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#Adaptive Learning

Adaptive Learning

2 Beiträge

A teacher and two primary pupils compare equivalent fraction bars on a worksheet beside a tablet practice activity.
Zeitschriftenartikel2026
Zeitschriftenartikel 194

Computer-assisted learning in the real world: How Khan Academy influences student math learning

Taryn Eames, Emma Brunskill, Bogdan Yamkovenko, Kodi Weatherholtz, Philip Oreopoulos

Proceedings of the National Academy of Sciences

A large United States study links Khan Academy use with mathematics progress across roughly 214,000 students. Its observational design uses changes in classmates’ usage and extensive statistical controls, rather than random assignment. Average exposure was modest, and higher prior achievers appeared to benefit more. The findings highlight implementation and access to practice, while leaving uncertainty about causation. They concern established computer-assisted learning and should not be read as evidence for generative-AI chatbots.

Mathematics EducationAdaptive LearningLearning Analytics
500-Wörter-Zusammenfassung lesen →
Two students discuss annotated algebra examples while choosing a next practice task on a tablet under a teacher's observation.
Zeitschriftenartikel2025
Zeitschriftenartikel 160

Motivational agents changed some algebra-learning choices without a significant overall test advantage

Man Su, Belle Dang, Andy Nguyen, Tomohiro Nagashima

npj Science of Learning

A randomized study analyzed 49 secondary pupils using an adaptive algebra system with or without motivational pedagogical agents. The agent condition showed descriptive gains, but its adjusted post-test advantage and error-rate difference were not significant. Interaction analyses highlighted different choices about optional learning activities and the importance of prior knowledge. The study illustrates why engagement paths deserve attention, while a small sample and 25-minute intervention cannot establish durable benefits from adding an agent.

adaptive learningpedagogical agentsalgebra
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