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CONCEPT

General vs. Specific Human Capital

Becker's 1964 taxonomic distinction between skills portable across employers and contexts (general) and skills valuable only within a particular firm, industry, or technology (specific) — now the sharpest diagnostic instrument for who AI devastates and who it liberates.
General human capital consists of skills and knowledge portable across employers and contexts: communication, reasoning, the capacity to learn new domains quickly, the judgment that Edo Segal calls taste. Specific human capital consists of skills and knowledge valuable only within a particular firm, industry, or technological context: mastery of a proprietary codebase, expertise in a framework that may be superseded, deep familiarity with the authority structures and institutional knowledge of a specific organization. Becker demonstrated that specific capital commands a premium precisely because it is not portable. The firm values it because it cannot be replicated by hiring someone off the street. The worker values it because it represents a relationship — an accumulation of knowledge about this particular system, this team, this way of doing things — that took years to build and cannot be transferred.

In The You On AI Field Guide

The non-portability that makes specific capital valuable in a stable environment makes

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