Causal claim

Domain Expert Role Conversion Expertise Pipeline Erosion

Domain Expert Role Conversion increases Expertise Pipeline Erosion.

The two move together: more cause, more effect. The map scores it at 17% confidence, weighed from 1 article.

How it works

roles redesigned around overseeing AI rather than executing tasks remove the entry-level exposure that grows future domain experts

The evidence

Where it sits

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