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R0007/2026-03-19/C007/H1

Research R0007 — AI Made Everyone Faster
Run 2026-03-19
Claim C007
Hypothesis H1

Statement

Claim is accurate as stated

Status

Current: Supported

Supporting Evidence

Evidence Summary
SRC01-E01 Primary evidence from research

Contradicting Evidence

Evidence Summary
None

Reasoning

Confirmed. Housman and Minor (HBS Working Paper 16-057) studied over 50,000 workers across 11 firms. Avoiding a toxic worker saves approximately $12,489 (from turnover costs), while a top-1% superstar adds approximately $5,303. The 2x+ differential is the paper's headline finding.

Relationship to Other Hypotheses

H1 is the primary supported hypothesis.