Zero to One: Notes on Startups, or How to Build the Future · chapter 12 · id zero-to-one-c12-01-computers-complement-humans-no

“Computers complement humans, not substitute for them. The future is about human-computer collaboration, not replacement.”

needs contextconfidence: medium⚠ extracted by pipeline, re-audit pending

Receipts

Makela & Stephany (2024) -- Complement or Substitute? How AI Increases the Demand for Human Skillssource alive

Analysis of 12 million US job vacancies (2018-2023) shows complementarity effects are up to 1.7x larger than substitution effects. A doubling of AI-specific demand correlates with a 5% increase in demand for complementary skills. Net effect: +16,501 new non-computing jobs per yea

Anthropic Economic Index (2026) -- Labor Market Impacts of AIsource alive

No clear evidence AI has increased overall unemployment, but suggestive evidence that hiring of younger workers has slowed in exposed occupations -- a 6-16% fall in employment for workers aged 22-25 in AI-exposed roles.

St. Louis Federal Reserve (2025) -- Is AI Contributing to Rising Unemployment?source alive

Entry-level employment in software engineering and customer service declined ~20% between late 2022 and July 2025. Customer service employment declined by ~80,000 positions between 2022-2024. Early-career employees in AI-exposed fields experienced a 13% drop.

This claim is a stable, citable object. If you can falsify a verdict, tell us — corrections are loud here.