This study aims to construct an interactive e-classroom model based on time series analysis results to improve online learning efficiency and student engagement. By collecting and analyzing interaction data in online classes using time series analysis, we identified patterns and trends in classroom interactions. Students’ engagement and learning effectiveness were significantly improved by optimizing interactive sessions and adjusting teaching strategies. This study provides a new perspective and tool for online education to achieve a personalized and dynamically adjusted teaching model.