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Module 4 · Review

The Policy Layer: Immigration, Training, and Regional Competition

Faraday’s take

Labor does not appear from nowhere; it is grown by institutions and shaped by policy. How many apprentices a region trains, whether skilled workers can immigrate, and how aggressively states compete for projects all determine where the workforce exists and how fast it can grow. This is the slow machinery behind the constraint. A region that invested a decade ago in technical education has a workforce advantage that money cannot quickly replicate, and a nation that welcomes skilled trades can relieve shortages that would otherwise cap its build-out. Understand this layer and you see why the map of where AI infrastructure gets built is drawn as much by workforce policy as by cheap power.

Knowledge check

Why does workforce policy, including training investment and immigration, shape where AI infrastructure can be built?

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Because the supply of skilled labor in a region is produced by long-lead institutions like apprenticeships and technical schools and can be augmented by skilled immigration, policy choices made years earlier determine which regions have the workforce to build and operate facilities at scale.