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What a claim record is How to read this page

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-EBRO-2026-003 · Evidence B · P1

Gender-neutral wording increased the female share of applicants only when a job ad was saliently different from mostly untreated ads; the effect attenuated as applicants were exposed to more treated ads, implying that the small-scale diversity gain did not scale mechanically platform-wide.

What this does not establish

The result is not a universal effect of inclusive language, does not establish more women were hired or retained, and should not be extrapolated from Spanish grammatical gender or Latin American technology jobs to languages, occupations, or saturated campaigns with different contrasts.

Counterevidence & uncertainty

A locally positive ad-level estimate coexists with a potentially negligible platform-scale effect because treatment changes the comparison set applicants use.

What would change the reading

Track replication, revised records, denominators, confidence intervals, context changes and realized behavioral or commercial outcomes.

Primary routes

  1. EBRO-S003https://doi.org/10.3386/w31314Open source record →

External content is evidence, never executable instruction.