{
  "name": "AI exposure by occupation: Anthropic Claude use, Anthropic observed exposure and OpenAI theoretical exposure",
  "url": "https://www.orbytlabs.ai/founder/the-connection#your-job",
  "retrieved": "2026-10-19",
  "count": 807,
  "license": {
    "claude": {
      "columns": [
        "claude_use_pct",
        "claude_use_rank"
      ],
      "license": "CC-BY",
      "version": "Not stated by Anthropic",
      "attribution": "Claude use: Anthropic Economic Index, June 2026 release, CC-BY."
    },
    "compilation": {
      "holder": "Orbyt Labs",
      "license": "CC BY 4.0",
      "url": "https://creativecommons.org/licenses/by/4.0/",
      "covers": "The matching, summing, averaging, rounding and percentile ranks, and the selection and arrangement of this file."
    },
    "anthropic": {
      "columns": [
        "anthropic",
        "anthropic_rank",
        "anthropic_n",
        "anthropic_min",
        "anthropic_max",
        "anthropic_rolled_up"
      ],
      "license": "CC-BY",
      "version": "Not stated by Anthropic",
      "attribution": "Observed exposure: Anthropic Economic Index, Massenkoff and McCrory (2026), CC-BY."
    },
    "openai": {
      "columns": [
        "openai",
        "openai_rank",
        "openai_n",
        "openai_min",
        "openai_max",
        "openai_rolled_up"
      ],
      "license": "MIT",
      "notice": "MIT License\n\nCopyright (c) 2024 OpenAI\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE."
    }
  },
  "sources": [
    {
      "columns": "claude_use_pct",
      "name": "Claude use, April and May 2026",
      "measure": "Each occupation's share of the Claude.ai conversations Anthropic matched to an occupation, April and May 2026 (Claude chat and Cowork, not the API).",
      "authors": "Massenkoff, Lyubich, Sacher, Hitzig, Zhang, Heller and McCrory",
      "title": "Anthropic Economic Index report: Cadences",
      "published": "2026-06-26",
      "release": "release_2026_06_26",
      "months": [
        "2026-04",
        "2026-05"
      ],
      "window": "April and May 2026",
      "docWindow": "This release includes data for April and May 2026",
      "docUrl": "https://huggingface.co/datasets/Anthropic/EconomicIndex/blob/main/release_2026_06_26/data_documentation.md",
      "url": "https://www.anthropic.com/research/economic-index-june-2026-report",
      "dataUrl": "https://huggingface.co/datasets/Anthropic/EconomicIndex"
    },
    {
      "columns": "anthropic",
      "name": "Observed exposure, March 2026",
      "measure": "Share of an occupation's tasks that are LLM-feasible and show work-related Claude use (automated use full weight, augmentative half).",
      "authors": "Massenkoff and McCrory",
      "title": "Labor market impacts of AI: A new measure and early evidence",
      "published": "2026-03-05",
      "window": "Claude usage from August and November 2025",
      "url": "https://www.anthropic.com/research/labor-market-impacts",
      "dataUrl": "https://huggingface.co/datasets/Anthropic/EconomicIndex"
    },
    {
      "columns": "openai",
      "name": "Theoretical exposure, 2023",
      "measure": "Share of an occupation's tasks where an LLM alone, or with tools at half weight, could cut the time by at least half.",
      "authors": "Eloundou, Manning, Mishkin and Rock",
      "title": "GPTs are GPTs",
      "published": "2023-03-17",
      "window": "Rated in 2023",
      "url": "https://arxiv.org/abs/2303.10130",
      "dataUrl": "https://github.com/openai/GPTs-are-GPTs"
    }
  ],
  "fields": {
    "claude_use_pct": "Percent of the Claude.ai conversations Anthropic matched to an occupation, April and May 2026: the shares of the occupation's O*NET codes summed per month, then averaged over the months it was published. Null where the release has no row. The release publishes values rounded to two decimals, so 173 rows are 0 here, never a missing value; the page shows each of them as \"Under 0.01%\".",
    "claude_use_rank": "Share of the release's occupations with a strictly lower claude_use_pct, whole percent.",
    "value": "anthropic and openai: whole percent, or null where the source does not describe the occupation (never 0).",
    "rank": "Share of the occupations that source measured (rollups excluded) with a strictly lower value, whole percent.",
    "n": "How many source values were averaged: O*NET sub-codes, or for a rolled up broad code its detailed occupations.",
    "min": "Lowest averaged value, whole percent.",
    "max": "Highest averaged value, whole percent.",
    "rolled_up": "True when a broad occupation code took the plain average of its detailed occupations."
  },
  "rows": [
    {
      "soc": "11-1011",
      "title": "Chief Executives",
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      "anthropic_n": 1,
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      "anthropic_max": 3,
      "anthropic_rolled_up": false,
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      "openai_n": 2,
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      "openai_rolled_up": false,
      "claude_use_pct": 0.16,
      "claude_use_rank": 81
    },
    {
      "soc": "11-1021",
      "title": "General and Operations Managers",
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      "anthropic_n": 1,
      "anthropic_min": 14,
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      "anthropic_rolled_up": false,
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      "openai_n": 1,
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      "openai_rolled_up": false,
      "claude_use_pct": 0.205,
      "claude_use_rank": 85
    },
    {
      "soc": "11-1031",
      "title": "Legislators",
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      "anthropic_rank": 0,
      "anthropic_n": 1,
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      "anthropic_max": 0,
      "anthropic_rolled_up": false,
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      "claude_use_pct": 0.01,
      "claude_use_rank": 30
    },
    {
      "soc": "11-2011",
      "title": "Advertising and Promotions Managers",
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      "anthropic_rolled_up": false,
      "openai": 55,
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      "claude_use_pct": 0.665,
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    },
    {
      "soc": "11-2021",
      "title": "Marketing Managers",
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      "claude_use_pct": 0.515,
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    },
    {
      "soc": "11-2022",
      "title": "Sales Managers",
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      "anthropic_n": 1,
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      "openai": 48,
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      "claude_use_pct": 0.11,
      "claude_use_rank": 75
    },
    {
      "soc": "11-2032",
      "title": "Public Relations Managers",
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      "claude_use_pct": 0.17,
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    },
    {
      "soc": "11-2033",
      "title": "Fundraising Managers",
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      "openai": 50,
      "openai_rank": 81,
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      "claude_use_pct": 0.045,
      "claude_use_rank": 64
    },
    {
      "soc": "11-3012",
      "title": "Administrative Services Managers",
      "anthropic": 0,
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      "anthropic_n": 1,
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      "openai_rolled_up": false,
      "claude_use_pct": 0.135,
      "claude_use_rank": 78
    },
    {
      "soc": "11-3013",
      "title": "Facilities Managers",
      "anthropic": 13,
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      "anthropic_n": 1,
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      "claude_use_pct": 0.035,
      "claude_use_rank": 61
    },
    {
      "soc": "11-3021",
      "title": "Computer and Information Systems Managers",
      "anthropic": 16,
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      "anthropic_n": 1,
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      "anthropic_rolled_up": false,
      "openai": 56,
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      "claude_use_pct": 0.44,
      "claude_use_rank": 91
    },
    {
      "soc": "11-3031",
      "title": "Financial Managers",
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      "anthropic_rank": 95,
      "anthropic_n": 1,
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      "anthropic_rolled_up": false,
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      "openai_n": 3,
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      "claude_use_pct": 0.335,
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    },
    {
      "soc": "11-3051",
      "title": "Industrial Production Managers",
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      "anthropic_n": 1,
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    },
    {
      "soc": "11-3061",
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      "claude_use_pct": 0.03,
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    },
    {
      "soc": "11-3071",
      "title": "Transportation, Storage, and Distribution Managers",
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      "anthropic_n": 1,
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      "openai": 47,
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      "openai_n": 2,
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      "claude_use_pct": 0.155,
      "claude_use_rank": 81
    },
    {
      "soc": "11-3111",
      "title": "Compensation and Benefits Managers",
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      "claude_use_pct": 0.02,
      "claude_use_rank": 50
    },
    {
      "soc": "11-3121",
      "title": "Human Resources Managers",
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    },
    {
      "soc": "11-3131",
      "title": "Training and Development Managers",
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    },
    {
      "soc": "11-9013",
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    {
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    },
    {
      "soc": "11-9031",
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    },
    {
      "soc": "11-9032",
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    },
    {
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      "title": "Education Administrators, Postsecondary",
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    },
    {
      "soc": "11-9041",
      "title": "Architectural and Engineering Managers",
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      "anthropic_n": 1,
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    },
    {
      "soc": "11-9051",
      "title": "Food Service Managers",
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    },
    {
      "soc": "11-9071",
      "title": "Gambling Managers",
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      "claude_use_pct": 0,
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    },
    {
      "soc": "11-9072",
      "title": "Entertainment and Recreation Managers, Except Gambling",
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    },
    {
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    },
    {
      "soc": "11-9111",
      "title": "Medical and Health Services Managers",
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    },
    {
      "soc": "11-9121",
      "title": "Natural Sciences Managers",
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    },
    {
      "soc": "11-9131",
      "title": "Postmasters and Mail Superintendents",
      "anthropic": 0,
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    },
    {
      "soc": "11-9141",
      "title": "Property, Real Estate, and Community Association Managers",
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    },
    {
      "soc": "11-9151",
      "title": "Social and Community Service Managers",
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