educator review

Dual gatekeeping improved ratings of AI-generated instructional video without testing student learning

Yearim Kim, Njun Baek, Nojun Kwak

CHI 2026 Workshop on Understanding and Engaging Critical Resistance to AI in Education

Kim, Baek and Kwak present PedaCo, an AI-video workflow that lets educators revise scripts against multimedia-learning principles before synthesis and then checks the rendered video with automated pedagogical metrics. Twenty-three educators rated reviewed videos higher than baselines, while a 14-video comparison improved coherence and temporal alignment. The workshop study did not measure student learning or long-term teacher workload.