{
 "name": "JobRoute AI exposure by occupation",
 "version": "2026-11-02",
 "methodologyVersion": "v1.0.0",
 "sources": {
  "onet": "O*NET 30.3",
  "bls": "BLS OEWS May 2025",
  "blsProjections": "BLS Employment Projections 2024-2034",
  "aei": "Anthropic Economic Index (June 2026)"
 },
 "license": "CC BY 4.0",
 "licenseUrl": "https://creativecommons.org/licenses/by/4.0/",
 "attribution": "JobRoute-derived data is published under the Creative Commons Attribution 4.0 International license (CC BY 4.0). This dataset includes information from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under the CC BY 4.0 license. O*NET is a trademark of USDOL/ETA. JobRoute has modified some of this information. Employment and wages: U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (May 2025) and Employment Projections (2024 to 2034). Observed AI use by task: Anthropic Economic Index (June 2026 release).",
 "citation": "JobRoute (2026). AI exposure by occupation. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/data",
 "fields": {
  "onet_code": "O*NET-SOC code",
  "title": "O*NET occupation title",
  "employment": "US employment, BLS OEWS May 2025 (blank where BLS publishes none)",
  "median_wage_usd": "Median annual wage in US dollars, BLS OEWS May 2025",
  "ai_exposure": "Task exposure, 0 to 100: importance-weighted mean of task AI exposure. Higher means more of the work is AI-doable.",
  "tasks_ai_handles": "Number of tasks with AI exposure of 60 or more",
  "task_count": "Number of O*NET 30.3 tasks scored",
  "recommended_tier": "Lowest model tier (efficient, standard, frontier) covering 80% of the importance-weighted AI-addressable work; blank = no tier",
  "tier_mix_efficient_pct": "Share of importance-weighted task work at the efficient tier",
  "tier_mix_standard_pct": "Share at the standard tier",
  "tier_mix_frontier_pct": "Share at the frontier tier",
  "tier_mix_none_pct": "Share with no model tier (hands-on work)",
  "aei_observed_tasks": "Number of task scores observed in the Anthropic Economic Index; the rest are estimated from the task's O*NET work activity",
  "url": "JobRoute page for the occupation"
 },
 "rows": [
  {
   "onet_code": "11-1011.00",
   "title": "Chief Executives",
   "employment": 204350,
   "median_wage_usd": 213990,
   "ai_exposure": 47.9,
   "tasks_ai_handles": 3,
   "task_count": 31,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 12.8,
   "tier_mix_standard_pct": 25.3,
   "tier_mix_frontier_pct": 59.1,
   "tier_mix_none_pct": 2.9,
   "aei_observed_tasks": 3,
   "url": "https://www.jobroute.ai/jobs/chief-executives"
  },
  {
   "onet_code": "11-1011.03",
   "title": "Chief Sustainability Officers",
   "employment": 204350,
   "median_wage_usd": 213990,
   "ai_exposure": 54.8,
   "tasks_ai_handles": 6,
   "task_count": 18,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 27,
   "tier_mix_standard_pct": 31.9,
   "tier_mix_frontier_pct": 41,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/chief-sustainability-officers"
  },
  {
   "onet_code": "11-1021.00",
   "title": "General and Operations Managers",
   "employment": 3503020,
   "median_wage_usd": 105770,
   "ai_exposure": 53.6,
   "tasks_ai_handles": 3,
   "task_count": 17,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 6,
   "tier_mix_standard_pct": 5.5,
   "tier_mix_frontier_pct": 82.3,
   "tier_mix_none_pct": 6.2,
   "aei_observed_tasks": 2,
   "url": "https://www.jobroute.ai/jobs/general-and-operations-managers"
  },
  {
   "onet_code": "11-1031.00",
   "title": "Legislators",
   "employment": 26510,
   "median_wage_usd": 44810,
   "ai_exposure": 66.3,
   "tasks_ai_handles": 24,
   "task_count": 30,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 26.7,
   "tier_mix_standard_pct": 43.3,
   "tier_mix_frontier_pct": 30,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/legislators"
  },
  {
   "onet_code": "11-2011.00",
   "title": "Advertising and Promotions Managers",
   "employment": 21470,
   "median_wage_usd": 133660,
   "ai_exposure": 45,
   "tasks_ai_handles": 5,
   "task_count": 30,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 39.1,
   "tier_mix_standard_pct": 27.3,
   "tier_mix_frontier_pct": 30.1,
   "tier_mix_none_pct": 3.5,
   "aei_observed_tasks": 4,
   "url": "https://www.jobroute.ai/jobs/advertising-and-promotions-managers"
  },
  {
   "onet_code": "11-2021.00",
   "title": "Marketing Managers",
   "employment": 395240,
   "median_wage_usd": 166790,
   "ai_exposure": 59.2,
   "tasks_ai_handles": 11,
   "task_count": 20,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 15.8,
   "tier_mix_standard_pct": 47.8,
   "tier_mix_frontier_pct": 36.4,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 6,
   "url": "https://www.jobroute.ai/jobs/marketing-manager"
  },
  {
   "onet_code": "11-2022.00",
   "title": "Sales Managers",
   "employment": 637080,
   "median_wage_usd": 148270,
   "ai_exposure": 44.9,
   "tasks_ai_handles": 5,
   "task_count": 17,
   "recommended_tier": "standard",
   "tier_mix_efficient_pct": 24.4,
   "tier_mix_standard_pct": 57.8,
   "tier_mix_frontier_pct": 17.8,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 3,
   "url": "https://www.jobroute.ai/jobs/sales-managers"
  },
  {
   "onet_code": "11-2032.00",
   "title": "Public Relations Managers",
   "employment": 74850,
   "median_wage_usd": 146910,
   "ai_exposure": 48.8,
   "tasks_ai_handles": 6,
   "task_count": 20,
   "recommended_tier": "standard",
   "tier_mix_efficient_pct": 15,
   "tier_mix_standard_pct": 65,
   "tier_mix_frontier_pct": 20,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 3,
   "url": "https://www.jobroute.ai/jobs/public-relations-managers"
  },
  {
   "onet_code": "11-2033.00",
   "title": "Fundraising Managers",
   "employment": 38810,
   "median_wage_usd": 125470,
   "ai_exposure": 61.2,
   "tasks_ai_handles": 8,
   "task_count": 16,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 6.6,
   "tier_mix_standard_pct": 36,
   "tier_mix_frontier_pct": 57.5,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/fundraising-managers"
  },
  {
   "onet_code": "11-3012.00",
   "title": "Administrative Services Managers",
   "employment": 263960,
   "median_wage_usd": 114130,
   "ai_exposure": 64.7,
   "tasks_ai_handles": 10,
   "task_count": 18,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 15.5,
   "tier_mix_standard_pct": 43.5,
   "tier_mix_frontier_pct": 41,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 4,
   "url": "https://www.jobroute.ai/jobs/administrative-services-managers"
  },
  {
   "onet_code": "11-3013.00",
   "title": "Facilities Managers",
   "employment": 156180,
   "median_wage_usd": 106660,
   "ai_exposure": 47.5,
   "tasks_ai_handles": 5,
   "task_count": 11,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 28.3,
   "tier_mix_standard_pct": 19.8,
   "tier_mix_frontier_pct": 42.2,
   "tier_mix_none_pct": 9.8,
   "aei_observed_tasks": 1,
   "url": "https://www.jobroute.ai/jobs/facilities-managers"
  },
  {
   "onet_code": "11-3013.01",
   "title": "Security Managers",
   "employment": 156180,
   "median_wage_usd": 106660,
   "ai_exposure": 54.1,
   "tasks_ai_handles": 9,
   "task_count": 28,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 17.6,
   "tier_mix_standard_pct": 38.9,
   "tier_mix_frontier_pct": 39.9,
   "tier_mix_none_pct": 3.6,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/security-managers"
  },
  {
   "onet_code": "11-3021.00",
   "title": "Computer and Information Systems Managers",
   "employment": 670570,
   "median_wage_usd": 175140,
   "ai_exposure": 61.3,
   "tasks_ai_handles": 9,
   "task_count": 17,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 17.1,
   "tier_mix_standard_pct": 35.5,
   "tier_mix_frontier_pct": 47.4,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 4,
   "url": "https://www.jobroute.ai/jobs/computer-and-information-systems-managers"
  },
  {
   "onet_code": "11-3031.00",
   "title": "Financial Managers",
   "employment": 841710,
   "median_wage_usd": 166570,
   "ai_exposure": 59.3,
   "tasks_ai_handles": 9,
   "task_count": 17,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 17.7,
   "tier_mix_standard_pct": 51.4,
   "tier_mix_frontier_pct": 30.9,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 6,
   "url": "https://www.jobroute.ai/jobs/financial-managers"
  },
  {
   "onet_code": "11-3031.01",
   "title": "Treasurers and Controllers",
   "employment": 841710,
   "median_wage_usd": 166570,
   "ai_exposure": 60.4,
   "tasks_ai_handles": 13,
   "task_count": 22,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 18.5,
   "tier_mix_standard_pct": 36.1,
   "tier_mix_frontier_pct": 45.4,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 5,
   "url": "https://www.jobroute.ai/jobs/treasurers-and-controllers"
  },
  {
   "onet_code": "11-3031.03",
   "title": "Investment Fund Managers",
   "employment": 841710,
   "median_wage_usd": 166570,
   "ai_exposure": 58.7,
   "tasks_ai_handles": 7,
   "task_count": 20,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 5.2,
   "tier_mix_standard_pct": 62.4,
   "tier_mix_frontier_pct": 32.4,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 3,
   "url": "https://www.jobroute.ai/jobs/investment-fund-managers"
  },
  {
   "onet_code": "11-3051.00",
   "title": "Industrial Production Managers",
   "employment": 246250,
   "median_wage_usd": 126060,
   "ai_exposure": 41.9,
   "tasks_ai_handles": 5,
   "task_count": 21,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 30.8,
   "tier_mix_standard_pct": 29.4,
   "tier_mix_frontier_pct": 34.3,
   "tier_mix_none_pct": 5.6,
   "aei_observed_tasks": 1,
   "url": "https://www.jobroute.ai/jobs/industrial-production-managers"
  },
  {
   "onet_code": "11-3051.01",
   "title": "Quality Control Systems Managers",
   "employment": 246250,
   "median_wage_usd": 126060,
   "ai_exposure": 63.5,
   "tasks_ai_handles": 20,
   "task_count": 27,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 21.8,
   "tier_mix_standard_pct": 52,
   "tier_mix_frontier_pct": 26.3,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 3,
   "url": "https://www.jobroute.ai/jobs/quality-control-systems-managers"
  },
  {
   "onet_code": "11-3051.02",
   "title": "Geothermal Production Managers",
   "employment": 246250,
   "median_wage_usd": 126060,
   "ai_exposure": 54,
   "tasks_ai_handles": 4,
   "task_count": 17,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 29,
   "tier_mix_standard_pct": 40.7,
   "tier_mix_frontier_pct": 30.3,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/geothermal-production-managers"
  },
  {
   "onet_code": "11-3051.03",
   "title": "Biofuels Production Managers",
   "employment": 246250,
   "median_wage_usd": 126060,
   "ai_exposure": 48.2,
   "tasks_ai_handles": 1,
   "task_count": 14,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 7,
   "tier_mix_standard_pct": 56.3,
   "tier_mix_frontier_pct": 29.2,
   "tier_mix_none_pct": 7.4,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/biofuels-production-managers"
  },
  {
   "onet_code": "11-3051.04",
   "title": "Biomass Power Plant Managers",
   "employment": 246250,
   "median_wage_usd": 126060,
   "ai_exposure": 56.5,
   "tasks_ai_handles": 9,
   "task_count": 19,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 25.9,
   "tier_mix_standard_pct": 48.2,
   "tier_mix_frontier_pct": 21.1,
   "tier_mix_none_pct": 4.9,
   "aei_observed_tasks": 1,
   "url": "https://www.jobroute.ai/jobs/biomass-power-plant-managers"
  },
  {
   "onet_code": "11-3051.06",
   "title": "Hydroelectric Production Managers",
   "employment": 246250,
   "median_wage_usd": 126060,
   "ai_exposure": 51.1,
   "tasks_ai_handles": 8,
   "task_count": 18,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 33.3,
   "tier_mix_standard_pct": 18,
   "tier_mix_frontier_pct": 43,
   "tier_mix_none_pct": 5.7,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/hydroelectric-production-managers"
  },
  {
   "onet_code": "11-3061.00",
   "title": "Purchasing Managers",
   "employment": 84320,
   "median_wage_usd": 148080,
   "ai_exposure": 63.1,
   "tasks_ai_handles": 13,
   "task_count": 18,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 37.6,
   "tier_mix_standard_pct": 22.6,
   "tier_mix_frontier_pct": 39.9,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 1,
   "url": "https://www.jobroute.ai/jobs/purchasing-managers"
  },
  {
   "onet_code": "11-3071.00",
   "title": "Transportation, Storage, and Distribution Managers",
   "employment": 221180,
   "median_wage_usd": 107230,
   "ai_exposure": 62.4,
   "tasks_ai_handles": 20,
   "task_count": 30,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 10.3,
   "tier_mix_standard_pct": 50.1,
   "tier_mix_frontier_pct": 39.6,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 2,
   "url": "https://www.jobroute.ai/jobs/transportation-storage-and-distribution-managers"
  },
  {
   "onet_code": "11-3071.04",
   "title": "Supply Chain Managers",
   "employment": 221180,
   "median_wage_usd": 107230,
   "ai_exposure": 41,
   "tasks_ai_handles": 5,
   "task_count": 30,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 37.2,
   "tier_mix_standard_pct": 32.7,
   "tier_mix_frontier_pct": 30.1,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/supply-chain-managers"
  },
  {
   "onet_code": "11-3111.00",
   "title": "Compensation and Benefits Managers",
   "employment": 22940,
   "median_wage_usd": 149230,
   "ai_exposure": 43.9,
   "tasks_ai_handles": 6,
   "task_count": 22,
   "recommended_tier": "standard",
   "tier_mix_efficient_pct": 26.4,
   "tier_mix_standard_pct": 60.3,
   "tier_mix_frontier_pct": 13.3,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 1,
   "url": "https://www.jobroute.ai/jobs/compensation-and-benefits-managers"
  },
  {
   "onet_code": "11-3121.00",
   "title": "Human Resources Managers",
   "employment": 220660,
   "median_wage_usd": 149280,
   "ai_exposure": 43.2,
   "tasks_ai_handles": 6,
   "task_count": 26,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 28.2,
   "tier_mix_standard_pct": 49.1,
   "tier_mix_frontier_pct": 22.6,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 2,
   "url": "https://www.jobroute.ai/jobs/human-resources-managers"
  },
  {
   "onet_code": "11-3131.00",
   "title": "Training and Development Managers",
   "employment": 48050,
   "median_wage_usd": 133000,
   "ai_exposure": 48.7,
   "tasks_ai_handles": 2,
   "task_count": 12,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 45.4,
   "tier_mix_standard_pct": 32.1,
   "tier_mix_frontier_pct": 22.4,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 2,
   "url": "https://www.jobroute.ai/jobs/training-and-development-managers"
  },
  {
   "onet_code": "11-9013.00",
   "title": "Farmers, Ranchers, and Other Agricultural Managers",
   "employment": 6500,
   "median_wage_usd": 89900,
   "ai_exposure": 45.7,
   "tasks_ai_handles": 1,
   "task_count": 30,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 27.3,
   "tier_mix_standard_pct": 31.4,
   "tier_mix_frontier_pct": 34.5,
   "tier_mix_none_pct": 6.8,
   "aei_observed_tasks": 2,
   "url": "https://www.jobroute.ai/jobs/farmers-ranchers-and-other-agricultural-managers"
  },
  {
   "onet_code": "11-9021.00",
   "title": "Construction Managers",
   "employment": 380360,
   "median_wage_usd": 114990,
   "ai_exposure": 46.7,
   "tasks_ai_handles": 9,
   "task_count": 25,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 12,
   "tier_mix_standard_pct": 24.6,
   "tier_mix_frontier_pct": 36.1,
   "tier_mix_none_pct": 27.2,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/construction-managers"
  },
  {
   "onet_code": "11-9031.00",
   "title": "Education and Childcare Administrators, Preschool and Daycare",
   "employment": 73660,
   "median_wage_usd": 59300,
   "ai_exposure": 52.2,
   "tasks_ai_handles": 4,
   "task_count": 17,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 24.1,
   "tier_mix_standard_pct": 22.5,
   "tier_mix_frontier_pct": 47.2,
   "tier_mix_none_pct": 6.2,
   "aei_observed_tasks": 0,
   "url": "https://www.jobroute.ai/jobs/education-and-childcare-administrators-preschool-and-daycare"
  },
  {
   "onet_code": "11-9032.00",
   "title": "Education Administrators, Kindergarten through Secondary",
   "employment": 328330,
   "median_wage_usd": 105870,
   "ai_exposure": 61,
   "tasks_ai_handles": 19,
   "task_count": 32,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 15.5,
   "tier_mix_standard_pct": 36.5,
   "tier_mix_frontier_pct": 44.7,
   "tier_mix_none_pct": 3.4,
   "aei_observed_tasks": 2,
   "url": "https://www.jobroute.ai/jobs/education-administrators-kindergarten-through-secondary"
  },
  {
   "onet_code": "11-9033.00",
   "title": "Education Administrators, Postsecondary",
   "employment": 180470,
   "median_wage_usd": 104590,
   "ai_exposure": 56.5,
   "tasks_ai_handles": 10,
   "task_count": 27,
   "recommended_tier": "frontier",
   "tier_mix_efficient_pct": 26.1,
   "tier_mix_standard_pct": 38.1,
   "tier_mix_frontier_pct": 35.8,
   "tier_mix_none_pct": 0,
   "aei_observed_tasks": 2,
   "url": "https://www.jobroute.ai/jobs/education-administrators-postsecondary"
  },
  {
   "onet_code": "11-9039.00",
   "title": "Education Administrators, All Other",
   "employment": 55130,
   "median_wage_usd": 95200,
   "ai_exposure": null,
   "tasks_ai_handles": null,
   "task_count": 0,
   "recommended_tier": null,
   "tier_mix_efficient_pct": null,
   "tier_mix_standard_pct": null,
   "tier_mix_frontier_pct": null,
   "tier_mix_none_pct": null,
   "aei_observed_tasks": null,
   "url": "https://www.jobroute.ai/jobs/education-administrators-all-other"
  },
  {
   "onet_code": "11-9041.00",
   "title": "Architectural and Engineering Managers",
   "employment": 220260,
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