{
 "stats": {
  "method": {
   "sources": [
    "IQ Career Lab reasoning-demand index (O*NET 29.1 Abilities LV rows: inductive 1.A.1.b.5, deductive 1.A.1.b.4, mathematical 1.A.1.c.1; joined to BLS OEWS May 2024 medians)",
    "Felten, Raj & Seamans (2021) AIOE, standardized scale, via AIOE-Data/AIOE GitHub repository",
    "Felten, Raj & Seamans (2023) Language Modeling AIOE, same repository",
    "BLS SOC 2010 to 2018 crosswalk (November 2017)"
   ],
   "join": "AIOE scores published on 2010 SOC codes were mapped to 2018 SOC codes via the BLS crosswalk; where multiple 2010 occupations map to one 2018 code, AIOE values were averaged unweighted (16 occupations). 737 of 739 occupations in the reasoning-demand dataset matched; Data Scientists (15-2051) and Therapists, All Other (29-1129) have no 2010-SOC ancestor in the crosswalk and are excluded.",
   "generated": "2026-07-22"
  },
  "headline": {
   "pearson_r": 0.71,
   "pearson_ci95": [
    0.676,
    0.744
   ],
   "spearman_rho": 0.73,
   "r_squared": 0.504,
   "n": 737
  },
  "languageModelingAioe": {
   "pearson_r": 0.648,
   "pearson_ci95": [
    0.606,
    0.686
   ],
   "r_squared": 0.42
  },
  "quintiles": {
   "1": {
    "meanAioe": -0.979,
    "meanLmAioe": -0.882,
    "medianWage": 41460.0,
    "n": 151
   },
   "2": {
    "meanAioe": -0.529,
    "meanLmAioe": -0.537,
    "medianWage": 47325.0,
    "n": 148
   },
   "3": {
    "meanAioe": 0.005,
    "meanLmAioe": 0.003,
    "medianWage": 60280.0,
    "n": 143
   },
   "4": {
    "meanAioe": 0.612,
    "meanLmAioe": 0.597,
    "medianWage": 73340.0,
    "n": 147
   },
   "5": {
    "meanAioe": 0.969,
    "meanLmAioe": 0.885,
    "medianWage": 102810.0,
    "n": 148
   }
  },
  "quintileGapSD": 1.95,
  "shares": {
   "topQuintileAboveMedianAioe_pct": 93.9,
   "bottomQuintileAboveMedianAioe_pct": 8.6,
   "top20MeanAioePercentile": 83.5
  },
  "robustness": {
   "cleanCrosswalkOnly_r": 0.712,
   "cleanCrosswalkOnly_n": 721,
   "employmentWeighted_r": 0.702,
   "subAbility_r": {
    "deductive": 0.708,
    "inductive": 0.665,
    "mathematical": 0.628
   }
  },
  "wage": {
   "aioe_vs_logMedianWage_r": 0.522,
   "logWageR2_reasoningOnly": 0.604,
   "logWageR2_reasoningPlusAioe": 0.606
  },
  "highReasoningLowExposure": [
   {
    "soc": "29-1021",
    "title": "Dentists, General",
    "reasoningIdx": 4.417,
    "aioe": -0.1813,
    "medianWage": 172790
   },
   {
    "soc": "29-1022",
    "title": "Oral and Maxillofacial Surgeons",
    "reasoningIdx": 4.293,
    "aioe": -0.239,
    "medianWage": 239200
   },
   {
    "soc": "29-2036",
    "title": "Medical Dosimetrists",
    "reasoningIdx": 4.29,
    "aioe": -0.2839,
    "medianWage": 138110
   },
   {
    "soc": "29-1131",
    "title": "Veterinarians",
    "reasoningIdx": 4.083,
    "aioe": -0.075,
    "medianWage": 125510
   },
   {
    "soc": "53-2011",
    "title": "Airline Pilots, Copilots, and Flight Engineers",
    "reasoningIdx": 3.917,
    "aioe": -0.2071,
    "medianWage": 226600
   },
   {
    "soc": "11-9013",
    "title": "Farmers, Ranchers, and Other Agricultural Managers",
    "reasoningIdx": 3.913,
    "aioe": -0.1444,
    "medianWage": 87980
   },
   {
    "soc": "29-1011",
    "title": "Chiropractors",
    "reasoningIdx": 3.837,
    "aioe": -0.1912,
    "medianWage": 79000
   },
   {
    "soc": "29-1128",
    "title": "Exercise Physiologists",
    "reasoningIdx": 3.793,
    "aioe": -0.0332,
    "medianWage": 58160
   },
   {
    "soc": "19-1032",
    "title": "Foresters",
    "reasoningIdx": 3.75,
    "aioe": -0.1844,
    "medianWage": 70660
   }
  ]
 },
 "rows": [
  {
   "soc": "19-2012",
   "title": "Physicists",
   "employment": 21340,
   "medianWage": 166290,
   "topcoded": false,
   "reasoningIdx": 5.627,
   "aioe": 1.3457,
   "lmAioe": 1.0966,
   "n10": 1.0
  },
  {
   "soc": "15-2021",
   "title": "Mathematicians",
   "employment": 2220,
   "medianWage": 121680,
   "topcoded": false,
   "reasoningIdx": 5.417,
   "aioe": 1.4723,
   "lmAioe": 1.1662,
   "n10": 1.0
  },
  {
   "soc": "19-1021",
   "title": "Biochemists and Biophysicists",
   "employment": 34520,
   "medianWage": 103650,
   "topcoded": false,
   "reasoningIdx": 5.0,
   "aioe": 0.9061,
   "lmAioe": 0.7935,
   "n10": 1.0
  },
  {
   "soc": "15-2041",
   "title": "Statisticians",
   "employment": 29800,
   "medianWage": 103300,
   "topcoded": false,
   "reasoningIdx": 4.94,
   "aioe": 1.3827,
   "lmAioe": 1.2433,
   "n10": 1.0
  },
  {
   "soc": "19-2011",
   "title": "Astronomers",
   "employment": 1560,
   "medianWage": 132170,
   "topcoded": false,
   "reasoningIdx": 4.837,
   "aioe": 1.3737,
   "lmAioe": 1.0348,
   "n10": 1.0
  },
  {
   "soc": "15-2011",
   "title": "Actuaries",
   "employment": 28340,
   "medianWage": 125770,
   "topcoded": false,
   "reasoningIdx": 4.833,
   "aioe": 1.5165,
   "lmAioe": 1.1996,
   "n10": 1.0
  },
  {
   "soc": "19-1042",
   "title": "Medical Scientists, Except Epidemiologists",
   "employment": 156300,
   "medianWage": 100590,
   "topcoded": false,
   "reasoningIdx": 4.71,
   "aioe": 1.2799,
   "lmAioe": 1.1672,
   "n10": 1.0
  },
  {
   "soc": "29-1222",
   "title": "Physicians, Pathologists",
   "employment": 11800,
   "medianWage": 239200,
   "topcoded": true,
   "reasoningIdx": 4.707,
   "aioe": 0.7086,
   "lmAioe": 0.6187,
   "n10": 1.0
  },
  {
   "soc": "29-1217",
   "title": "Neurologists",
   "employment": 7700,
   "medianWage": 239200,
   "topcoded": true,
   "reasoningIdx": 4.707,
   "aioe": 0.7086,
   "lmAioe": 0.6187,
   "n10": 1.0
  },
  {
   "soc": "19-1029",
   "title": "Biological Scientists, All Other",
   "employment": 59710,
   "medianWage": 93330,
   "topcoded": false,
   "reasoningIdx": 4.688,
   "aioe": 1.0102,
   "lmAioe": 0.8829,
   "n10": 1.0
  },
  {
   "soc": "19-1022",
   "title": "Microbiologists",
   "employment": 19760,
   "medianWage": 87330,
   "topcoded": false,
   "reasoningIdx": 4.667,
   "aioe": 0.6956,
   "lmAioe": 0.4742,
   "n10": 1.0
  },
  {
   "soc": "19-1041",
   "title": "Epidemiologists",
   "employment": 11460,
   "medianWage": 83980,
   "topcoded": false,
   "reasoningIdx": 4.667,
   "aioe": 1.4363,
   "lmAioe": 1.2842,
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  },
  {
   "soc": "19-2031",
   "title": "Chemists",
   "employment": 83250,
   "medianWage": 84150,
   "topcoded": false,
   "reasoningIdx": 4.627,
   "aioe": 0.5011,
   "lmAioe": 0.3266,
   "n10": 1.0
  },
  {
   "soc": "17-2151",
   "title": "Mining and Geological Engineers, Including Mining Safety Engineers",
   "employment": 6770,
   "medianWage": 101020,
   "topcoded": false,
   "reasoningIdx": 4.627,
   "aioe": 1.347,
   "lmAioe": 1.0314,
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  {
   "soc": "15-2031",
   "title": "Operations Research Analysts",
   "employment": 107760,
   "medianWage": 91290,
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   "aioe": 1.4,
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  {
   "soc": "17-2011",
   "title": "Aerospace Engineers",
   "employment": 68440,
   "medianWage": 134830,
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   "aioe": 1.3387,
   "lmAioe": 1.1168,
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  {
   "soc": "17-2041",
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   "medianWage": 121860,
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   "lmAioe": 0.906,
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  {
   "soc": "15-1221",
   "title": "Computer and Information Research Scientists",
   "employment": 38480,
   "medianWage": 140910,
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   "lmAioe": 0.9682,
   "n10": 1.0
  },
  {
   "soc": "17-2131",
   "title": "Materials Engineers",
   "employment": 22770,
   "medianWage": 108310,
   "topcoded": false,
   "reasoningIdx": 4.54,
   "aioe": 1.0373,
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  {
   "soc": "19-2032",
   "title": "Materials Scientists",
   "employment": 8330,
   "medianWage": 104160,
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   "lmAioe": 0.7858,
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  {
   "soc": "17-2051",
   "title": "Civil Engineers",
   "employment": 355410,
   "medianWage": 99590,
   "topcoded": false,
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   "aioe": 1.2829,
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  {
   "soc": "19-2043",
   "title": "Hydrologists",
   "employment": 5720,
   "medianWage": 92060,
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  {
   "soc": "17-2031",
   "title": "Bioengineers and Biomedical Engineers",
   "employment": 21860,
   "medianWage": 106950,
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  {
   "soc": "19-1013",
   "title": "Soil and Plant Scientists",
   "employment": 16600,
   "medianWage": 71410,
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  {
   "soc": "29-1216",
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   "lmAioe": 1.0013,
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  {
   "soc": "29-1241",
   "title": "Ophthalmologists, Except Pediatric",
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  {
   "soc": "17-2121",
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  {
   "soc": "19-2099",
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  {
   "soc": "17-2141",
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   "soc": "29-1021",
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   "soc": "17-2199",
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   "soc": "29-1218",
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   "employment": 19900,
   "medianWage": 239200,
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  {
   "soc": "29-1213",
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  {
   "soc": "19-2042",
   "title": "Geoscientists, Except Hydrologists and Geographers",
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  {
   "soc": "17-1011",
   "title": "Architects, Except Landscape and Naval",
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   "soc": "17-2021",
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   "soc": "19-3039",
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   "employment": 17790,
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   "soc": "17-2112",
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   "soc": "17-2161",
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   "soc": "29-1224",
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   "soc": "13-2099",
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   "soc": "17-1022",
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   "soc": "13-2011",
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  {
   "soc": "29-1221",
   "title": "Pediatricians, General",
   "employment": 42960,
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  {
   "soc": "29-1041",
   "title": "Optometrists",
   "employment": 41890,
   "medianWage": 134830,
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   "soc": "25-1052",
   "title": "Chemistry Teachers, Postsecondary",
   "employment": 20390,
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   "soc": "11-1011",
   "title": "Chief Executives",
   "employment": 211850,
   "medianWage": 206420,
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