Every upskilling vendor sells the same line: "AI is changing work, train everyone." This atlas shows what they're hiding — that the risk distribution across roles is wildly uneven, and 70% of the urgency lives in 20% of the roles.
Each role gets a 0–100 displacement risk score derived from six weighted factors. We publish the methodology because most "AI workforce risk" reports don't, and that's because they're guesses dressed as data. This is also a guess — but a well-instrumented, well-sourced one. Treat the scores as relative ordering, not gospel.
The atlas scores generic role categories. For your specific roles, your seniority bands, your industry — book a Workforce Risk Assessment. 72-hour turnaround.
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