The Impact of Adaptive Learning Models on Students’ Mathematical Problem-Solving Skills
DOI:
https://doi.org/10.90987/gfb22293Keywords:
Adaptive Learning, Problem Solving, MathAbstract
Adaptive learning is an approach that adjusts learning materials, instructional strategies, and levels of difficulty based on students’ characteristics. In mathematics learning, this approach is important because students’ conceptual understanding and problem-solving abilities remain relatively low due to uniform conventional instruction. This study aims to analyze the effect of an adaptive learning model on senior high school students’ mathematical conceptual understanding. The study employed a quantitative approach using a quasi-experimental posttest-only control group design. The research subjects consisted of sixty senior high school students divided into an experimental group and a control group. The research instrument was an essay test based on five indicators of mathematical conceptual understanding. Data were analyzed using an independent samples t-test after meeting the assumptions of normality and homogeneity. The results showed that the data were normally distributed and had homogeneous variances. The t-test yielded a t-value of 4.587 with a significance level of 0.000. These results indicate a significant difference between the experimental and control groups. The mean conceptual understanding ability of students in the experimental group was higher than that of the control group. These findings confirm that adaptive learning is effective in improving students’ mathematical conceptual understanding.
References
Afni Novalia, A., Nur Ramadhani, D., Zaffi Syafiq, A., & Suyud El Syam, R. (2026). STRATEGI PEMBELAJARAN DIFERENSIASI DALAM PEMBELAJARAN AKIDAH AKHLAK UNTUK MEMENUHI KEBUTUHAN HETEROGENITAS SISWA MTS MA’ARIF GONDANG. Jurnal Ilmiah Nusantara ( JINU), 3(1), 714–723. https://doi.org/10.61722/jinu.v3i1.7686
Auna, H. S. A., & Hamzah, N. (2024). Studi Perspektif Siswa terhadap Efektivitas Pembelajaran Matematika dengan Penerapan ChatGPT. HINEF : Jurnal Rumpun Ilmu Pendidikan, 3(1), 13–25. https://doi.org/10.37792/hinef.v3i1.1160
Auna, H. S., Polamolo, C., Auna, I. S., Ma’ruf, A. R. K., & Darojat, A. (2025). Economic Education Students’ Perspectives on AI Utilization in Learning: A Descriptive Study. Pedagogi: Jurnal Ilmu Pendidikan, 25(1), 206–216. https://doi.org/10.24036/pedagogi.v25i1.2496
Azizah, N., & Aprison, W. (2024). PEMBELAJAAN BERDIFERENSASI DALAM KONTEKS KURIKULUM MERDEKA. Jurnal Review Pendidikan Dan Pengajaran, 7(2), 5367–5373. https://doi.org/10.31004/jrpp.v7i2.28036
Bigelow, J. (2004). Using problem-based learning to develop skills in solving unstructured problems. Journal of Management Education, 28(5), 591–609. https://doi.org/10.1177/1052562903257310
Khamaj, A., & Ali, A. M. (2024). Adapting user experience with reinforcement learning: Personalizing interfaces based on user behavior analysis in real-time. Alexandria Engineering Journal, 95, 164–173. https://doi.org/10.1016/J.AEJ.2024.03.045
Lestari, A., Afvadila2, D., Salim, O. F., Aziz, S., Muchlis, E. E., & Rahimah, D. (2024). KEMAMPUAN PEMECAHAN MASALAH MATEMATIS DITINJAU DARI GAYA KOGNITIF. Jurnal Penelitian Pembelajaran Matematika Sekolah (JP2MS), 8(1), 23–33. https://doi.org/10.33369/jp2ms.8.1.23-33
Nazmi, R., Ardiyanto, J., Anshori, M. I., Siswanto, D. E., & Wirawan, R. (2023). Adaptive Learning in the Future of Educational Management Adapts to Student Needs. Al-Fikrah: Jurnal Manajemen Pendidikan, 11(2), 272–283. https://doi.org/10.31958/jaf.v11i2.10552
Plass, J. L., & Pawar, S. (2020). Toward a taxonomy of adaptivity for learning. Journal of Research on Technology in Education, 52(3), 275–300. https://doi.org/10.1080/15391523.2020.1719943
Rachmayanti, E. (2022). Penerapan Pembelajaran Adaptif Mengenai Konten Pendidikan Seksual: Studi Fenomenologi. Jurnal Basicedu, 6(2), 2430–2445. https://doi.org/10.31004/basicedu.v6i2.2392
Ramayani, F., & Lubis, N. A. (2025). The Effect of Problem-Based Adaptive Learning on Students’ Mathematical Concept Understanding Ability. Prisma Sains : Jurnal Pengkajian Ilmu Dan Pembelajaran Matematika Dan IPA IKIP Mataram, 13(1), 94. https://doi.org/10.33394/j-ps.v13i1.14396
Septantiningsi, N. (2023). Pengaruh Network Learning dan Self Efficacy Terhadap Hasil Penguasaan Konsep dan Pemecahan Masalah [Disertasi]. Universitas Negeri Malang.
Shafiee Rad, H., Alipour, J., Jafarpour, A., & Hashemian, M. (2024). Unlocking the magic of digital adaptivity: Unleashing students’ writing skills and self-determination motivation through digital literacy instruction. System, 125, 103454. https://doi.org/10.1016/J.SYSTEM.2024.103454
Sulistyanto, H., Anif, S., Sutama, Narimo, S., Sutopo, A., Haq, M. I., & Nasir, G. A. (2022). Education Application Testing Perspective to Empower Students’ Higher Order Thinking Skills Related to The Concept of Adaptive Learning Media. Indonesian Journal on Learning and Advanced Education (IJOLAE), 257–271. https://doi.org/10.23917/ijolae.v4i3.19432
Sutra Devi, W. H., & Alfiandra. (2024). PEMBELAJARAN BERDIFERENSIASI SEBAGAI STRATEGI MENGATASI KEBERAGAMAN KEMAMPUAN DARI PESERTA DIDIK DI SMP NEGERI 51 PALEMBANG DALAM RANGKA MEWUJUDKAN KURIKULUM MERDEKA. Didaktik : Jurnal Ilmiah PGSD STKIP Subang, 10(04), 223–231. https://doi.org/10.36989/didaktik.v10i04.4452
Telaumbanua, F. J., & Olis, O. (2025). Implementasi Pendidikan Pembelajaran Agama Kristen Adaptif Dalam Menghadapi Tantangan Teknologi Pendidikan. Jurnal Silih Asah, 2(1), 92–103. https://doi.org/10.54765/silihasah.v2i1.89
Ulfa Maghfirah, Maliana Julia Saputri, Ilmika Raudhatul Jannah, & Jasiah, J. (2025). Analisis Literatur Tentang Penerapan Adaptive Learning Untuk Menyesuaikan Gaya Belajar Siswa Dalam Pembelajaran PAI. Educompassion: Jurnal Integrasi Pendidikan Islam Dan Global, 2(2), 274–284. https://doi.org/10.63142/educompassion.v2i2.236
Widyawati, Y., & Dewi Wulandari, M. (n.d.). PERKEMBANGAN KOGNITIF SISWA SEKOLAH DASAR.
Downloads
Published
Issue
Section
License
Copyright (c) 2025 Nuriyati Hmazah

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

