-9266-T-15536", "uk-9266-T-19767", "uk-9266-T-21582", "uk-9266-T-03042", "uk-9266-T-13783", "uk-9266-T-15888", "uk-9266-T-20271", "uk-9266-T-21577", "uk-9266-T-02228", "uk-9266-T-03074", "uk-9266-T-05698", "uk-9266-T-15721", "uk-9266-T-17169", "uk-9266-T-19406", "uk-9266-T-21573", "uk-9266-T-21753", "uk-9266-T-02756", "uk-9266-T-03477", "uk-9266-T-05285", "uk-9266-T-13432", "uk-9266-T-14225", "uk-9266-T-15626", "uk-9266-T-17065", "uk-9266-T-18398", "uk-9266-T-19545", "uk-9266-T-20347", "uk-9266-T-21605", "uk-9266-T-02904", "uk-9266-T-04600", "uk-9266-T-13723", "uk-9266-T-14251", "uk-9266-T-15719", "uk-9266-T-18047", "uk-9266-T-20075" ], "employment": { "value": 79300, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 21598, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-35-3011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 12, "occScoreRange": [ 9, 17 ], "band": "minimal", "headlineShare": 0.0385078219013237, "headlineShareRange": [ 0.026474127557160044, 0.05294825511432009 ], "scoredTaskCount": 57 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "35 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9267", "market": "uk", "socCode": "9267", "title": "Leisure and theme park attendants", "slug": "leisure-and-theme-park-attendants", "description": "Leisure and theme park attendants monitor the operation of amusement arcades, check tickets of entry to theatres and cinemas and show people to their seats, operate rides at funfairs and theme parks, entertain and look after guests at holiday camps and supervise museums and art galleries.", "taskIds": [ "uk-9267-T-03098", "uk-9267-T-02667", "uk-9267-T-12110", "uk-9267-T-02888", "uk-9267-T-14063", "uk-9267-T-19132", "uk-9267-T-09306", "uk-9267-T-18779", "uk-9267-T-03383", "uk-9267-T-19505", "uk-9267-T-02954", "uk-9267-T-09212", "uk-9267-T-10398", "uk-9267-T-16550", "uk-9267-T-19208", "uk-9267-T-21409", "uk-9267-T-07367", "uk-9267-T-09283", "uk-9267-T-11173", "uk-9267-T-14103", "uk-9267-T-18255", "uk-9267-T-19135", "uk-9267-T-09352", "uk-9267-T-11456", "uk-9267-T-11728", "uk-9267-T-17563", "uk-9267-T-18300", "uk-9267-T-03072", "uk-9267-T-11633", "uk-9267-T-13134", "uk-9267-T-18899", "uk-9267-T-13131", "uk-9267-T-08752", "uk-9267-T-16868", "uk-9267-T-11907", "uk-9267-T-11631", "uk-9267-T-19153", "uk-9267-T-09202", "uk-9267-T-16729", "uk-9267-T-11345", "uk-9267-T-09159", "uk-9267-T-18373", "uk-9267-T-07349", "uk-9267-T-11296", "uk-9267-T-19501", "uk-9267-T-01033", "uk-9267-T-00667" ], "employment": { "value": 45900, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 22294, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-3021", "us-soc-39-3031", "us-soc-39-3091", "us-soc-39-3093", "us-soc-53-6021" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 9, "occScoreRange": [ 6, 14 ], "band": "minimal", "headlineShare": 0.0415647921760391, "headlineShareRange": [ 0.0415647921760391, 0.0415647921760391 ], "scoredTaskCount": 60 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "13 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] }, { "id": "uk-soc-9269", "market": "uk", "socCode": "9269", "title": "Other elementary services occupations n.e.c.", "slug": "other-elementary-services-occupations-n-e-c", "description": "Job holders in this unit group perform a variety of elementary services occupations not elsewhere classified in minor group 926: Other elementary services occupations.", "taskIds": [ "uk-9269-T-01036", "uk-9269-T-19707", "uk-9269-T-03426", "uk-9269-T-02392", "uk-9269-T-11173", "uk-9269-T-02400", "uk-9269-T-08551", "uk-9269-T-14750", "uk-9269-T-10083", "uk-9269-T-15537", "uk-9269-T-10251", "uk-9269-T-21505", "uk-9269-T-21445", "uk-9269-T-00467", "uk-9269-T-01546", "uk-9269-T-09390", "uk-9269-T-16444", "uk-9269-T-09040", "uk-9269-T-07407", "uk-9269-T-04527", "uk-9269-T-18750", "uk-9269-T-01980", "uk-9269-T-14129", "uk-9269-T-14121", "uk-9269-T-14148", "uk-9269-T-21017", "uk-9269-T-02666", "uk-9269-T-11691", "uk-9269-T-14138", "uk-9269-T-21640", "uk-9269-T-11514", "uk-9269-T-17965", "uk-9269-T-06965", "uk-9269-T-13908", "uk-9269-T-03383", "uk-9269-T-10398", "uk-9269-T-19132", "uk-9269-T-00135", "uk-9269-T-03477", "uk-9269-T-17563", "uk-9269-T-21489", "uk-9269-T-01046", "uk-9269-T-01887", "uk-9269-T-09212", "uk-9269-T-09222", "uk-9269-T-13134", "uk-9269-T-01417", "uk-9269-T-02485", "uk-9269-T-09283", "uk-9269-T-11113", "uk-9269-T-16620", "uk-9269-T-19928", "uk-9269-T-20279", "uk-9269-T-11724" ], "employment": { "value": 45000, "year": 2026, "source": "nomis-aps" }, "medianPay": { "value": 25344, "currency": "GBP", "period": "year", "year": 2025, "source": "ashe-t14" }, "crosswalk": { "ids": [ "us-soc-39-3012", "us-soc-39-6011" ], "quality": "partial" }, "taskClusterIds": [], "rollup": { "occScore": 21, "occScoreRange": [ 18, 27 ], "band": "low", "headlineShare": 0.1627033792240299, "headlineShareRange": [ 0.1627033792240299, 0.1627033792240299 ], "scoredTaskCount": 55 }, "provenance": { "tasks": { "source": "gaisi-index", "transforms": [ "catalogue-bridge", "ssc-relatedness-weighting", "task-scoring", "score-aggregation" ] }, "weights": { "source": "gaisi-index", "weightSource": "relatedness" }, "scores": { "promptVersion": "task_scoring_v1.0", "modelId": "claude-opus-5", "scoredAt": "2026-08-05T09:40:07Z" }, "employment": { "source": "nomis-aps", "referencePeriod": "Apr 2025-Mar 2026 (latest APS 12-month period)" }, "pay": { "source": "ashe-t14", "referencePeriod": "ASHE 2025 provisional (reference April 2025)" } }, "gaps": [ "31 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in scores.json; none is presented as a measurement for this job.", "Task clusters are not derived in this release, so taskClusterIds is empty and no Collab365 Space routing is attached to this occupation yet." ] } ]