Language model exposure
733 matching occupations · index 0–1
Loading chartWORK & EMPLOYMENT
How AI changes work
Explore professions, then compare measured workplace outcomes
Which work is exposed?
Loading chartSoftware meets the physical world
All matching professions · select a point to inspectLoading chartFaster at some tasks, slower at others
Time to complete the task
Change vs no AI · less time ← | → more timeLoading chartOutput and quality
Relative change · each row measures a different outcomeLoading chartONE CASE OUTSIDE GPT-4’S CAPABILITY FRONTIER
More assistance did not mean better decisions
Correct recommendations · 758-consultant experiment
No AI84.5%
GPT-470.6%
GPT-4 + prompting overview60%
ILO · 2025 · 427 OCCUPATIONS
Job announcements and company casesA wider view of job families
Loading chartColour counts occupations, not workers. Scores measure potential task automation, not the probability of dismissal. Each occupation contributes once.
Explore the ILO occupations
Loading chart34%of employment with some exposure
High-income economies
High-income economies
11%of employment with some exposure
Low-income economies
ILO source and definitionsLow-income economies
