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All Journal Dinamik Jurnal Inovatif Wira Wacana
Hermanto, Muhammad Haris
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Computer Science & IT Electrical & Electronics Engineering Engineering

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Journal : Dinamik

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Sistem Prediksi Prestasi Akademik Mahasiswa Program Studi Pendidikan Agama Islam Menggunakan C4.5 Hermanto, Muhammad Haris; Sutedi, Sutedi
Dinamik Vol 31 No 1 (2026)
Publisher : Universitas Stikubank

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35315/dinamik.v31i1.10323

Abstract

Current advances in information technology have encouraged universities to utilize student academic data as a basis for decision-making, one of which is predicting academic achievement. This study aims to apply the C4.5 algorithm to develop a system for predicting student academic success in the Islamic Religious Education Study Program. This method was chosen because it produces a decision tree model that is easy to understand and has a high level of accuracy. The data used comes from student achievement indexes from semesters 1 to 5. The research results showed that the prediction system achieved 99.62% accuracy and achieved high recall precision across each class category. This demonstrates the effectiveness of the C4.5 algorithm in predicting student academic achievement and has the potential to serve as a valuable tool for decision-makers in higher education.
Co-Authors Saputra, Hadi Nurma Dwi Sutedi Sutedi