Occupational AI Exposure
| Source | Coverage | Key Metric | Year | Download |
|---|---|---|---|---|
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GAIA Occupations (composite)
Merged dataset combining OpenAI exposure ratings, Brynjolfsson SML scores, and Anthropic AEI behavioral data across 923 O*NET-SOC occupations.
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923 occupations | Alpha/Beta/Gamma exposure · SML score · AEI task success | 2023–2026 | ↓ gaia_occupations.csv |
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OpenAI Occupational Exposure
AI and human expert ratings of task-level AI exposure. Alpha = fully automatable, Beta = partially, Gamma = any exposure. Based on O*NET task structure.
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923 occupations | dv_alpha, dv_beta, dv_gamma, h_alpha, h_beta, h_gamma | 2023 | Included in composite CSV |
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SML — What Can Machines Learn?
Crowd-sourced susceptibility-to-machine-learning scores at the DWA task level, aggregated to occupations. Brynjolfsson, Mitchell & Rock (2018), NBER Working Paper 24196.
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813 occupations | sml_score (0–100%) | 2018 | Included in composite CSV |
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Anthropic Economic Index (AEI)
Behavioral data from Claude.ai API showing which O*NET tasks AI is being used for. Metrics: task success rate, AI autonomy level, share of work tasks vs. personal/learning. Released Feb 2026.
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628 occupations | aei_task_success, aei_autonomy_pct, aei_work_pct | Feb 2026 | Included in composite CSV |
Country-Level AI Readiness & Adoption
| Source | Coverage | Key Metric | Year | Download |
|---|---|---|---|---|
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GAIA Countries (composite)
Country-level dataset with Anthropic usage patterns, IMF AIPI scores, ISO codes, and income classifications for 138 countries.
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138 countries | usage_pct_global, uc_work, ts_yes, aipi_overall | 2023–2026 | ↓ gaia_countries.csv |
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IMF AI Preparedness Index (AIPI)
Composite index measuring country readiness for AI adoption across four pillars: digital infrastructure, innovation & economic integration, human capital & labor market policies, and AI regulation.
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174 countries | aipi_overall, aipi_digital_infra, aipi_innovation, aipi_human_capital, aipi_regulation | 2023 | ↓ imf_aipi.csv |
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Gallup World Poll — AI Sentiment
Public attitudes toward AI: share who believe AI will mostly help vs. mostly harm society in the next 20 years. Sourced from Our World in Data (Gallup World Poll 2021).
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119 countries | ai_mostly_help, ai_mostly_harm, ai_net_optimism | 2021 | ↓ hai_sentiment.csv |
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OECD.AI — Policy Initiatives
Total number of national AI policy initiatives per country tracked by the OECD AI Policy Observatory. Includes strategies, legislative acts, regulatory frameworks, and policy recommendations.
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138 countries | ai_policies, has_strategy (0/1), has_law (0/1) | 2024 | ↓ ai_regulation.csv |
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Eurostat ICT Survey — Firm AI Adoption
Share of enterprises with 10 or more employees that use AI technologies (e.g. machine learning, NLP, computer vision, robots). Eurostat dataset isoc_eb_ai, indicator E_AI_TANY.
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33 European countries | ai_adoption_latest, ai_adoption_2024, ai_adoption_2023, ai_adoption_2021 | 2024 | ↓ oecd_adoption.csv |
AI Awareness & Diffusion
| Source | Coverage | Key Metric | Year | Download |
|---|---|---|---|---|
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Google Trends — ChatGPT Search Interest
Weekly relative search interest (0–100 index) for "ChatGPT" for the top 20 Claude.ai countries from ChatGPT's launch in November 2022 through April 2026. Captures the global AI awareness shock wave.
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20 countries · 183 weeks | Weekly search interest index per country | Nov 2022 – Apr 2026 | ↓ google_trends.csv |
Column Reference
| File | All Columns |
|---|---|
| gaia_occupations.csv | O*NET-SOC Code, Title, dv_rating_alpha, dv_rating_beta, dv_rating_gamma, human_rating_alpha, human_rating_beta, human_rating_gamma, sml_score, group, aei_task_success, aei_autonomy_pct, aei_work_pct |
| gaia_countries.csv | geo_id, usage_pct_global, uc_coursework, uc_personal, uc_work, collab_*, ts_yes, country_name, income_group, iso3, aipi_overall, aipi_digital_infra, aipi_innovation, aipi_human_capital, aipi_regulation |
| imf_aipi.csv | iso3, country_name, aipi_overall, aipi_digital_infra, aipi_innovation, aipi_human_capital, aipi_regulation |
| hai_sentiment.csv | country, iso3, year, ai_mostly_help, ai_mostly_harm, ai_no_opinion, ai_net_optimism |
| ai_regulation.csv | iso3, country, ai_policies, has_strategy, has_law, source_year |
| oecd_adoption.csv | geo, country, ai_adoption_latest, ai_adoption_year, ai_adoption_2024, ai_adoption_2023, ai_adoption_2021 |
| google_trends.csv | week, US, BR, IN, GB, DE, FR, JP, KR, CA, AU, MX, ES, IT, NG, ZA, ID, PH, PK, TR, NL (+ other country codes) |