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All Journal 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 Ainara Journal (Jurnal Penelitian dan PKM Bidang Ilmu Pendidikan) Didaktika: Jurnal Kependidikan Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran Rainstek : Jurnal Terapan Sains dan Teknologi 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
Religion 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 Aji, Sudi Dul; Ain, Nurul; Zaini, Akhmad; Pratiwi, Hestiningtyas Yuli; Gunawan, Kadek Dwi Hendratma; Nisa’, Salsabila Kholifahtun; Hudha, Muhammad Nur
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 Afifatul Nur Azizah Afra Mariana Agnes Noa Akhmad Jufriadi Akhmad Zaini, Akhmad Anatolia Gurtin Arief Rahman Hakim Armin Mohamad Ali Bernadino, Agustinus Chandra Sundaygara Choirul Huda Dewi, Paulia Kurnia Dwi Fauzia Putra Elfrida Toyo endah andayani Farida Nur Kumala Gunawan, Kadek Dwi Hendratma Hena Dian Ayu Hestiningtyas Yuli Pratiwi Hoar, Yanuaria Iswahyudi, Didik Jeani Hartin, Geofani Amanda Karimah, Lulu Aulia Klarisa Megaria Novita Kurriawan Budi Pranata KUSUFA, RONI ALIM BA’DIYA Lestari, Rika Tri Intan Loren Kaluge Malika Novanda Alfitria MARIA BINTANG Maris Kurniawati Mat, Rogasianus Muhammad Nur Hudha Nada Damai Azka Narahayaan, Alexandrina Nisa’, Salsabila Kholifahtun Ni’matullah, Onik Farida Nurul Ain, Nurul Prawira, Cholisina Anik Prihatin Sulistyowati, Prihatin PUJI LESTARI Putri, Amelia Nurdevianti Rahmah Rambu Kassi Rini, Dyah Umyek Bagus Timur Rochanahh, Siti Rosita, Mila Sholikhan Sutrisno Sutrisno Sya'Roni Sylvianica, Devi Titin Prastyawati Yasa, Arnelia Dwi Yohana Susana Wolla Baga Yokbet Badelwaer