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All Journal Jurnal Pengabdian Masyarakat dan Riset Pendidikan
Nugroho, Muhammad Haikal
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Humanities Education Languange, Linguistic, Communication & Media Mathematics Other

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Analisis Pengelompokan Pola Pembayaran UKT Mahasiswa Menggunakan Algoritma K-Means Clustering: Penelitian Desmulyati, Desmulyati; Budiawan, Imam; Andrianto, Feri; Canavaro, Reafael Andrian; Nugroho, Muhammad Haikal; Saputra, Sofiyan Aris
Jurnal Pengabdian Masyarakat dan Riset Pendidikan Vol. 4 No. 3 (2026): Jurnal Pengabdian Masyarakat dan Riset Pendidikan Volume 4 Nomor 3 (Januari 202
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/jerkin.v4i3.4967

Abstract

Single Tuition Fee (UKT) plays a crucial role in financing higher education, but late and arrear payments are often difficult to analyze manually. This study aims to classify student UKT payment patterns using the K-Means algorithm based on per capita income, UKT amount, lateness, lateness category, and total arrears. The data used were 300 cleaned and standardized students. The number of clusters was determined using the Elbow and Silhouette Score methods, with the best results at k = 3 (SSE = 524.06; Silhouette Score = 0.5609). The three clusters include high-income students with regular payments, low-income students with minor delays, and high-risk students with large delays and arrears. These results help universities map UKT payment risks and develop more targeted collection and relief policies.
Co-Authors Canavaro, Reafael Andrian Desmulyati, Desmulyati Feri Andrianto Imam Budiawan Saputra, Sofiyan Aris