EIDU — AI-Adaptive Pre-Primary Learning in Kenya's Public Schools (Peer-Reviewed RCT)
Kenya
EIDU pairs teacher training with an AI-adaptive app that personalises literacy/numeracy practice for Kenyan public pre-primary pupils. A cluster-RCT across …
United States of America · Bellevue · See the United States of America profile
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A Harvard CEPR study of DreamBox in two U.S. districts linked usage to NWEA MAP gains (about 4 percentile points after 14 hours) but was non-causal, and students averaged only 35–44 minutes a week against about an hour recommended.
DreamBox is an adaptive elementary maths platform that adjusts lessons to student responses. Harvard's Center for Education Policy Research studied its use in two sites, Howard County (Maryland) public schools and the Rocketship charter network, using NWEA MAP scores.
The study found that the average student improved nearly 4 percentile points after only 14 hours of use, with larger gains for more intensive users. But the design was quasi-experimental and the authors stated it was not built to establish causality.
Usage was the practical weak point: the programme recommends about an hour a week, while students averaged roughly 35 to 44 minutes per week across the sites. School- and teacher-level decisions, rather than student preference, had the greatest influence on time spent.
The case is useful as a moderate-evidence example: promising associations, no randomised confirmation, and implementation fidelity as the binding constraint.
Read the full analysis: https://cepr.harvard.edu/news/harvard-researchers-probe-student-time-spent-using-dreambox-math-software
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Kenya
EIDU pairs teacher training with an AI-adaptive app that personalises literacy/numeracy practice for Kenyan public pre-primary pupils. A cluster-RCT across …
Ghana
A conversational maths tutor delivered over WhatsApp: a Ghana RCT found an effect size of ~0.37 (≈ an extra year …
India
An adaptive learning system rigorously evaluated by MIT's J-PAL: students gained 2–2.5× the control group's progress in maths and language …
United States of America
A Stanford AI co-pilot gives live, expert-style suggestions to human maths tutors mid-session. A randomised trial with 900 tutors and …
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