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All Journal Jurnal Pemikiran dan Pengembangan Sekolah Dasar (JP2SD) Jurnal Penelitian dan Pendidikan IPS Jurnal Inspirasi Pendidikan Erudio: Journal of Educational Innovation Berkala Ilmiah Pendidikan Fisika Al Ishlah Jurnal Pendidikan QALAMUNA: Jurnal Pendidikan, Sosial, dan Agama Jurnal Ilmiah Pendidikan Fisika Momentum: Physics Education Journal Jurnal Bidang Pendidikan Dasar JPM (Jurnal Pemberdayaan Masyarakat) Pendas : Jurnah Ilmiah Pendidikan Dasar Prosiding SNPF (Seminar Nasional Pendidikan Fisika) Kumawula: Jurnal Pengabdian Kepada Masyarakat Jurnal Pendidikan dan Kebudayaan Didaktika: Jurnal Kependidikan Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran Rainstek : Jurnal Terapan Sains dan Teknologi Dinamika Sosial: Jurnal Pendidikan Ilmu Pengetahuan Sosial Innovative: Journal Of Social Science Research Pijar : Jurnal Penelitian Bidang Pendidikan dan Pembelajaran Mindset : Jurnal Pemikiran Pendidikan dan Pembelajaran Penelitian Ilmu Pengetahuan Sosial
Sudi Dul Aji
Universitas PGRI Kanjuruhan Malang
Arts Humanities Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Physics Public Health Social Sciences Other

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Personalization of Adaptive Learning Modules: Differential Impact Analysis Based on Students' Prior Knowledge Profiles and Self-Regulated Learning Levels Sudi Dul Aji; Nurul Ain; Akhmad Zaini; Hestiningtyas Yuli Pratiwi; Kadek Dwi Hendratma Gunawan; Salsabila Kholifahtun Nisa’; Muhammad Nur Hudha
Jurnal Kependidikan : Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran, dan Pembelajaran Vol. 12 No. 1 (2026): March
Publisher : LPPM Universitas Pendidikan Mandalika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33394/jk.v12i1.17755

Abstract

This study aims to identify student learner profiles based on a combination of prior knowledge and Self-Regulated Learning (SRL) levels and to analyze the differential impact of an adaptive learning module on knowledge and SRL improvement in each profile. Using a mixed-methods explanatory sequential design, 92 undergraduate physics education students were selected through purposive sampling. K-Means cluster analysis was applied to form learner profiles, followed by a six-week pre–post intervention and qualitative interviews. The results identified three learner profiles (Proficient-Autonomous Learner, Resilient-Developing Learner, and Proficient-Fragile Achiever). The result showed that the adaptive module significantly improved Results showed significant knowledge gains across profiles, while SRL improvements differed significantly. The Proficient–Fragile Achiever group demonstrated the largest SRL gain (p < .001; large effect size, d > 0.80), associated with more frequent scaffolding support. In conclusion, the effectiveness of adaptive modules is highly dependent on learner profiles, with the most significant benefits in their ability to provide external support for building self-regulation skills. These findings imply that learning technology design should incorporate SRL as a key variable for personalization, and institutions can utilize these platforms as intervention tools for students with weak learning independence.
Co-Authors Adnan Nasution Afifatul Nur Azizah Afra Mariana Agnes Noa Agustinus Bernadino Akhmad Jufriadi Akhmad Zaini Anatolia Gurtin Arief Rahman Hakim Armin Mohamad Ali Chandra Sundaygara Choirul Huda Dewi, Paulia Kurnia Dwi Fauzia Putra Elfrida Toyo endah andayani Endang Surjati Farida Nur Kumala Hena Dian Ayu Hestiningtyas Yuli Pratiwi Hoar, Yanuaria Holifah Wahyuni Iswahyudi, Didik Jeani Hartin, Geofani Amanda Kadek Dwi Hendratma Gunawan Klarisa Megaria Novita Kurriawan Budi Pranata KUSUFA, RONI ALIM BA’DIYA Loren Kaluge Malika Novanda Alfitria MARIA BINTANG Maris Kurniawati Mat, Rogasianus Muhammad Nur Hudha Muhammad Nur Hudha Nada Damai Azka Narahayaan, Alexandrina Ni’matullah, Onik Farida Nurul Ain Prihatin Sulistyowati, Prihatin PUJI LESTARI Putri, Amelia Nurdevianti Rahmah Rambu Kassi Rika Tri Intan Lestari Rini, Dyah Umyek Bagus Timur Rochanahh, Siti Roni Alim Ba'diyah Kusufa Salsabila Kholifahtun Nisa’ Sayyadi, Muhammad Sholikhan Sulastri Aprilia Sutrisno Sutrisno Sya'Roni Sylvianica, Devi Titin Prastyawati Yasa, Arnelia Dwi Yohana Susana Wolla Baga Yokbet Badelwaer