Occupations What to automate Methodology About

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104 occupations, 844tasks studied. Sorted by the share of each role’s tasks that sit in the Automation Green Light zone, high worker desire and high AI capability.

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A task-by-task map of where AI can, and where workers actually want it to, take over the work.

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AboutMethodology About this project Source study

Data from the Stanford WORKBank study (Shao et al., 2025), built on the U.S. Department of Labor O*NET database (CC BY 4.0). Automatable is an independent project and is not affiliated with, or endorsed by, Stanford University or the U.S. Department of Labor. Figures are aggregated survey estimates, not predictions about any individual job.

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