Salamatu Junior Awal

Early Prediction of Student Academic Performance: A Critical Narrative Review of Machine Learning Methods, Evaluation Design, and Responsible Deployment Copy title

This critical narrative review examines machine-learning approaches to the early prediction of student academic performance, focusing on logistic regression, decision trees, and random forests. It discusses the importance of dataset selection, preprocessing, model evaluation, dat...