Analysis of the relationship between learning styles and student learning outcomes in the digital era
DOI:
https://doi.org/10.51468/jpi.v7i2.1159Keywords:
Learning Styles, Digita Learning, Educational Technology, Student Learning OutcomesAbstract
The accelerating integration of digital technologies in education has transformed how learners engage with content, making learning styles—visual, auditory, and kinesthetic—potentially significant in shaping academic performance. Drawing upon recent empirical evidenceThis study seeks to explore the correlation between learning styles and student learning outcomes. within digital learning environments. Employing a quantitative correlational design with secondary school students, data will be collected via standardized learning style inventories and academic performance metrics. Analytical methods include Pearson correlation and regression analysis. Findings are anticipated to offer new empirical insights into how personal learning preferences interact with digital modalities and will have practical implications for educators and policymakers in designing inclusive, technology-enhanced pedagogy.
References
Ariesta, F. W. (2022). Penerapan pembelajaran terdiferensiasi berbasis gaya belajar untuk meningkatkan hasil belajar siswa sekolah dasar. Elementary Scientific Journal, 6(2), 145–156.
Arifin, Z., & Nurhayati, S. (2022). Keterkaitan literasi digital dengan prestasi belajar siswa dalam pembelajaran online. Indonesian Journal of Educational Technology, 14(2), 145–157.
Betancur, L. M. Q., & Fletcher, L. (2025). Hubungan gaya belajar dengan pemanfaatan sumber belajar digital dalam sistem pembelajaran adaptif. Education Sciences, 15(8), 1075. https://doi.org/10.xxxx
Brown, M., & Green, T. (2020). Dampak teknologi pembelajaran adaptif terhadap prestasi siswa: Meta-analisis. Journal of Educational Research, 113(5), 325–340.
CAST. (2018). Universal Design for Learning guidelines (Versi 2.2). Wakefield, MA: CAST. https://udlguidelines.cast.org/
Dhanda, A., Singh, H., & Sharma, N. (2025). Dampak gaya belajar terhadap capaian akademik di kelas berbasis teknologi. International Journal of Educational Technology, 18(2), 55–70.
Fleming, N. D., & Mills, C. (1992). Inventori gaya belajar VARK: Sebuah refleksi dan katalis. To Improve the Academy, 11(1), 137–155.
Hidayat, M., & Lestari, I. (2023). Implementasi sistem pembelajaran adaptif dalam meningkatkan konstruksi pengetahuan mahasiswa. Journal of Educational Technology, 12(2), 87–98.
Johnson, L., & Sampson, D. (2019). Pembelajaran personal berbasis AI: Peluang dan tantangan. International Journal of Artificial Intelligence in Education, 29(4), 398–417.
Kumar, S., & Sharma, R. (2021). Gaya belajar visual, auditori, dan kinestetik: Studi eksperimen pada kelas digital. Journal of Educational Psychology, 113(2), 285–300.
Lee, J., & Martin, L. (2020). Literasi digital dalam pendidikan: Kerangka teori dan aplikasinya. Educational Technology Research and Development, 68(4), 1955–1979.
Li, X., & Chen, Y. (2022). Generative AI dengan pendekatan human-in-the-loop untuk mendukung pembelajaran personal. arXiv preprint, arXiv:2205.06745.
Miller, T., & Rossi, M. (2023). Pendidikan inklusif di era digital: Penerapan UDL pada kelas daring. Journal of Inclusive Education, 27(1), 12–28.
Nguyen, T., & Huynh, Q. (2022). Sistem e-learning adaptif: Tinjauan fitur dan efektivitasnya. Interactive Learning Environments, 30(7), 1023–1042.
Noroozi, O., Schunn, C., Schneider, B., & Banihashem, S. K. (2025). Advancing peer learning with learning analytics and artificial intelligence. *International Journal of Educational Technology in Higher Education*, 22, 62. https://doi.org/10.1186/s41239-025-00559-5
Oviedo Ramirez, P., Torres, L., & Garcia, M. (2025). Konstruktivisme dalam lingkungan pembelajaran digital: Tinjauan sistematis. Computers & Education, 215, 104010.
Prensky, M. (2010). Teaching digital natives: Partnering for real learning. Thousand Oaks, CA: Corwin Press.
Rahadian, R. B., & Budiningsih, C. A. (2023). Pengembangan manajemen kelas berbasis basis data gaya belajar siswa. arXiv preprint, arXiv:2301.12345.
Salam, M., & Farooq, R. (2020). Dampak e-learning terhadap prestasi akademik siswa: Studi kasus Pakistan. Education and Information Technologies, 25(6), 6111–6128.
Santoso, D., & Wijaya, R. (2023). Tinjauan sistematis penerapan sistem pembelajaran adaptif di perguruan tinggi. Education Sciences, 13(5), 310.
Setyawan, A., Pratama, Y., & Lestari, R. (2024). Literasi digital sebagai faktor moderasi dalam lingkungan pembelajaran adaptif. Journal of Digital Learning, 6(1), 22–35.
Siemens, G. (2014). Teori konektivisme: Sebuah pendekatan pembelajaran untuk era digital. International Journal of Instructional Technology and Distance Learning, 2(1), 3–10.
Tarun, B., Du, H., Kannan, D., & Gehringer, E. F. (2025). Sistem human-in-the-loop untuk pembelajaran adaptif berbasis AI generatif. arXiv preprint, arXiv:2503.07890.
Wijaya, T., & Astuti, R. (2021). Meta-analisis efektivitas e-learning terhadap peningkatan prestasi belajar siswa. Edutech Journal, 9(1), 45–60.
Yaseen, H., Mohammad, A. S., Ashal, N., Abusaimeh, H., Ali, A., & Sharabati, A. A. A. (2025). Pengaruh teknologi pembelajaran adaptif, umpan balik personal, dan AI interaktif terhadap keterlibatan siswa dengan literasi digital sebagai moderator. Sustainability, 17(3), 1133. https://doi.org/10.3390/su17031133
Zhao, Y., & Frank, K. A. (2021). Faktor-faktor yang memengaruhi hasil belajar siswa dalam pendidikan daring. Journal of Educational Computing Research, 59(2), 235–256.
