Evaluating Video Teaching Effectiveness with EEG and Machine Learning: A Rigorous Framework

This study presents a rigorous and reliable framework aimed at assessing the efficacy of video-based instruction using EEG signals and machine learning techniques. Apart from offering a comprehensive assessment of the instructional quality, the framework also enables students to obtain instantaneous feedback on their levels of concentration and cognitive workload while watching the video material.