037
THE HUMAN YIELD
SECTION 15
ISSUE 001
OBSERVEDinstitutionnowconfidence / high
A Global Education Trial Network
Build a preregistered global network for classroom AI trials across languages, ages, subjects, and resource levels. Common outcomes and open materials would reveal which gains replicate, where harms concentrate, and whether an interface choice matters more than the model logo. Education needs cumulative evidence, not a procession of isolated demos.
Why this idea is here
What the evidence establishes.
Recent randomized trials show context-specific gains; OECD’s global synthesis highlights the need for evidence on effective uses rather than assumed benefits.
Source ledger
Read the sources.
- S01Generative AI Tutor with a Knowledge Graph: Randomized Controlled Trial
peer-reviewed randomized trial / published 2026-05-22 / retrieved 2026-07-09
- S02OECD Digital Education Outlook 2026
OECD report / dated 2026 / retrieved 2026-07-09