Khanmigo AI tutor shows modest math gains in Tennessee middle schools
A two-year study across 18 Tennessee middle schools tested Khan Academy's AI tutor, Khanmigo, during math remedial sessions. Students who used the AI tutor experienced a slight improvement in math achievement, roughly equivalent to traditional practice, but engagement levels were low, with many students rarely interacting with the AI. The findings suggest that increasing student engagement with AI tutoring tools is crucial for realizing their full potential.
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This trial indicates that while AI tutors like Khanmigo can produce measurable learning gains, their effectiveness heavily depends on student interaction. The results highlight the importance of designing AI educational tools that actively engage students to maximize their impact, which could influence future development and implementation strategies in digital learning environments.
- AI tutoring yields small but measurable math improvements.
- Student engagement remains a key challenge for AI education tools.
- Enhancing interaction may be essential for AI's full educational potential.
Source: edworkingpapers.com, 2026-10-06
Published there as: “AI tutoring with Khanmigo in a two-year school experiment”
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