Your own role
Analyze the work you actually do
Describe your role and recurring tasks to join the waitlist for personalized analysis. Your wording stays visible for review.
Request analysis for my roleExplore 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
Estimated AI-related work change
45%+
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.
Request an analysis
Request a personalized analysis of your own role, or ask us to add a public occupation you could not find in the reviewed role list.
Your own role
Describe your role and recurring tasks to join the waitlist for personalized analysis. Your wording stays visible for review.
Request analysis for my roleMissing from the public list
Tell us which occupation you want to inspect. Requests help us prioritize the next reviewed public role analyses.
Request a missing roleTransparent by design
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.