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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.

U.S. SOC OCCUPATIONSANTHROPIC · MAR 2026REVIEWED NOV 01, 2026
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
WHAT THE CHART DOES NOT MEAN

No guaranteed job losses.

These estimates reflect tasks and observed Claude usage, weighted by mode of use. A high score doesn't establish that an entire occupation is automated—or that jobs, wages or hiring have changed because of AI.

Understand the method →