SciRepID - Analisis Pola Aktivitas Belajar Mahasiswa pada Learning Management System Menggunakan Teknik Clustering


Analisis Pola Aktivitas Belajar Mahasiswa pada Learning Management System Menggunakan Teknik Clustering

Saturnus: Jurnal Teknologi dan Sistem Informasi
Asosiasi Riset Teknik Elektro dan Informatika Indonesia (ARTEII)

📄 Abstract

The increasing use of Learning Management Systems (LMS) in higher education generates large amounts of student activity data that have the potential to provide deeper insights into learning processes. However, in practice, these data are still rarely analyzed systematically to understand variations in students’ learning activity patterns, limiting their practical use in supporting teaching and learning. This study aims to explore students’ learning activity patterns in an LMS using a clustering approach based on activity data.This research utilizes the publicly available Open University Learning Analytics Dataset (OULAD), focusing on a single course and a single academic term. LMS activity data were processed through data cleaning and feature extraction, followed by student clustering using the K-Means algorithm. The quality of the clustering results was evaluated using the Silhouette Score, and visual analysis was applied to support the interpretation of the results.The results indicate that students’ learning activities can be grouped into two main patterns, namely a group of students with high learning activity and a group with lower or moderate activity levels. These findings highlight the existence of heterogeneous learning behaviors among students, even within the same learning context.The identified learning activity patterns provide an initial foundation for utilizing LMS data to monitor student engagement and to support the development of more responsive, data-driven learning approaches in higher education.

🔖 Keywords

#Activity Patterns; K-Means; Learning Analytics; LMS Analytics; Student Clustering

ℹ️ Informasi Publikasi

Tanggal Publikasi
31 January 2026
Volume / Nomor / Tahun
Volume 4, Nomor 1, Tahun 2026

📝 HOW TO CITE

Nurfaizah Nurfaizah, "Analisis Pola Aktivitas Belajar Mahasiswa pada Learning Management System Menggunakan Teknik Clustering," Saturnus: Jurnal Teknologi dan Sistem Informasi, vol. 4, no. 1, Jan. 2026.

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