See where AI changes the work.

Explore the tasks inside a role and see data-based estimates of how likely AI is to change each one. The estimates describe work change, not whether a job will disappear.

10 reviewed roles · 213 task statements

Example role analysis

Human Resources Specialists

Estimated AI-related work change

45%+

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This role is in the 45%+ work-change band, based on the average estimated AI-related change across its analyzed tasks. It is not the share of jobs automated.

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Transparent by design

Public occupational data, external AI evidence, visible caveats.

O*NET provides the role and task backbone. Matched public research adds supporting context where the connection is explicit. Role benchmarks stay contextual rather than becoming hidden task claims.