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All Journal Jurnal Pendidikan Matematika dan IPA Journal of Education and Learning (EduLearn) Jurnal Inspirasi Pendidikan JURNAL ILMIAH PENDIDIKAN FISIKA AL BIRUNI Indonesian Journal of Science and Technology Al Ishlah Jurnal Pendidikan SEJ (Science Education Journal) PAEDAGOGIA Jurnal Ilmiah Pendidikan Fisika Momentum: Physics Education Journal Jurnal Bidang Pendidikan Dasar JPM (Jurnal Pemberdayaan Masyarakat) Indonesian Journal of Science and Mathematics Education Psychology, Evaluation, and Technology in Educational Research Wiyata Dharma: Jurnal Penelitian dan Evaluasi Pendidikan Kappa Journal Kumawula: Jurnal Pengabdian Kepada Masyarakat DIFFRACTION: Journal for Physics Education and Applied Physics Masyarakat Berdaya dan Inovasi Jurnal Penelitian Pendidikan Matematika dan Sains Jurnal Pedagogi dan Pembelajaran Jurnal Riset Pendidikan Fisika Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran Jurnal Pengabdian kepada Masyarakat Rainstek : Jurnal Terapan Sains dan Teknologi Experiment: Journal of Science Education Sepakbola Journal of Advanced Sciences and Mathematics Education Online Learning in Educational Research Jurnal Pembelajaran, Bimbingan, dan Pengelolaan Pendidikan Journal of Coaching and Sports Science International Journal of Research and Community Empowerment Teaching, Learning, and Development IJIS Edu : Indonesian Journal of Integrated Science Education
Muhammad Nur Hudha
Universitas PGRI Kanjuruhan Malang
Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Biochemistry, Genetics & Molecular Biology Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Nursing 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 (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 Ade Gafar Abdullah, Ade Gafar Adi, Delisma Wisnu Adimudra, Dyah Ayu Saraswati Ahmad, Nur Jahan Ahmat Mustakim Ajeng Intan Nur Rahmawati Akhmad Jufriadi Akhmad Zaini, Akhmad Alfiana, Rinda Alfianda, Faurisha Vega Anatolia Gurtin Anna Permanasari Arief Rahman Hakim Arisanti, Aini Asri, Mathilda Astri Rismawati Batlolona, John Rafafy Bayuputri, Daniya Nabila Bernadino, Agustinus Binar Kurnia Prahani Bramastia, Bramastia Budi Utami Chandra Sundaygara Cholisina Anik Perwita Daniar Pangastiningasih Etikamurni Dwi agus setiawan Eko Pramudya Laksana Endah Vennita Rahayu Putri Eni Sri Wahyuni Etikamurni, Daniar Pangastiningasih Fajriyah, Mujtahidatul Ilmi Farida Nur Kumala Fatma, Ayun Faidah Grusche, Sascha Gunawan, Kadek Dwi Hendratma Hena Dian Ayu Heri Santoso Hestiningtyas Yuli Pratiwi Husni Mubarok Ida Hamidah Ida Hamidah Imam Ariffudin Indriyani Rachman Intan Permatasari Ayunda Rasuli Intan Prameswari IRWANTO Isma Aziz Fakhrudin Jayanti, Y. M. Jayanti, Y. M. Johannis Takaria Karvita Firdayani Khasanah, Annisa Nur Klarisa Megaria Novita Kristanti Diana Malo Kristiyaningsih, Else Kurriawan Budi Pranata, Kurriawan Budi Kurtulus, Muhammed Akif Laila, Luthfiyaul Latief, Gifran Rihla Gifarka Leniana Ajul Lestari, Nurita Apridiana Lia Yuliati Lina Mahardiani Mahesti Zuli Alfianita Man Un, Visensius Marianus Mega Putri Kurniawati Mila Dwi Agustina Mufida, Rosyidatul Mujtahidatul Ilmi Fajriyah Nada Damai Azka Nadi Suprapto Nanang Winarno Nisa', Salsabila Kholifahtun Nisa, Nabillah Zuhrotun Nisa’, Salsabila Kholifahtun Nur Shabrina Safitri Nurilyasari, Dita Fitrin Nurma Yunita Indriyanti Nurul Ain Nurul Ain, Nurul Perwita, Cholisina Anik Prameswari, Intan Prastiyan, Rahmad Pratiwi, Hestingtyas Yuli Pujayanto Pujayanto Putri, Amelia Nurdevianti Rahmad Prastiyan Rahmaningsih, Adiar Ramawati, Dian Sinta Khusnul Rasuli, Intan Permatasari Ayunda Ridhani, Jovita Riezky Maya Probosari Rinda Alfiana Rismawati, Astri Yuni Rosyidah, Firda Ulya Nur SABRINA, FITRIATUS Safitri, Nur Shabrina Sasmi, Rinda Rahmanisa Setyo Admoko Sholikhan Sholikhan Solihah, Hilwa Mar’atus Sriyono Sriyono Suciati Suciati Sudi Aji Sudi Dul Aji Sujito Sujito Sulistyo Lestari Sulur Sunardi Sunardi Sundaygara, Chandra Supurwoko Sutopo Sutopo Syarief Fajaruddin Takaria, Johannis Takaria, Johannis Tri Andi, Tri Utama Alan Deta Uulaa, Rizki Fitri Rahima Wahyuningtyas, Astri Wartono Wartono Wartono Wartono Wati, Icha Kurnia Wijayanti, Septi Reggina Anggita Wulandari, Elvina Tri Y. M. Jayanti Yasa, Arnelia Dwi Yohana Susana Wolla Baga Yokbet Badelwaer Yulianti Yulianti Zuhannisa’, Shofitri