Verda Gizem Oğul

Early identification of at-risk students in online learning environments: A learning analytics approach using machine learning models

Online learning environments generate temporally ordered traces that can support early academic-risk screening, but credible claims require an explicit prediction point and strict control of post-outcome information. This study evaluates whether information available by day 28 of an Open University module presentation...