#occupational task exposure

Tagged occupational task exposure · show all articles

A worktable covered in printed occupational task cards mid-sort into labeled trays, one card still held above the tray as if being placed, beside a laptop showing an occupational taxonomy tree

Labor, Automation, and Human Capability in 2035: Scenarios, Signals, and Falsifiable Predictions

Generative AI is changing what tasks cost, not simply which jobs exist. Three falsifiable scenarios for 2035 — net occupational loss, aggregate job creation, and bargaining adaptation — with the indicators that would prove each one wrong.

By Brecht Corbeel · September 17, 2026 · 13 min read

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