{
 "source": {
  "ai_use_share": "Microsoft AI Economy Institute, AI Diffusion in the United States, Q1 2026 (MIT licence). Cite Misra et al. (2026), Measuring AI Diffusion Across U.S. Geographies: County, State, and Metro Estimates, https://aka.ms/AI_Diffusion_US_Technical_Report. Data: https://github.com/microsoft/ai-diffusion-report/tree/main/data/US",
  "employment": "US Bureau of Labor Statistics, Occupational Employment and Wage Statistics (OEWS), May 2025, state estimates, detailed occupations",
  "ai_exposure": "WorldJobsData occupation scores (model-estimated), weighted by OEWS state employment. Not a measurement."
 },
 "method": "See scripts/build_us_state_data.py. DC is reported but excluded from the trend line.",
 "fit": {
  "n": 50,
  "excludes": [
   "DC"
  ],
  "slope_pts_per_exposure_point": 15.23,
  "intercept": -46.82,
  "pearson_r": 0.461,
  "r_squared": 0.213,
  "all_51": {
   "pearson_r": 0.562,
   "r_squared": 0.316
  }
 },
 "job_mix_us_pct": {
  "food_prep_serving": 8.8,
  "personal_care_service": 2.1,
  "computer_math": 3.4
 },
 "job_mix_note": "Share of OEWS jobs in SOC major groups 35, 39 and 15; job_mix_us_pct sums the 50 states and DC.",
 "states": [
  {
   "code": "AL",
   "name": "Alabama",
   "ai_use_share_pct": 27.3,
   "ai_exposure": 4.802,
   "employment": 2076000,
   "soc_exact_match_pct": 49.9,
   "soc_scored_pct": 93.4,
   "job_mix_pct": {
    "food_prep_serving": 8.7,
    "personal_care_service": 1.8,
    "computer_math": 2.7
   },
   "predicted_use_pct": 26.3,
   "gap_pts": 1.0,
   "use_rank": 34,
   "exposure_rank": 46
  },
  {
   "code": "AK",
   "name": "Alaska",
   "ai_use_share_pct": 23.6,
   "ai_exposure": 4.981,
   "employment": 317080,
   "soc_exact_match_pct": 54.4,
   "soc_scored_pct": 92.7,
   "job_mix_pct": {
    "food_prep_serving": 8.5,
    "personal_care_service": 2.6,
    "computer_math": 1.7
   },
   "predicted_use_pct": 29.1,
   "gap_pts": -5.5,
   "use_rank": 46,
   "exposure_rank": 28
  },
  {
   "code": "AZ",
   "name": "Arizona",
   "ai_use_share_pct": 31.4,
   "ai_exposure": 5.007,
   "employment": 3202590,
   "soc_exact_match_pct": 54.4,
   "soc_scored_pct": 95.4,
   "job_mix_pct": {
    "food_prep_serving": 8.7,
    "personal_care_service": 2.1,
    "computer_math": 3.3
   },
   "predicted_use_pct": 29.5,
   "gap_pts": 1.9,
   "use_rank": 18,
   "exposure_rank": 22
  },
  {
   "code": "AR",
   "name": "Arkansas",
   "ai_use_share_pct": 26.0,
   "ai_exposure": 4.855,
   "employment": 1291640,
   "soc_exact_match_pct": 51.5,
   "soc_scored_pct": 94.2,
   "job_mix_pct": {
    "food_prep_serving": 8.6,
    "personal_care_service": 1.5,
    "computer_math": 2.1
   },
   "predicted_use_pct": 27.1,
   "gap_pts": -1.1,
   "use_rank": 41,
   "exposure_rank": 44
  },
  {
   "code": "CA",
   "name": "California",
   "ai_use_share_pct": 34.0,
   "ai_exposure": 5.078,
   "employment": 18149550,
   "soc_exact_match_pct": 54.2,
   "soc_scored_pct": 95.8,
   "job_mix_pct": {
    "food_prep_serving": 8.9,
    "personal_care_service": 2.2,
    "computer_math": 3.9
   },
   "predicted_use_pct": 30.5,
   "gap_pts": 3.5,
   "use_rank": 8,
   "exposure_rank": 12
  },
  {
   "code": "CO",
   "name": "Colorado",
   "ai_use_share_pct": 32.3,
   "ai_exposure": 5.065,
   "employment": 2854110,
   "soc_exact_match_pct": 51.6,
   "soc_scored_pct": 94.5,
   "job_mix_pct": {
    "food_prep_serving": 9.4,
    "personal_care_service": 2.7,
    "computer_math": 4.7
   },
   "predicted_use_pct": 30.3,
   "gap_pts": 2.0,
   "use_rank": 16,
   "exposure_rank": 15
  },
  {
   "code": "CT",
   "name": "Connecticut",
   "ai_use_share_pct": 34.0,
   "ai_exposure": 5.143,
   "employment": 1662590,
   "soc_exact_match_pct": 55.6,
   "soc_scored_pct": 94.5,
   "job_mix_pct": {
    "food_prep_serving": 8.2,
    "personal_care_service": 2.8,
    "computer_math": 2.8
   },
   "predicted_use_pct": 31.5,
   "gap_pts": 2.5,
   "use_rank": 9,
   "exposure_rank": 6
  },
  {
   "code": "DE",
   "name": "Delaware",
   "ai_use_share_pct": 30.6,
   "ai_exposure": 5.091,
   "employment": 466740,
   "soc_exact_match_pct": 57.5,
   "soc_scored_pct": 94.9,
   "job_mix_pct": {
    "food_prep_serving": 9.5,
    "personal_care_service": 2.3,
    "computer_math": 3.0
   },
   "predicted_use_pct": 30.7,
   "gap_pts": -0.1,
   "use_rank": 19,
   "exposure_rank": 10
  },
  {
   "code": "DC",
   "name": "District of Columbia",
   "ai_use_share_pct": 40.3,
   "ai_exposure": 5.633,
   "employment": 684180,
   "soc_exact_match_pct": 58.2,
   "soc_scored_pct": 97.1,
   "job_mix_pct": {
    "food_prep_serving": 8.1,
    "personal_care_service": 1.7,
    "computer_math": 6.1
   },
   "predicted_use_pct": 39.0,
   "gap_pts": 1.3,
   "use_rank": 1,
   "exposure_rank": 1
  },
  {
   "code": "FL",
   "name": "Florida",
   "ai_use_share_pct": 33.6,
   "ai_exposure": 5.01,
   "employment": 9817300,
   "soc_exact_match_pct": 53.5,
   "soc_scored_pct": 94.7,
   "job_mix_pct": {
    "food_prep_serving": 10.2,
    "personal_care_service": 2.1,
    "computer_math": 3.0
   },
   "predicted_use_pct": 29.5,
   "gap_pts": 4.1,
   "use_rank": 11,
   "exposure_rank": 21
  },
  {
   "code": "GA",
   "name": "Georgia",
   "ai_use_share_pct": 33.7,
   "ai_exposure": 5.0,
   "employment": 4840120,
   "soc_exact_match_pct": 49.3,
   "soc_scored_pct": 94.3,
   "job_mix_pct": {
    "food_prep_serving": 9.0,
    "personal_care_service": 1.8,
    "computer_math": 3.5
   },
   "predicted_use_pct": 29.3,
   "gap_pts": 4.4,
   "use_rank": 10,
   "exposure_rank": 25
  },
  {
   "code": "HI",
   "name": "Hawaii",
   "ai_use_share_pct": 30.6,
   "ai_exposure": 4.889,
   "employment": 609100,
   "soc_exact_match_pct": 50.7,
   "soc_scored_pct": 93.3,
   "job_mix_pct": {
    "food_prep_serving": 13.2,
    "personal_care_service": 2.8,
    "computer_math": 1.9
   },
   "predicted_use_pct": 27.7,
   "gap_pts": 2.9,
   "use_rank": 20,
   "exposure_rank": 40
  },
  {
   "code": "ID",
   "name": "Idaho",
   "ai_use_share_pct": 28.8,
   "ai_exposure": 4.913,
   "employment": 844160,
   "soc_exact_match_pct": 54.6,
   "soc_scored_pct": 94.7,
   "job_mix_pct": {
    "food_prep_serving": 8.6,
    "personal_care_service": 2.3,
    "computer_math": 2.3
   },
   "predicted_use_pct": 28.0,
   "gap_pts": 0.8,
   "use_rank": 25,
   "exposure_rank": 36
  },
  {
   "code": "IL",
   "name": "Illinois",
   "ai_use_share_pct": 33.3,
   "ai_exposure": 4.998,
   "employment": 6059240,
   "soc_exact_match_pct": 53.3,
   "soc_scored_pct": 95.9,
   "job_mix_pct": {
    "food_prep_serving": 8.1,
    "personal_care_service": 2.1,
    "computer_math": 3.0
   },
   "predicted_use_pct": 29.3,
   "gap_pts": 4.0,
   "use_rank": 13,
   "exposure_rank": 26
  },
  {
   "code": "IN",
   "name": "Indiana",
   "ai_use_share_pct": 26.8,
   "ai_exposure": 4.772,
   "employment": 3187170,
   "soc_exact_match_pct": 50.7,
   "soc_scored_pct": 95.0,
   "job_mix_pct": {
    "food_prep_serving": 8.6,
    "personal_care_service": 1.8,
    "computer_math": 2.1
   },
   "predicted_use_pct": 25.9,
   "gap_pts": 0.9,
   "use_rank": 36,
   "exposure_rank": 49
  },
  {
   "code": "IA",
   "name": "Iowa",
   "ai_use_share_pct": 24.4,
   "ai_exposure": 4.875,
   "employment": 1550560,
   "soc_exact_match_pct": 51.9,
   "soc_scored_pct": 95.3,
   "job_mix_pct": {
    "food_prep_serving": 8.7,
    "personal_care_service": 2.0,
    "computer_math": 2.5
   },
   "predicted_use_pct": 27.4,
   "gap_pts": -3.0,
   "use_rank": 44,
   "exposure_rank": 43
  },
  {
   "code": "KS",
   "name": "Kansas",
   "ai_use_share_pct": 28.6,
   "ai_exposure": 4.937,
   "employment": 1422140,
   "soc_exact_match_pct": 51.4,
   "soc_scored_pct": 94.8,
   "job_mix_pct": {
    "food_prep_serving": 8.6,
    "personal_care_service": 2.2,
    "computer_math": 2.6
   },
   "predicted_use_pct": 28.4,
   "gap_pts": 0.2,
   "use_rank": 26,
   "exposure_rank": 34
  },
  {
   "code": "KY",
   "name": "Kentucky",
   "ai_use_share_pct": 25.1,
   "ai_exposure": 4.885,
   "employment": 1988120,
   "soc_exact_match_pct": 49.9,
   "soc_scored_pct": 94.4,
   "job_mix_pct": {
    "food_prep_serving": 8.8,
    "personal_care_service": 1.6,
    "computer_math": 2.0
   },
   "predicted_use_pct": 27.6,
   "gap_pts": -2.5,
   "use_rank": 43,
   "exposure_rank": 41
  },
  {
   "code": "LA",
   "name": "Louisiana",
   "ai_use_share_pct": 26.1,
   "ai_exposure": 4.877,
   "employment": 1918070,
   "soc_exact_match_pct": 52.2,
   "soc_scored_pct": 94.5,
   "job_mix_pct": {
    "food_prep_serving": 9.7,
    "personal_care_service": 1.9,
    "computer_math": 1.4
   },
   "predicted_use_pct": 27.5,
   "gap_pts": -1.4,
   "use_rank": 40,
   "exposure_rank": 42
  },
  {
   "code": "ME",
   "name": "Maine",
   "ai_use_share_pct": 21.4,
   "ai_exposure": 5.006,
   "employment": 626560,
   "soc_exact_match_pct": 54.9,
   "soc_scored_pct": 94.9,
   "job_mix_pct": {
    "food_prep_serving": 8.6,
    "personal_care_service": 2.3,
    "computer_math": 2.3
   },
   "predicted_use_pct": 29.4,
   "gap_pts": -8.0,
   "use_rank": 50,
   "exposure_rank": 24
  },
  {
   "code": "MD",
   "name": "Maryland",
   "ai_use_share_pct": 36.3,
   "ai_exposure": 5.222,
   "employment": 2722100,
   "soc_exact_match_pct": 51.6,
   "soc_scored_pct": 94.9,
   "job_mix_pct": {
    "food_prep_serving": 7.7,
    "personal_care_service": 2.4,
    "computer_math": 5.1
   },
   "predicted_use_pct": 32.7,
   "gap_pts": 3.6,
   "use_rank": 2,
   "exposure_rank": 4
  },
  {
   "code": "MA",
   "name": "Massachusetts",
   "ai_use_share_pct": 33.4,
   "ai_exposure": 5.226,
   "employment": 3578730,
   "soc_exact_match_pct": 58.4,
   "soc_scored_pct": 95.6,
   "job_mix_pct": {
    "food_prep_serving": 8.1,
    "personal_care_service": 2.3,
    "computer_math": 4.2
   },
   "predicted_use_pct": 32.8,
   "gap_pts": 0.6,
   "use_rank": 12,
   "exposure_rank": 3
  },
  {
   "code": "MI",
   "name": "Michigan",
   "ai_use_share_pct": 27.4,
   "ai_exposure": 4.969,
   "employment": 4381740,
   "soc_exact_match_pct": 52.8,
   "soc_scored_pct": 95.6,
   "job_mix_pct": {
    "food_prep_serving": 8.2,
    "personal_care_service": 1.9,
    "computer_math": 2.9
   },
   "predicted_use_pct": 28.9,
   "gap_pts": -1.5,
   "use_rank": 32,
   "exposure_rank": 30
  },
  {
   "code": "MN",
   "name": "Minnesota",
   "ai_use_share_pct": 26.3,
   "ai_exposure": 5.071,
   "employment": 2934820,
   "soc_exact_match_pct": 55.7,
   "soc_scored_pct": 95.7,
   "job_mix_pct": {
    "food_prep_serving": 8.2,
    "personal_care_service": 2.3,
    "computer_math": 3.2
   },
   "predicted_use_pct": 30.4,
   "gap_pts": -4.1,
   "use_rank": 39,
   "exposure_rank": 14
  },
  {
   "code": "MS",
   "name": "Mississippi",
   "ai_use_share_pct": 22.9,
   "ai_exposure": 4.792,
   "employment": 1140550,
   "soc_exact_match_pct": 50.8,
   "soc_scored_pct": 93.3,
   "job_mix_pct": {
    "food_prep_serving": 9.4,
    "personal_care_service": 2.0,
    "computer_math": 1.4
   },
   "predicted_use_pct": 26.2,
   "gap_pts": -3.3,
   "use_rank": 48,
   "exposure_rank": 48
  },
  {
   "code": "MO",
   "name": "Missouri",
   "ai_use_share_pct": 26.8,
   "ai_exposure": 5.02,
   "employment": 2906800,
   "soc_exact_match_pct": 53.1,
   "soc_scored_pct": 95.5,
   "job_mix_pct": {
    "food_prep_serving": 8.7,
    "personal_care_service": 2.0,
    "computer_math": 3.0
   },
   "predicted_use_pct": 29.7,
   "gap_pts": -2.9,
   "use_rank": 37,
   "exposure_rank": 20
  },
  {
   "code": "MT",
   "name": "Montana",
   "ai_use_share_pct": 22.7,
   "ai_exposure": 4.951,
   "employment": 501470,
   "soc_exact_match_pct": 52.2,
   "soc_scored_pct": 94.0,
   "job_mix_pct": {
    "food_prep_serving": 10.4,
    "personal_care_service": 2.8,
    "computer_math": 1.8
   },
   "predicted_use_pct": 28.6,
   "gap_pts": -5.9,
   "use_rank": 49,
   "exposure_rank": 32
  },
  {
   "code": "NE",
   "name": "Nebraska",
   "ai_use_share_pct": 26.4,
   "ai_exposure": 4.944,
   "employment": 1012230,
   "soc_exact_match_pct": 52.8,
   "soc_scored_pct": 94.9,
   "job_mix_pct": {
    "food_prep_serving": 8.9,
    "personal_care_service": 2.4,
    "computer_math": 3.0
   },
   "predicted_use_pct": 28.5,
   "gap_pts": -2.1,
   "use_rank": 38,
   "exposure_rank": 33
  },
  {
   "code": "NV",
   "name": "Nevada",
   "ai_use_share_pct": 34.2,
   "ai_exposure": 4.725,
   "employment": 1533110,
   "soc_exact_match_pct": 49.9,
   "soc_scored_pct": 94.4,
   "job_mix_pct": {
    "food_prep_serving": 13.2,
    "personal_care_service": 4.1,
    "computer_math": 1.9
   },
   "predicted_use_pct": 25.2,
   "gap_pts": 9.0,
   "use_rank": 7,
   "exposure_rank": 51
  },
  {
   "code": "NH",
   "name": "New Hampshire",
   "ai_use_share_pct": 30.2,
   "ai_exposure": 5.076,
   "employment": 674400,
   "soc_exact_match_pct": 52.7,
   "soc_scored_pct": 94.5,
   "job_mix_pct": {
    "food_prep_serving": 8.4,
    "personal_care_service": 2.4,
    "computer_math": 3.7
   },
   "predicted_use_pct": 30.5,
   "gap_pts": -0.3,
   "use_rank": 21,
   "exposure_rank": 13
  },
  {
   "code": "NJ",
   "name": "New Jersey",
   "ai_use_share_pct": 34.5,
   "ai_exposure": 5.136,
   "employment": 4257550,
   "soc_exact_match_pct": 54.1,
   "soc_scored_pct": 94.3,
   "job_mix_pct": {
    "food_prep_serving": 7.4,
    "personal_care_service": 2.8,
    "computer_math": 3.6
   },
   "predicted_use_pct": 31.4,
   "gap_pts": 3.1,
   "use_rank": 6,
   "exposure_rank": 7
  },
  {
   "code": "NM",
   "name": "New Mexico",
   "ai_use_share_pct": 23.9,
   "ai_exposure": 5.049,
   "employment": 860180,
   "soc_exact_match_pct": 54.0,
   "soc_scored_pct": 95.0,
   "job_mix_pct": {
    "food_prep_serving": 9.4,
    "personal_care_service": 1.7,
    "computer_math": 2.4
   },
   "predicted_use_pct": 30.1,
   "gap_pts": -6.2,
   "use_rank": 45,
   "exposure_rank": 16
  },
  {
   "code": "NY",
   "name": "New York",
   "ai_use_share_pct": 32.7,
   "ai_exposure": 5.238,
   "employment": 9642480,
   "soc_exact_match_pct": 59.3,
   "soc_scored_pct": 96.0,
   "job_mix_pct": {
    "food_prep_serving": 7.5,
    "personal_care_service": 2.2,
    "computer_math": 3.2
   },
   "predicted_use_pct": 33.0,
   "gap_pts": -0.3,
   "use_rank": 14,
   "exposure_rank": 2
  },
  {
   "code": "NC",
   "name": "North Carolina",
   "ai_use_share_pct": 30.1,
   "ai_exposure": 4.992,
   "employment": 4917060,
   "soc_exact_match_pct": 51.0,
   "soc_scored_pct": 94.7,
   "job_mix_pct": {
    "food_prep_serving": 9.2,
    "personal_care_service": 1.9,
    "computer_math": 4.0
   },
   "predicted_use_pct": 29.2,
   "gap_pts": 0.9,
   "use_rank": 22,
   "exposure_rank": 27
  },
  {
   "code": "ND",
   "name": "North Dakota",
   "ai_use_share_pct": 28.2,
   "ai_exposure": 4.793,
   "employment": 422360,
   "soc_exact_match_pct": 53.4,
   "soc_scored_pct": 95.4,
   "job_mix_pct": {
    "food_prep_serving": 8.3,
    "personal_care_service": 2.8,
    "computer_math": 1.6
   },
   "predicted_use_pct": 26.2,
   "gap_pts": 2.0,
   "use_rank": 30,
   "exposure_rank": 47
  },
  {
   "code": "OH",
   "name": "Ohio",
   "ai_use_share_pct": 28.3,
   "ai_exposure": 4.967,
   "employment": 5533340,
   "soc_exact_match_pct": 51.6,
   "soc_scored_pct": 95.4,
   "job_mix_pct": {
    "food_prep_serving": 8.9,
    "personal_care_service": 1.7,
    "computer_math": 2.7
   },
   "predicted_use_pct": 28.8,
   "gap_pts": -0.5,
   "use_rank": 29,
   "exposure_rank": 31
  },
  {
   "code": "OK",
   "name": "Oklahoma",
   "ai_use_share_pct": 28.9,
   "ai_exposure": 4.924,
   "employment": 1700930,
   "soc_exact_match_pct": 52.5,
   "soc_scored_pct": 94.1,
   "job_mix_pct": {
    "food_prep_serving": 9.8,
    "personal_care_service": 1.9,
    "computer_math": 2.4
   },
   "predicted_use_pct": 28.2,
   "gap_pts": 0.7,
   "use_rank": 24,
   "exposure_rank": 35
  },
  {
   "code": "OR",
   "name": "Oregon",
   "ai_use_share_pct": 28.4,
   "ai_exposure": 5.007,
   "employment": 1951300,
   "soc_exact_match_pct": 51.4,
   "soc_scored_pct": 95.2,
   "job_mix_pct": {
    "food_prep_serving": 9.3,
    "personal_care_service": 2.9,
    "computer_math": 3.2
   },
   "predicted_use_pct": 29.5,
   "gap_pts": -1.1,
   "use_rank": 28,
   "exposure_rank": 23
  },
  {
   "code": "PA",
   "name": "Pennsylvania",
   "ai_use_share_pct": 27.2,
   "ai_exposure": 5.043,
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}