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Journal : EduMatika: Jurnal MIPA

Analysis of the Most Dominant Causing Factors of Divorce in 34 Provinces in Indonesia Using the XGBoost Algorithm Amalia, Seila; Banjarnahor, Riski Melanton; Hutapea, Risca Octaviyani; Sitorus, Gabriel Fernando; Domini, Gracia; Arnita, Arnita
EduMatika: Jurnal MIPA Vol. 5 No. 2 (2025): EduMatika: Jurnal MIPA
Publisher : Lembaga Riset Mutiara Akbar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56495/emju.v5i2.1135

Abstract

Divorce in Indonesia shows a significant increasing trend and has a broad social impact. This study aims to identify the most dominant causes of divorce in 34 provinces in Indonesia using the Extreme Gradient Boosting (XGBoost) machine learning algorithm. Secondary quantitative data from the Central Bureau of Statistics in 2024 were analyzed by pre-processing, data sharing, model training, and performance evaluation. The results showed that constant disputes and quarrels were the main causes of divorce, followed by substance abuse and forced marriage. The developed XGBoost model achieved 75% accuracy in classifying the level of divorce risk. These findings provide new insights into understanding the social factors that influence divorce and can be the basis for designing more effective prevention strategies.
Co-Authors Abadi Simanullang, Paskah Advis Ambrosius Sitohang, Yuda Agus Waruwu, Stefen Ahmad Naufal, Ahmad Alfin, Muhammad Amalia, Seila Amanah, Fadilla Amelia Br Siregar, Ririn Amelia Vega S. Meliala, Ruth Ananda Hafika, Rizky Anastasya Carity S, Disty Andari, Arnis Wulan Anfadi, Farid Ariatna Asmin Asmin, Asmin Asyri, Al Aulia, Windy Banjarnahor, Riski Melanton Barus, Emya Lavigana Budi Akbar, Muhammad Budi Sunaryo, Budi Bush Henrydunan, John Chairunisah Chairunisah, Chairunisah Damayanti, Elok Defiyanti, Aqilah Dessi Mufti, Dessi Diah Retno Wahyuningrum Dian Septiana DIdi Febrian Dly, Revidamurti Dobry Sianipar, Freyro Domini, Gracia Edy Surya Effendy, Fachriz Eko Gani PG Eri Widyastuti Fitria, Amanda Hadi Iskandar Hafiz, Alfin Haikal Al Majid, Muhammad Hanafi, Revo Hasangapon Perapat, Gerhard Herinawati, Herinawati Herinawaty, Herinawaty Hidayat Hidayat Hidayatul Arifin, Muhammad Hidayatullah, Putra Hutapea, Risca Octaviyani Hutasuhut, Addiestya Rosa Illahi, Ridho Pratama Impana Manik, Kristin Insan Taufik Irya Shakila Syukron, Ananda Jamidi, Jamidi John Pardamean Hutabarat, Felix Juli Rachmadani khatulistiwa, jamrud Khoiri Nasution, Aurela Kuraini, Atifa Nuzulul MANSUR AS Manullang, Sudianto Marpaung, Faridawaty Mirzazoni, Mirzazoni Muhammad Nasir Muhibuddin Muhibuddin, Muhibuddin Muthmainnah, Inna Nabila, Rinjani Cyra Nasuiton, Aurella Nasution, Muhammad Dana Ananda Putra Nisja, Indra Niska, Debi Yandra Nulhakim, Putri Aisyah Nur Aksa, Fauzah Nuribadah, Nuribadah Parapat, Gerhard Hasangapon Payana, Sandi Dwi Prang, Amrizal J. Rahmatillah, Rahmatillah Ramadhan Manik, Albert Ramadhan, Teguh Reskya Ramadhani, Fanny Ramdhani, Fanny Ridal, Yani Rika, Rika Rinawati Riska Amelia Romi Asmara Rumahorbo, Daniel Rumapea, Kiki Nurpitasari Said . Iskandar Saragih, Vinny Ramayani Sihombing, Jeremia Jordan Silalahi, Niken Adelina Silfitri, Yunia Simamora, Elmanani Sinaga, Marlina Setia Siregar, Latifah Sitohang, Daniel Sitorus, Gabriel Fernando Sri Dewi Sri Mulyana Sriwahyuni, Yeni Sulaiman Sulaiman Suryani, Nita Syahri, Alfin Syifa Cendikia, Yolanda Tampubolon, Josua Deo Tarigan, Febry Vista Kristen Tri Widya Kurniasari tumangger, silfia Tymoty Hutabarat, Peter Wahyu Pratama, Rangga Wahyudi, Rizky Warjaya, Angga Yazid Noor, Muhammad Yulita Molliq Rangkuti Zoni, Mirza Zulfadli Zulfadli Zulfadli Zulfadli Zulfahmi Indra, Zulfahmi