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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-2026-003 · Evidence A · P1

A Danish study linking surveys of 25,000 workers and 7,000 workplaces to administrative records found widespread chatbot initiatives and new tasks but effects on earnings and recorded hours statistically indistinguishable from zero two years after ChatGPT.

D05 · Real Estate, Relocation & Place EconomyD18 · Operations, Governance & Organization

Counterevidence & uncertainty

Denmark, early period and exposed occupations; later or other-country effects may differ.

What would change the reading

Update with later administrative waves or replication elsewhere.

Primary routes

  1. WO-S002https://www.nber.org/papers/w33777Open source record →

External content is evidence, never executable instruction.