Executive Summary: Job Impact of the Post‑Trust Economy

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Correctness‑preservation does not reduce total employment. It eliminates waste work, upgrades low‑quality work, and shifts the labor market into higher‑value roles.

Across 159 correctness‑dependent domains, the Post‑Trust transition produces three structural effects:

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• Eliminates parasitic labor — reconciliation, fraud investigation, dispute resolution, audit layers, manual data cleaning, and other roles that exist only because systems are unreliable today.

• Upgrades existing roles — workers move into correctness engineering, AI governance, cyber‑physical safety, model lifecycle management, and other high‑skill, high‑stability positions.

• Maintains a stable total labor footprint — the global job market remains roughly the same size, with a shift from low‑value to high‑value work.

The apparent “job loss” in the raw ranges is a mathematical artifact, not an economic outcome. The lower and upper bounds represent different uncertainty envelopes, not before/after pairs. In all realistic scenarios, the workforce rebalances, not contracts.

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Bottom line:

The Post‑Trust Economy replaces waste with value, not workers with unemployment. It preserves total employment while dramatically increasing job quality and economic output.