The evidence behind the guides

Sources library

Browse by topic or search for a study, author or question. Open evidence notes to see what a source can—and cannot—tell us.

TopicCollection

Sources for Personalized-tutor benefits vs risks

2 sources

Guide citations are still under editorial review.

Scientific Reports 2025 Randomized educational trial

AI tutoring outperforms in-class active learning: an RCT introducing a novel research-based design in an authentic educational setting (original source, new tab)

A designed tutor and defined college lessons; not evidence that teaching assistants' full roles can be removed.

UNICEF, UNESCO and Global Privacy Assembly · 2025 Landscape review

Data governance for education technology (original source, new tab)

Benefits and risks of student-data practices; not evidence that every school continuously surveils children.

Sources retain their original publishers’ rights. Inclusion does not imply endorsement. Saved sources stay in this browser on this device. Dates and source descriptions come from the existing editorial records.