All Locations
Every location we track, ranked by how much AI could affect local jobs. Scores are based on employment data matched to our 289 occupation risk ratings.
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US States & Territories
54 locations
US States & Territories
54 locations
AI exposure scores for all 50 states, DC, and US territories. Based on Bureau of Labor Statistics OEWS employment data matched to 289 occupations with individual AI risk scores. Each state page shows the top 10 most and least at-risk jobs in that state.
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US Metropolitan Areas
396 locations
US Metropolitan Areas
396 locations
AI exposure scores for 396 US metro areas (MSAs). Same BLS data as states but at the metropolitan statistical area level, showing how AI risk varies between cities. Tech hubs, government centers, and service economies score very differently.
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UK Regions
12 locations
UK Regions
12 locations
AI exposure scores for the 12 official UK regions. Based on Nomis Annual Population Survey employment data by SOC 2020 occupation. Each region page shows which occupations are most and least at risk locally.
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UK Local Authorities
261 locations
UK Local Authorities
261 locations
AI exposure scores for 331 local authorities in England and Wales — counties, London boroughs, metropolitan boroughs, unitary authorities, and districts. Based on Census 2021 occupation data (TS064) with 105 minor occupation groups fuzzy-matched to our risk scores. Census 2021 covers England and Wales only; Scotland and Northern Ireland have separate census systems and are covered by the UK Regions data above.
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European Countries
34 locations
European Countries
34 locations
AI exposure scores for 34 European countries including all EU member states, EFTA countries, and candidate nations. Based on Eurostat Labour Force Survey data. Note: EU data uses 9 broad ISCO-08 occupation groups rather than detailed occupation codes, so scores reflect workforce composition at a higher level.
757 total locations across 5 datasets