{
  "version": "1.0.0",
  "checkedAt": "2026-10-15",
  "baselineYear": 2025,
  "source": {
    "title": "Gmyrek et al. (2025), ILO Working Paper 140",
    "url": "https://www.ilo.org/publications/generative-ai-and-jobs-refined-global-index-occupational-exposure",
    "dataUrl": "https://raw.githubusercontent.com/pgmyrek/2025_GenAI_scores_ISCO08/ce5fc25c2a0db2757c5bfa797c4cfc8b408431ea/output_data.json",
    "explorerUrl": "https://pgmyrek.github.io/2025_GenAI_scores_ISCO08/",
    "sha256": "c73052a0fb47d2df5d40c5c886c264cc20984e3fbad0631a0f1f9bde1cd3d98b",
    "revision": "ce5fc25c2a0db2757c5bfa797c4cfc8b408431ea",
    "revisionDate": "2026-10-12",
    "license": "CC BY 4.0",
    "licenseUrl": "https://creativecommons.org/licenses/by/4.0/",
    "transformation": "Occupation codes, names and categories retained. Mean and sample SD calculated from task scores in the author JSON; task-score bands counted. Occupation names remain in the source language. Task descriptions not republished."
  },
  "context2026": {
    "date": "2026-03-17",
    "title": "Disruption without Dividend?, ILO Working Paper166",
    "url": "https://www.ilo.org/publications/disruption-without-dividend-how-digital-divide-and-task-differences-split",
    "note": "Infraestrutura e organização das tarefas variam entre países. Este estudo complementa a interpretação; não substitui os escores ocupacionais de 2025."
  },
  "coverage": {
    "occupations": 427,
    "tasks": 3265,
    "note": "O arquivo dos autores contém 427 ocupações e 3.265 tarefas. O artigo descreve a classificação ISCO-08 com 436 ocupações. Esta interface mostra somente os registros presentes no arquivo e não preenche escores ausentes."
  },
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    "unit": "score from 0 to 1, technical task exposure",
    "mean": "Unweighted arithmetic mean of the available task scores within each occupation, derived by Rovemark. Not an employment share or probability of dismissal.",
    "sd": "Sample standard deviation between task scores. Not a confidence interval.",
    "categories": "Categories supplied by the authors; not inferred again from displayed rounded means.",
    "counts": "Counts of occupations or tasks in this file; not numbers of workers."
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    "2": "Profissionais de nível superior",
    "3": "Técnicos e profissionais de nível intermediário",
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    "5": "Serviços e vendas",
    "6": "Agropecuária, pesca e florestas",
    "7": "Ofícios e atividades industriais",
    "8": "Operadores e montadores",
    "9": "Ocupações elementares",
    "0": "Forças armadas"
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      "code": "7412",
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      "code": "7413",
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      "code": "7421",
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      "code": "7422",
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      "code": "7535",
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      "code": "7541",
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      "code": "7544",
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      "code": "8182",
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      "code": "8183",
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      "group": "8",
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      "taskCount": 3,
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    {
      "code": "8211",
      "title": "Mechanical machinery assemblers",
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      "taskCount": 5,
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    {
      "code": "8212",
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      "taskCount": 5,
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    {
      "code": "8219",
      "title": "Assemblers not elsewhere classified",
      "group": "8",
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      "taskCount": 5,
      "mean": 0.319,
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      "bands": [
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      "publishedMean": 0.32,
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    {
      "code": "8311",
      "title": "Locomotive engine drivers",
      "group": "8",
      "category": "not-exposed",
      "taskCount": 5,
      "mean": 0.1985,
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      "bands": [
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    {
      "code": "8312",
      "title": "Railway brake, signal and switch operators",
      "group": "8",
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      "taskCount": 5,
      "mean": 0.175,
      "sd": 0.03921097,
      "bands": [
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      "publishedMean": 0.17,
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    {
      "code": "8321",
      "title": "Motorcycle drivers",
      "group": "8",
      "category": "minimal",
      "taskCount": 5,
      "mean": 0.24975,
      "sd": 0.17182931,
      "bands": [
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      "publishedMean": 0.25,
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    },
    {
      "code": "8322",
      "title": "Car, taxi and van drivers",
      "group": "8",
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      "taskCount": 8,
      "mean": 0.27625,
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      "publishedMean": 0.28,
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    {
      "code": "8331",
      "title": "Bus and tram drivers",
      "group": "8",
      "category": "not-exposed",
      "taskCount": 7,
      "mean": 0.17857143,
      "sd": 0.06453128,
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      "publishedMean": 0.18,
      "publishedSd": 0.06,
      "sourceDifference": false
    },
    {
      "code": "8332",
      "title": "Heavy truck and lorry drivers",
      "group": "8",
      "category": "minimal",
      "taskCount": 6,
      "mean": 0.245,
      "sd": 0.22487219,
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      "publishedMean": 0.24,
      "publishedSd": 0.22,
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    },
    {
      "code": "8341",
      "title": "Mobile farm and forestry plant operators",
      "group": "8",
      "category": "not-exposed",
      "taskCount": 8,
      "mean": 0.1228125,
      "sd": 0.02660684,
      "bands": [
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        0
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      "publishedMean": 0.12,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "8342",
      "title": "Earthmoving and related plant operators",
      "group": "8",
      "category": "not-exposed",
      "taskCount": 7,
      "mean": 0.13142857,
      "sd": 0.01766925,
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      "publishedMean": 0.13,
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      "sourceDifference": false
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    {
      "code": "8343",
      "title": "Crane, hoist and related plant operators",
      "group": "8",
      "category": "not-exposed",
      "taskCount": 7,
      "mean": 0.17514286,
      "sd": 0.03068213,
      "bands": [
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        0,
        0
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      "publishedMean": 0.18,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "8344",
      "title": "Lifting truck operators",
      "group": "8",
      "category": "not-exposed",
      "taskCount": 5,
      "mean": 0.198,
      "sd": 0.10036496,
      "bands": [
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        0
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      "publishedMean": 0.2,
      "publishedSd": 0.1,
      "sourceDifference": false
    },
    {
      "code": "8350",
      "title": "Ships' deck crews and related workers",
      "group": "8",
      "category": "not-exposed",
      "taskCount": 6,
      "mean": 0.1425,
      "sd": 0.02202272,
      "bands": [
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        0
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      "publishedMean": 0.14,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9111",
      "title": "Domestic cleaners and helpers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 7,
      "mean": 0.14342857,
      "sd": 0.08479506,
      "bands": [
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        0,
        0
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      "publishedMean": 0.14,
      "publishedSd": 0.08,
      "sourceDifference": false
    },
    {
      "code": "9112",
      "title": "Cleaners and helpers in offices, hotels and other establishments",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 4,
      "mean": 0.11875,
      "sd": 0.02313907,
      "bands": [
        4,
        0,
        0,
        0
      ],
      "publishedMean": 0.12,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9121",
      "title": "Hand launderers and pressers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 4,
      "mean": 0.14375,
      "sd": 0.02688711,
      "bands": [
        4,
        0,
        0,
        0
      ],
      "publishedMean": 0.14,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "9122",
      "title": "Vehicle cleaners",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 6,
      "mean": 0.08895833,
      "sd": 0.0093011,
      "bands": [
        6,
        0,
        0,
        0
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      "publishedMean": 0.09,
      "publishedSd": 0.01,
      "sourceDifference": false
    },
    {
      "code": "9123",
      "title": "Window cleaners",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 3,
      "mean": 0.11133333,
      "sd": 0.03362043,
      "bands": [
        3,
        0,
        0,
        0
      ],
      "publishedMean": 0.11,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "9129",
      "title": "Other cleaning workers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 6,
      "mean": 0.10208333,
      "sd": 0.01435415,
      "bands": [
        6,
        0,
        0,
        0
      ],
      "publishedMean": 0.1,
      "publishedSd": 0.01,
      "sourceDifference": false
    },
    {
      "code": "9211",
      "title": "Crop farm labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 8,
      "mean": 0.0914375,
      "sd": 0.02227176,
      "bands": [
        8,
        0,
        0,
        0
      ],
      "publishedMean": 0.09,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9212",
      "title": "Livestock farm labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 10,
      "mean": 0.1185,
      "sd": 0.02815532,
      "bands": [
        10,
        0,
        0,
        0
      ],
      "publishedMean": 0.12,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "9213",
      "title": "Mixed crop and livestock farm labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 11,
      "mean": 0.11272727,
      "sd": 0.03208299,
      "bands": [
        11,
        0,
        0,
        0
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      "publishedMean": 0.11,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "9214",
      "title": "Garden and horticultural labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 9,
      "mean": 0.11577778,
      "sd": 0.01873184,
      "bands": [
        9,
        0,
        0,
        0
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      "publishedMean": 0.12,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9215",
      "title": "Forestry labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 8,
      "mean": 0.0940625,
      "sd": 0.0185076,
      "bands": [
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        0,
        0,
        0
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      "publishedMean": 0.09,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9216",
      "title": "Fishery and aquaculture labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 7,
      "mean": 0.11053571,
      "sd": 0.03158864,
      "bands": [
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        0,
        0,
        0
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      "publishedMean": 0.11,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "9311",
      "title": "Mining and quarrying labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 7,
      "mean": 0.10885714,
      "sd": 0.01831373,
      "bands": [
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        0,
        0
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      "publishedMean": 0.11,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9312",
      "title": "Civil engineering labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 5,
      "mean": 0.093,
      "sd": 0.02354517,
      "bands": [
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        0,
        0,
        0
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      "publishedMean": 0.09,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9313",
      "title": "Building construction labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 6,
      "mean": 0.09391667,
      "sd": 0.01763637,
      "bands": [
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        0,
        0
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      "publishedMean": 0.09,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9321",
      "title": "Hand packers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 3,
      "mean": 0.1975,
      "sd": 0.04630065,
      "bands": [
        2,
        1,
        0,
        0
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      "publishedMean": 0.2,
      "publishedSd": 0.05,
      "sourceDifference": false
    },
    {
      "code": "9329",
      "title": "Manufacturing labourers not elsewhere classified",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 4,
      "mean": 0.12,
      "sd": 0.01594261,
      "bands": [
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      "publishedMean": 0.12,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9331",
      "title": "Hand and pedal vehicle drivers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 5,
      "mean": 0.207,
      "sd": 0.07965551,
      "bands": [
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        1,
        0,
        0
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      "publishedMean": 0.21,
      "publishedSd": 0.08,
      "sourceDifference": false
    },
    {
      "code": "9332",
      "title": "Drivers of animal-drawn vehicles and machinery",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 9,
      "mean": 0.13244444,
      "sd": 0.08285433,
      "bands": [
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        0,
        0
      ],
      "publishedMean": 0.13,
      "publishedSd": 0.08,
      "sourceDifference": false
    },
    {
      "code": "9333",
      "title": "Freight handlers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 6,
      "mean": 0.14083333,
      "sd": 0.02562551,
      "bands": [
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        0,
        0
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      "publishedMean": 0.14,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "9334",
      "title": "Shelf fillers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 8,
      "mean": 0.2046875,
      "sd": 0.10148397,
      "bands": [
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        2,
        0,
        0
      ],
      "publishedMean": 0.2,
      "publishedSd": 0.1,
      "sourceDifference": false
    },
    {
      "code": "9411",
      "title": "Fast food preparers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 9,
      "mean": 0.18305556,
      "sd": 0.04639804,
      "bands": [
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        1,
        0,
        0
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      "publishedMean": 0.18,
      "publishedSd": 0.05,
      "sourceDifference": false
    },
    {
      "code": "9412",
      "title": "Kitchen helpers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 6,
      "mean": 0.12958333,
      "sd": 0.01964794,
      "bands": [
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      "publishedMean": 0.13,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9510",
      "title": "Street and related service workers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 8,
      "mean": 0.17875,
      "sd": 0.08645808,
      "bands": [
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        0
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      "publishedMean": 0.18,
      "publishedSd": 0.09,
      "sourceDifference": false
    },
    {
      "code": "9520",
      "title": "Street vendors (excluding food)",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 5,
      "mean": 0.2045,
      "sd": 0.10367316,
      "bands": [
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        1,
        0,
        0
      ],
      "publishedMean": 0.2,
      "publishedSd": 0.1,
      "sourceDifference": false
    },
    {
      "code": "9611",
      "title": "Garbage and recycling collectors",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 4,
      "mean": 0.091875,
      "sd": 0.01748511,
      "bands": [
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        0,
        0
      ],
      "publishedMean": 0.09,
      "publishedSd": 0.02,
      "sourceDifference": false
    },
    {
      "code": "9612",
      "title": "Refuse sorters",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 6,
      "mean": 0.18125,
      "sd": 0.11200167,
      "bands": [
        5,
        1,
        0,
        0
      ],
      "publishedMean": 0.18,
      "publishedSd": 0.11,
      "sourceDifference": false
    },
    {
      "code": "9613",
      "title": "Sweepers and related labourers",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 4,
      "mean": 0.094375,
      "sd": 0.02756621,
      "bands": [
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        0,
        0,
        0
      ],
      "publishedMean": 0.09,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "9621",
      "title": "Messengers, package deliverers and luggage porters",
      "group": "9",
      "category": "g1",
      "taskCount": 6,
      "mean": 0.37,
      "sd": 0.18619882,
      "bands": [
        2,
        3,
        1,
        0
      ],
      "publishedMean": 0.37,
      "publishedSd": 0.19,
      "sourceDifference": false
    },
    {
      "code": "9622",
      "title": "Odd job persons",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 7,
      "mean": 0.11017857,
      "sd": 0.0276363,
      "bands": [
        7,
        0,
        0,
        0
      ],
      "publishedMean": 0.11,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "9623",
      "title": "Meter readers and vending-machine collectors",
      "group": "9",
      "category": "g1",
      "taskCount": 7,
      "mean": 0.37678571,
      "sd": 0.21197835,
      "bands": [
        2,
        3,
        1,
        1
      ],
      "publishedMean": 0.38,
      "publishedSd": 0.21,
      "sourceDifference": false
    },
    {
      "code": "9624",
      "title": "Water and firewood collectors",
      "group": "9",
      "category": "not-exposed",
      "taskCount": 6,
      "mean": 0.08916667,
      "sd": 0.03068659,
      "bands": [
        6,
        0,
        0,
        0
      ],
      "publishedMean": 0.09,
      "publishedSd": 0.03,
      "sourceDifference": false
    },
    {
      "code": "9629",
      "title": "Elementary workers not elsewhere classified",
      "group": "9",
      "category": "minimal",
      "taskCount": 8,
      "mean": 0.2921875,
      "sd": 0.13557706,
      "bands": [
        4,
        4,
        0,
        0
      ],
      "publishedMean": 0.29,
      "publishedSd": 0.14,
      "sourceDifference": false
    }
  ],
  "reconciliation": {
    "source": "https://www.ilo.org/sites/default/files/2025-05/WP140_web.pdf",
    "pdfSha256": "9077761c72aabaa3c7ee70999ec5aa46a6afcf943b5fb01baa971f601d363ee9",
    "table": "Annex Table A1, printed pages48–62",
    "checkedOccupations": 427,
    "differenceCodes": [
      "7126"
    ],
    "note": "Diferenças superiores à tolerância de arredondamento são mostradas no detalhe da ocupação. O gráfico usa a média calculada das tarefas do arquivo dos autores."
  }
}