Gemini Guided Learning — A Pre-Registered RCT of AI Math Tutoring in Port Loko District, Sierra Leone
Sierra Leone
A pre-registered 8-week RCT of Google DeepMind's Gemini "Guided Learning" tutor across 1,763 students in 12 Port Loko schools found …
United States of America · Pittsburgh · See the United States of America profile
The world's largest language app (40M+ daily users) uses AI to personalise practice and, via Duolingo Max, GPT-powered roleplay and feedback; efficacy studies are positive but largely self-reported.
Duolingo is a language-learning platform that personalises practice with machine learning; through Duolingo Max it adds GPT-powered conversation practice and explanations, and it passed 40 million daily active users in 2024.
A university study found significant gains across all four language skills after three months of use, and over 90% of Duolingo Max (AI-tool) users reported feeling ready to use the language in real life. Most of this evidence, however, is vendor-run or self-reported, and the richest AI-driven features sit behind a paywall.
Duolingo is cited as a strong example of AI personalisation at consumer scale, scored with the caveat that its evidence base is largely vendor-run or self-reported.
Implementation detail (cost, timeline, staffing, conditions for success) is not yet available for this practice.
Where this practice's information was retrieved from, and when.
Sierra Leone
A pre-registered 8-week RCT of Google DeepMind's Gemini "Guided Learning" tutor across 1,763 students in 12 Port Loko schools found …
Chile
Created by CIAE at Universidad de Chile, ConectaIdeas is a gamified adaptive maths platform for primary schools. A 2017 IDB-backed …
Canada
Prodigy Math's AI-adaptive game has 100 M+ registered users in 190+ countries and earned ESSA Tier 3 ('Promising') evidence from …
Ghana
A conversational maths tutor delivered over WhatsApp: a Ghana RCT found an effect size of ~0.37 (≈ an extra year …
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