THE HUMAN × AI TRANSITION / RESEARCH EDITION
THE JOBS DANGER ZONE*
Measured exposure to AI-assisted or automated tasks. Not a prediction that these occupations will disappear. Explore Anthropic's published occupational coverage data.
TOP 10 / DATASET LEADERS
Highest observed exposure.
Measured share of task coverage in Anthropic's research framework, not the percentage of workers replaced.
Top 10 rankings use the original Anthropic occupation CSV ↗. All values are research scores from a defined methodology, not a current workforce census.
EXTENDED EXPLORER
50 documented occupations.
The 10 highest-exposure occupations plus 40 additional selected examples. The latter are not claimed to be the dataset's global ranks 11–50.
OCCUPATIONEXPOSURE COVERAGE
No matching occupations in this selected 50. Try another term or consult the original dataset.
50 occupationsView complete original dataset ↗