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All Journal Jurnal Riset dan Kajian Pendidikan Fisika Jurnal Inspirasi Pendidikan Jurnal Pendidikan Fisika PENA SAINS SMATIKA Berkala Ilmiah Pendidikan Fisika Journal of Teaching and Learning Physics SEJ (Science Education Journal) Jurnal Ilmiah Pendidikan Fisika Momentum: Physics Education Journal Jurnal Bidang Pendidikan Dasar JPM (Jurnal Pemberdayaan Masyarakat) Kasuari: Physics Education Journal (KPEJ) Jurnal Pendidikan dan Kebudayaan Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran Rainstek : Jurnal Terapan Sains dan Teknologi Online Learning in Educational Research Jurnal Pembelajaran, Bimbingan, dan Pengelolaan Pendidikan HINEF : Jurnal Rumpun Ilmu Pendidikan Pedagogi : Jurnal Pendidikan dan Pembelajaran Proceedings Series of Educational Studies Teaching, Learning, and Development Smatika Jurnal : STIKI Informatika Jurnal Jurnal Pengabdian Masyarakat
Hestiningtyas Yuli Pratiwi
Universitas PGRI Kanjuruhan Malang
Agriculture, Biological Sciences & Forestry Humanities Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Environmental Science Languange, Linguistic, Communication & Media Mathematics Physics 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 (IN PRESS)
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 Abdul Hayyi Ade Gafar Abdullah, Ade Gafar Akhmad Jufriadi Akhmad Zaini Akhmad Zaini, Akhmad Albertus Pati Molan Alfiatus Syarofah Amel, Bernadeta Ana Lailatul Fitriyah Anatolia Gurtin Anik Istyowati Anna Permanasari Arief Rahman Hakim Arif Hidayat Asim Asim Asmah, Ayu Ayu Nur Laily Choiroh Bima, Duran Core Budaeng, Jumaidin Chandra Sundaygara Choirul Huda Dul Aji, Sudi Dwi Haryoto Elisabeth Tai Elista Cahyani Godensia Eustika Elonora Godevila Sriyati Wela Gunawan, Kadek Dwi Hendratma Hardiyanti, Yohana Hari Wisodo, Hari Haryoto, Dwi Helena Jelita Igut Hena Dian Ayu Hilde Gardis Spriani Hilwa Mar’atus Solihah Ida Hamidah Ika Rahmania Indriyani Rachman Irfan Yusuf Ivonita Trihastuti Jaya, Paskalina Joumil Aidil Saifuddin Jumriyah, Jumriyah Kadim Masjkur Kristanti Diana Malo Manggul , F. Collin Maharani Maris Kurniawati MIFTAKHUL FIRDAUS Muhammad Nur Hudha Nada Damai Azka Ndawis, Yustri Nisa’, Salsabila Kholifahtun Nurul Ain Nurul Ain Nurul Ain, Nurul Nury Yuniasih, Nury Odilla Fransiska Manehat Paskalina Jaya Pebriana, Irvany Nurita Ratna Ekawati Robertus Ndara Ana Lewe Sabina Yasriyani Lawut Safril Taufiq Hidayat Sayyadi, Muhammad Sholikhan Sholikhan Siti Farhatus Tsaniyah Siti Halimatus Sakdiyah SITI MUNTOMIMAH, SITI Sri Wahyuni Widyaningsih Sudi Dul Aji Sujito . Sujito Sujito Sujito Sujito Sunardi Sunardi Sundaygara, Chandra Sutopo Sutopo Yokbet Badelwaer Yuliana Ika Yusro, Andista Candra