Ana Cristina Villegas

Privacy-aware learning analytics for exploratory behavior through federated and explainable AI

Learning analytics platforms increasingly use behavioral traces to model engagement, navigation, and self-directed learning dynamics in virtual learning environments (VLEs). However, most current approaches prioritize predictive accuracy, centralize sensitive student records, and rarely analyze the stability of explora...