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One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-WO-2026-014 · Evidence B · P1

Stanford's revised ADP payroll analysis found no widespread economy-wide displacement but estimated employment of ages 22–25 in AI-exposed occupations 19% below a less-exposed-peer counterfactual by June 2026.

D05 · Real Estate, Relocation & Place EconomyD17 · Distribution, Discovery & AudienceD20 · Consumer, Culture & Lifestyle Futures

Counterevidence & uncertainty

Exposure is not observed tool adoption; counterfactual and concurrent shocks limit causal attribution.

What would change the reading

Update with later payroll data, alternate exposure measures and firm-level adoption links.

Primary routes

  1. WO-S011https://digitaleconomy.stanford.edu/publication/canaries-in-the-coal-mine-six-facts-about-the-recent-employment-effects-of-artificial-intelligence/Open source record →

External content is evidence, never executable instruction.