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All Journal International Journal of Electrical and Computer Engineering IAES International Journal of Artificial Intelligence (IJ-AI) International Journal of Evaluation and Research in Education (IJERE) TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Algoritma Jurnal Edukasi dan Penelitian Informatika (JEPIN) Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika JOIN (Jurnal Online Informatika) JOIV : International Journal on Informatics Visualization Jiko (Jurnal Informatika dan komputer) Jurnal Perspektif Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi JISKa (Jurnal Informatika Sunan Kalijaga) JISA (Jurnal Informatika dan Sains) Indonesian Journal of Electrical Engineering and Computer Science Journal of Applied Science, Engineering, Technology, and Education Journal of Applied Data Sciences Jurnal Algoritma Gunung Djati Conference Series Intellect : Indonesian Journal of Learning and Technological Innovation Jurnal Informatika Polinema (JIP) Khazanah Pendidikan Islam International Journal of Islamic Khazanah Khazanah Journal of Religion and Technology
Maylawati, Dian Sa'adillah
Department Of Informatics, UIN Sunan Gunung Djati Bandung
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Journal : JOIV : International Journal on Informatics Visualization

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Exploring Classification Algorithms for Detecting Learning Loss in Islamic Religious Education: A Comparative Study Sapdi, Rohmat Mulyana; Maylawati, Dian Sa'adillah; Ramdania, Diena Rauda; Budiman, Ichsan; Al-Amin, Muhammad Insan; Fuadi, Mi'raj
JOIV : International Journal on Informatics Visualization Vol 8, No 2 (2024)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.8.2.1823

Abstract

This study investigates the detection of learning loss in Islamic religious education subjects in Indonesia. Focusing on the effectiveness of multiple classification algorithms, the research assesses learning loss across literacy, numeracy, writing, and science domains. While education traditionally involves knowledge transmission, it also seeks to instill values. Given Indonesia's predominantly Islamic demographic, Islamic Religious Education (IRE) is pivotal in disseminating moral and cultural values, encompassing teachings from the Koran, Hadith, Aqedah, morality, Fiqh, and Islamic history. The study's central aim is to discern learning loss in IRE in Islamic schools, utilizing the Gradient Boosting Classifier as its primary analytical tool. Various classification algorithms, including the Cat Boost Classifier, Light Gradient Boosting Machine, Extreme Gradient Boosting, and others, were tested. The study engaged a sample of 38,326 Islamic Elementary school students, 29,350 Islamic Junior High school students, and 13,474 Islamic High school students across Indonesia. The findings revealed that the Light Gradient Boosting Machine was the most effective model for Islamic Elementary and High school data, while the Cat Boost Classifier excelled for Islamic Junior High school data. These results highlight the extent of learning loss in IRE and offer invaluable perspectives for education stakeholders. Future studies are encouraged to further explore the root causes of this learning loss and devise specific interventions to tackle these issues effectively.
Co-Authors Achmad Kholiq Adi Putra Andriyandi Agung Wahana Ahmad Fathonih, Ahmad Al-Amin, Muhammad Insan Aldi Fahluzi Muharam Ali, Hapid Barzan Faizin Cecep Nurul Alam Cecep Nurul Alam, Cecep Nurul Cepy Slamet Diena Rauda Ramdania Enjang AS, Enjang Fatonah, Fany Risti Fauziah Binti Kasmin Fauziah Binti Kasmin Fitri, Susanti Ainul Ghifari Munawar Hamdan Sugilar Harahap, Akbar Hidayatullah Hartawan, Gaduh Hilmi Aulawi Ichsan Budiman Ichsan Taufik Imam Fahmi Fadillah Kasmin, Fauziah Kholiq, Achmad Khosyi'ah, Siah Kumar, Yogan Jaya Lillah, M. Rival Ridautal Lillah Marwah Maulana Sidik Melani Nur Mudyawati Mi’raj Fuadi Mohamad Irfan Muhammad Ali Ramdhani Muhammad Humam Wahisyam Muhammad Indra Nurardy Saputra Muhammad Insan Al-Amin Muharam, Aldi Fahluzi Nugraha, Rizky Rahmat Nur Lukman Nurlatifah, Eva Nurrohman, Nurrohman Pitriani, Pitriani Rachmat Jaenal Abidin Rahman, Titik Khawa Abdul Reza Fahlevi Herdiyanto Ridwan Setiawan Rifa'i, Akhmad Ridlo Riki Ahmad Maulana Rinda Cahyana Rio Guntur Utomo Riyan Naufal Hay's Rizkiansyah Dewantara Rizqullah, Naufal Rohmat Mulyana Sapdi Rohmat Mulyana, Rohmat Rully Agung Yudhiantara Saputra, Muhammad Indra Nurardy Septya Egho Pratama Siah Khosyi'ah Siah Khosyi'ah Syafi’i, Syafi’i Syahrifudin, Umar Teddy Mantoro Tedi Priatna Teja Endra Eng Tju Ukan Saokani Umana, Muhammad Khalifa Umar Syahrifudin Utomo, Suharjanto Wahyudin Darmalaksana Wildan Budiawan Zulfikar Wisnu Uriawan, Wisnu Yana Aditia Gerhana, Yana Aditia Yniarto, Kurniawan Yogan Jaya Kumar Yogan Jaya Kumar Yuhendra AP