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Hamsa Bastani

Cognition & SkillSafeguards & Design

Wharton, University of Pennsylvania

Field experiment showing that unrestricted AI help raised practice scores and lowered exam scores, while a hint-only tutor did not.

Placed by the editor, v1 — corrections welcome.

In the Atlas

  • Bastani et al 2025 - Generative AI can harm learning

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  • Does cognitive debt last
  • Who pays the cognitive debt

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Cognition & SkillSafeguards & DesignGenerative AI without guardrails can harm learning: Evidence from high school mathematicsDoes cognitive debt last — or is it repaid with practice?Who pays the cognitive debt — novices, experts, or the next generation?This researcher

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  • Cognition & Skill
  • Safeguards & Design
  • Generative AI without guardrails can harm learning: Evidence from high school mathematics
  • Does cognitive debt last — or is it repaid with practice?
  • Who pays the cognitive debt — novices, experts, or the next generation?

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