Beyond Passive Viewing: A Pilot Study of a Hybrid Learning Platform Augmenting Video Lectures with Conversational AI
arXiv cs.AI / 4/20/2026
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Key Points
- The study addresses how video-only AI education at massive scale often fails to sustain engagement and support deep conceptual mastery despite being scalable and cost-effective.
- Researchers evaluated a hybrid platform that combines traditional video lectures with real-time conversational AI tutors in a controlled within-subject experiment (N=58).
- Learners received the standard video condition first and then the AI-augmented condition, enabling direct comparisons via immediate post-tests and delayed retention tests after two weeks.
- Results indicate substantial learning gains from the AI-augmented instruction, including a large immediate post-test effect (d=1.505) and higher scores after the conversational AI condition (91.8 vs 83.5, p<.001).
- Engagement metrics also improved, with behavioral analytics showing a 71.1% increase in engagement duration when conversational AI tutoring was available.
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