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All Journal International Journal of Evaluation and Research in Education (IJERE) Jupiter Jurnal Simetris Jurnal Informatika JSI: Jurnal Sistem Informasi (E-Journal) International Conference on Engineering and Technology Development (ICETD) Jurnal Ilmu Komputer dan Agri-Informatika Explore: Jurnal Sistem Informasi dan Telematika (Telekomunikasi, Multimedia dan Informatika) Jurnal Informatika Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Edukasi dan Penelitian Informatika (JEPIN) Scientific Journal of Informatics Seminar Nasional Informatika (SEMNASIF) Sisforma: Journal of Information Systems Jurnas Nasional Teknologi dan Sistem Informasi Journal of Information Systems Engineering and Business Intelligence Register: Jurnal Ilmiah Teknologi Sistem Informasi KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) International Journal of Artificial Intelligence Research Jurnal Penelitian Pendidikan IPA (JPPIPA) Jurnal Sains dan Informatika Jurnal Ilmiah Matrik JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Jurnal Sisfokom (Sistem Informasi dan Komputer) MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Jurnal Mantik Journal of Information Systems and Informatics Jurnal Abdi Insani Jurnal Teknologi Informatika dan Komputer Journal of Software Engineering Ampera Djtechno: Jurnal Teknologi Informasi Formosa Journal of Computer and Information Science JURNAL ILMIAH SAINS TEKNOLOGI DAN INFORMASI Jurnal Informatika: Jurnal Pengembangan IT Indonesia Bergerak: Jurnal Hasil Kegiatan Pengabdian Masyarakat
Usman Ependi
Universitas Bina Darma
Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Physics Public Health Other

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Journal : formosa journal of computer and information science

 1 
Determining Student Graduation Patterns Based on Semester Package Service Types at Universitas Terbuka Using the Apriori Algorithm Lora Ersitha; Yesi Novaria Kunang; Usman Ependi; Ari Muzakir
Formosa Journal of Computer and Information Science Vol. 5 No. 2 (2026): August 2026
Publisher : PT FORMOSA CENDEKIA GLOBAL

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55927/fjcis.v5i2.17332

Abstract

This study identifies graduation patterns associated with semester package services at Universitas Terbuka (UT) Palembang using the Apriori association rule algorithm. The dataset consisted of 1,134 alumni of the Bachelor of Management program who graduated during 2020–2025. The attributes were transformed into transaction items representing semester package service, study completion status, graduation predicate, and learning management system (LMS) usage. Apriori was implemented in RapidMiner with minimum support of 10% and minimum confidence of 70%, and lift was used to assess association strength. Eight rules satisfied the thresholds. The most representative service-related pattern was Timely, SIPAS Semi, and Very Satisfactory, with support 15%, confidence 81%, and lift 1.13. SIPAS non-TTM had slightly higher support as a single service pattern, but its combined Timely rule produced lower confidence and lift than SIPAS Semi.
Co-Authors Abel Arisandi Ade Putra Ade Putra Ainna Khansa Angel Caroline Billan Ari Muzakir Ari Wibowo Arjun, Jennifer Berlianti, Marutha Chairul Mukmin Darius Antoni Dedi Irawan Edi Surya Negara Evi Yulianingsih Faiz Zulkifli Fatin Syamilah Che Yob Febriyanti Panjaitan Febriyanti Panjaitan Ferdiansyah Ferdiansyah Firamon Syakti Firamon Syakti, Firamon Fitri Purwaningtias Gege Ardiyansyah Geoffrey Rhoel C. Cruz Haidar Mirza, A. Haidar Mirza, Ahmad Hamim Tezar Rizandi Heri Suroyo Hutrianto Irwansyah Irwansyah Kisworo, Marsudi Wahyu Kurniawan, Tri Basuki Lim Seong Pek Lora Ersitha M Aswadi M. Octa Prasetya M.Robi Maulana Mikko Mikko Muhammad Hafid Alfarisi Muhammad Haikal Muhammad Izman Herdiansyah Muhammad Izman Herdiansyah Muhammad Ridho Kurniawan Muhammad Valdo Nahdatul Akma Ahmad Nahdatul Akma Ahmad Novaria Kunang, Yesi Novifika, Seva Nyimas Sopiah Oktaviani, Nia Oktaviani, Nia Oktaviani, Nia Purwaningtias, Fitri Qoriani Widayati Rianda Pratama Sabeli Aliya Sabeli Aliya Suyanto Suyanto Suyanto Suyanto Tasmi, Tasmi Tata Sutabri Tri Basuki Kurniawan Wahyu Caesarendra Wicaksana, Hilman Singgih Widya Cholil Wulandari, Intan Fitriana Yesi Novaria Kunang Yukos Pratama Zaid Amin