Pratiwi Rachmadi

A Pilot Study on Machine Learning Models for Predicting Student Pass/Fail Outcomes Using LMS Activity Logs and Interactive Dashboard Analytics

Learning Management Systems (LMS) generate rich behavioral data from student interactions, yet many institutions utilize these data only for administrative purposes. This study develops a Machine Learning model for predicting student academic performance based on LMS activity logs and visualizes the predictions through...