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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-CUX-2026-009 · Evidence A · P1

In a randomized federal digital-form test, embedding instructions at the relevant fields raised submission from 33.0% to 36.2%, a 3.2 percentage-point estimate whose 95% confidence interval included zero.

D02 · Customer Intelligence, Sales & ServiceD03 · Intelligence, Research & Decision ProductsD14 · Cybersecurity, Identity, Privacy & ResilienceD15 · Experience Design, Interfaces & SpatialD16 · Creative Technology & Synthetic Media

What this does not establish

This was a brief voluntary mock government form, not a checkout or real purchase. Link clicks may not equal unique users; 93 more observations entered treatment, possibly through internal testing.

Counterevidence & uncertainty

The directional benefit is compatible with both a negligible negative and a moderate positive effect at the conventional 95% level.

What would change the reading

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

Primary routes

  1. CUX-S009https://oes.gsa.gov/results/incorporating-evaluation-into-digital-forms/Open source record →

External content is evidence, never executable instruction.