Labor Forecast

Labor Forecast shows you how exposed major US occupations are to 
artificial intelligence - before it affects your career.

Browse all 341 occupations tracked by the Bureau of Labor Statistics, 
each scored 0–10 for AI exposure based on a structured rubric developed 
by AI researcher Andrej Karpathy. See which jobs AI will reshape first, 
and which careers offer the strongest resistance.

FEATURES
- Explore all 341 BLS-tracked occupations ranked by AI exposure
- Browse by 25 industry categories
- Check your own career's risk score instantly
- See salary, job count, 10-year growth outlook and education requirements
- Discover safer career alternatives with similar salaries
- Save careers to your personal watchlist

DATA
- Occupational data from the BLS Occupational Outlook Handbook 2024–2034
- AI exposure scores generated using Google Gemini Flash with a structured rubric
- Covers 143 million US jobs across all major occupational groups

Labor Forecast is a reference tool to help you make informed career 
decisions. Scores are estimates - use them as a starting point, not a 
definitive forecast.