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  "socCode": "11-9199.00",
  "title": "Managers, All Other",
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    "Animal Ride Manager",
    "Aquatic Facility Manager",
    "Area Development Manager",
    "Area Supervisor",
    "Armored Transport Service Manager",
    "Art Coordinator",
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    "Association Executive",
    "Auto Repair Shop Manager",
    "Barber or Beauty Shop Manager",
    "Billiard Parlor Manager",
    "Billing Manager"
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      "cluster": "Arts, Entertainment, & Design",
      "slug": "arts-entertainment-design"
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    {
      "cluster": "Management & Entrepreneurship",
      "slug": "management-entrepreneurship"
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    {
      "cluster": "Public Service & Safety",
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      "title": "Business, Management, Marketing, and Related Support Services",
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    {
      "title": "Communication, Journalism, and Related Programs",
      "slug": "communication-journalism-and-related-programs"
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      "title": "Computer and Information Sciences and Support Services",
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    {
      "title": "Health Professions and Related Programs",
      "slug": "health-professions-and-related-programs"
    },
    {
      "title": "History",
      "slug": "history"
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    {
      "title": "Homeland Security, Law Enforcement, Firefighting and Related Protective Services",
      "slug": "homeland-security-law-enforcement-firefighting-and-related-protective-services"
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    {
      "title": "Library Science",
      "slug": "library-science"
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    {
      "title": "Multi/Interdisciplinary Studies",
      "slug": "multi-interdisciplinary-studies"
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    {
      "title": "Natural Resources and Conservation",
      "slug": "natural-resources-and-conservation"
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      "title": "Psychology",
      "slug": "psychology"
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    {
      "title": "Public Administration and Social Service Professions",
      "slug": "public-administration-and-social-service-professions"
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    {
      "title": "Social Sciences",
      "slug": "social-sciences"
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    {
      "title": "Theology and Religious Vocations",
      "slug": "theology-and-religious-vocations"
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    {
      "title": "Visual and Performing Arts",
      "slug": "visual-and-performing-arts"
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        "naics": "221113",
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        "title": "Labor Unions and Similar Labor Organizations",
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      "source": "frey_osborne",
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      "release": "2013-baseline-2016-employment-snapshot"
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      "source": "felten_aioe",
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      "release": "2021-plus-generative-ai-workbooks"
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      "source": "felten_image_generation_aioe",
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      "source": "felten_language_modeling_aioe",
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        "note": "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."
      },
      {
        "source": "eloundou_gamma",
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        "note": "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."
      },
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        "source": "microsoft_applicability",
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        "note": "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."
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    "freyHistorical": {
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      "note": "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."
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    "usageTasks": [],
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      "direction": "About average",
      "annualOpeningsThousands": 106.7,
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        "source": "bls_employment_projections",
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        "source": "dingel_neiman",
        "version": "dingel-neiman-workathome"
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        "source": "felten_aioe",
        "version": "felten-raj-seamans-aioe"
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      {
        "source": "frey_osborne",
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        "source": "microsoft_working_with_ai",
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        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
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  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "62f407fe28fe60ab"
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}