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All Journal TEKNIK Transmisi: Jurnal Ilmiah Teknik Elektro JURNAL SISTEM KOMPUTER JURNAL SISTEM INFORMASI BISNIS TRANSIENT: Jurnal Ilmiah Teknik Elektro Jurnal Sistem Komputer Jurnal Teknologi dan Sistem Komputer Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Journal of Information Systems and Informatics Jurnal Nasional Teknik Elektro dan Teknologi Informasi
Adian Fatchur Rochim
Department Of Computer System Engineering - Diponegoro University
Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering

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Student Achievement Prediction Models: A PRISMA-Based Systematic Literature Review Rima Tamara Aldisa; Adian Fatchur Rochim; Agung Triayudi
Journal of Information System and Informatics Vol 8 No 2 (2026): April
Publisher : Asosiasi Doktor Sistem Informasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63158/journalisi.v8i2.1526

Abstract

Student achievement prediction has become an important research area in educational data mining because it supports early intervention, academic monitoring, and evidence-based decision-making in educational institutions. This study aims to identify research trends, commonly used methods, predictive variables, and potential research gaps in student achievement prediction models. A Systematic Literature Review (SLR) was conducted using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) framework. Articles published between 2020 and 2024 were collected from seven reputable databases, namely Scopus, ScienceDirect, IEEE Xplore, SpringerLink, IOP, Wiley, and MDPI. After applying the inclusion and exclusion criteria, 52 articles were selected for final analysis. The findings show that classification-based machine learning methods dominate this research area, with Random Forest being the most frequently used algorithm. Academic data, such as grades, GPA, and attendance, remain the most common predictive variables, while non-academic variables are still rarely explored. This study highlights the need for multi-source data integration, hybrid or ensemble modeling, and broader variable selection to improve prediction accuracy and applicability. The novelty of this study lies in its structured synthesis of recent studies and its proposed direction for developing more comprehensive student achievement prediction models.
Co-Authors Abda Rafi Agung Budi Prasetijo Agung Prasetyawan Agung Triayudi Ahmad Herdinal Muttaqin Amin Taufiq Andrian Satria Martiyanto Anggit Perdana Anggraeni, Retno Setya Arini Arumana Aris Kusnandar Aris Puji Widodo Azizah Kamalia Bimo Ananto Pamungkas Birtha Arifudzaki Budi Cahyo Suryo Putro Chaerunissa Ariwardhani Chandra Efendi Lumban Tobing Cindy Sahera Dhian Sandra Dwi Artanto Dinar Mutiara Kusomo Nugraheni Dini Indriyani Putri Dite Ardian Dolly Simon Kristian Dwi Intan Af'idah Dyakso Anindito Nugroho Eka Desyantoro Eko Didik Widianto Eko Setyo Purnomo Faiq Wildana Fajar Wisnu Aribowo Fajar Zuhroni Faraj Faraj Fauzi, Adnan Galoh Randicha Henry Aryco Himawati, Ratna Yuli I Gede Putra Yasa W Ike Pertiwi Windasari Insan Bayunadi Iwan Setiawan Karlina Kusumaningrum Kodrat Imam Satoto Kurniawan Teguh Martono Liga Filosa Lilik Yulianto Maman Somantri Mentary Putri Pratami Mochammad Luthfi Febriadi Moh. Firomas AN Muhamad Fahmi Fakhrezi Muhammad Chamdun Muhammad Fahmi Awaj Muhammad Faizal Afriansyah Muhammad Ichsan Adhiim Muhammad Rozi Yerusalem Mustafid Mustafid Ni Luh Made Dewi Asih Astita Norma Fitra Puspa Rahma Nugroho Arif Widodo Nugroho, Waluyo Nunik Srikandi Putri Penji Prasetya Pipin Widyaningsih Priguna Septia Putra Purnaresa Yuliartanto Putut Suharso R Rizal Isnanto R. Rizal Isnanto Rahmat Juniar Dwiansyah Reza Taftazan, Reza Rian Aldy Hidayat Riko Dede Hardiyanto Rima Tamara Aldisa Rinta Kridalukmana Rizal Panuntun Satria Martiyanto, Andrian Septi Nurna Alfiani Siska Fadhilah Wati Siswo Nugroho Sudjadi Sudjadi Teddy Satria Toni Prahasto Tri Handayani Tri Suratno Trias Andromeda Vincensius Gunawan S.K. Wahyul Amien Syafei Yennylawati, Eng Yonanta, Monanzarifa Yonanta Yudha Aditya Yuli Christiyono Yuli Christyono