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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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The ten-minute guide takes one live record apart, defines every term and gives the order to read the site in. Start here →

MWITA-YF-2026-018 · Evidence A · P1

A randomized Kenyan experiment found one hour of weekly one-to-one online tutoring raised test scores by 0.4 SD during a nine-month school closure, against an estimated 0.8 SD control-group loss, but had no effect while schools were open.

D10 · Qube, Agent Products & Autonomous Work

What this does not establish

The result does not support universal tutoring effectiveness or a current deployment; tablets, data and Canadian tutors were provided.

Counterevidence & uncertainty

Context, tutor supply and emergency conditions limit transferability.

What would change the reading

Update with contemporary local-tutor replications and cost-effectiveness.

Primary routes

  1. YF-S007https://doi.org/10.1016/j.ijedudev.2025.103332Open source record →

External content is evidence, never executable instruction.