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Yunita Yunita
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Journal : Jurnal Ilmiah Sistem Informasi dan Ilmu Komputer

 1 
Penerapan Data Mining dalam Sistem Pendukung Keputusan Penerimaan Beasiswa KIP-Kuliah Menggunakan Algoritma Naive Bayes Yunita Yunita; Nahrun Hartono; Erfina Erfina
Jurnal ilmiah Sistem Informasi dan Ilmu Komputer Vol. 5 No. 1 (2025): Jurnal ilmiah Sistem Informasi dan Ilmu Komputer
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/juisik.v5i1.1415

Abstract

Improving access to higher education through the KIP-Kuliah scholarship program faces challenges in the selection process, particularly in determining recipients efficiently and objectively amid evolving policies and socioeconomic conditions. At UIN Alauddin Makassar, the selection process for 2,380 applicants in 2024 resulted in a heavy administrative burden on the Student Affairs Bureau, with final decisions made at the rectorate level. This study aims to develop a decision support system based on the Naive Bayes algorithm to assist in the computerized classification of scholarship eligibility. The model was trained using 350 data entries and tested on 150 entries, achieving an accuracy rate of 96.67%, indicating strong classification performance. The confusion matrix showed 145 correct predictions out of 150 test data, with precision, recall, and F1-score values all above 0.95. The system facilitates automated data management and eligibility prediction, reducing process complexity and accelerating decision-making. Black-box testing confirmed that the system functions according to specifications, suggesting that the implementation of the Naive Bayes algorithm can enhance the scholarship selection process to be more accurate, efficient, and fair—particularly for students from underprivileged backgrounds.
Co-Authors Afrina Welni Agus Gilang Hermawan Agus Junaidi Ahmad Johari Ahmad Zainuri Ahmad Zainuri Aisyah Ummu Inayah Akhmad Syaiin Alfina Alfina  Almas Ressul Ulia Amalia Amalia Andi saharuddin Ani Marlia Anthon Kerihi Arjuna Fikri Tri Firmansyah AYU WULANDARI Azidi Irwan Chuzaimah Chuzaimah Darwadi MS, Darwadi DEASY ARIYANTI RAHAYUNINGSIH Dede Nadien Rahmadini Desi Hermawati Dessi Novita Sari Dian Novitasari Didik Aribowo Dini Alviani DJOHAR MAKNUN Dwiyanti Dwiyanti E. Wildayana Eka Angriani ELIHAMI, ELIHAMI Elva Rahmah Erfina Erfina Euis Nursa’adah Evi Fitriyani Evi Gustia Kesuma Evi Yuliza, Evi F. Sjarkowi Faroman Syarief Febriyanto, Tedy Fitri Maya Puspita Fitri Nurzakiah Fuadi Gelen Veranda Deanda Ghina Via Salsabila Hasna Hasna Hasni Hasni Hendro Aryanto Hera E lfrida Hera Elfrida Hilda Amalia Ibrahim Ibrahim Igel Izzahtul Azizah Iman Suswanto intan Iqbal Maulana Ismail Ismail Istiqomah Addiin Jon Farizal, Jon Kanda Januar Miraswan Kartimi Kartimi Khabib Mustafa Kholidah Nur Komala Sari Lely Hiryanto lidia oktavia Maemunah Malidan Malidan Marai Rahmawati Mariana Syamsudin Mela Novianty Badriyah Miken Wulandari Mohammad Fatkhurrokhman Mohammad Harist Al Agam Muhammad Aziz Nur Mubarok MUHAMMAD TAUFIK Muhammad Ukkasyah Muhammad Yusuf Habibi Muhammad Zulfikar Syuaib Mukhammad Fajar Ardiansyah mukhlisah mukhlisah Mustakim Mustakim Mutiara Makkasau Nahrun Hartono Naufalia Putri Niken Ayu Pamukas Nurmalasyari Nurmalasyari Nurul Apriliani nuryana nuryana Putri Widelia W Raden Rahma Restu Maulida Radna Nurmasari Rahmadhona Fitri Helmi Randy Wilyan Putra Ratna Ratna Rehna Intan Fitriyani Restu Anugrawan Riana Rahmadanti Rika Hasmayanti Agustina Risa Nursanty Rita Khathir Robinson Sitepu Rohania Rohania Ruslimin. A Salahudin Rayyan Santoso, Fransiskus Gatot Iman Saputra Saputra   Sarbino Sarbino Selvina Armiah Shafa Salsabila4 Sinta Rukiastiandari Sriyadi Sriyadi Sukarni Sukarni Sukri Sukri Sunarti Sunarti suparman suparman Tahirah Amatul Matin Tita Sunggarani Usman Muhammad Tang Vira Reza Wendhi Yuniarto Weny Herlina Wibowo Wibowo Widiarina . Yulia Hanoselina Yulirohyami Yulirohyami Yunita Lestari Yunus Busa Zairin Thomy Zuhrotunida Zuhrotunida