Tool 01
Does this actually hit me?
"AI will take jobs" is an abstraction nobody feels. Pick your occupation, see the measured numbers, then work out how thick your own cushion is.
AI exposure band
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Measured gap for your age band
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How thick is your cushion?
Neither number below leaves your browser. There is no server here and no analytics.
Runway if income stops
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This is not a prediction that you will lose your job. It is how much time you would have if you did — the cell the policy debate keeps skipping.
What this tool does not do
It does not predict whether you will lose your job, and it will not tell you "63% of your work is automatable". No public dataset supports that precision at occupation level; sites that print such a number generated it rather than measured it. We give bands only, and label plainly which are measured and which are our inference.
Sources: Stanford Digital Economy Lab, Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of Artificial Intelligence (2025) · Stanford Digital Economy Lab, No Widespread Displacement, but the AI Employment Gap for Young Workers Has Widened to 19% (2026) · International Monetary Fund, Gen-AI: Artificial Intelligence and the Future of Work (SDN/2024/001) (2024) · Anthropic, Anthropic Economic Index report: Cadences (2026)