The Role of Deep Learning in Elementary Education: Pedagogical Insights from a Literature Study
Keywords:
Deep learning, Elementary education, Pedagogical insight.Abstract
This study aims to explore the concept and implementation of deep learning at the elementary school level through a literature-based approach grounded in contemporary pedagogical theories and practices. The research employs a descriptive qualitative methodology, drawing on a systematic review of literature from scientific journals, academic books, policy reports, and both national and international research studies. The analysis was conducted thematically by categorizing findings into conceptual foundations, implementation models, mental actions, the role of teachers, and supporting pedagogical principles such as active engagement, differentiation, and positive reinforcement. The results of the review indicate that deep learning emphasizes students’ cognitive engagement through higher-order mental activities such as analysis, synthesis, evaluation, and critical reflection on information. This approach is rooted in constructivist theories (Piaget, Vygotsky), the theory of meaningful learning (Ausubel), and the concept of mindful education (Langer), which together form a robust theoretical basis for facilitating meaningful and contextual learning. Teachers play a pivotal role as facilitators in creating inclusive and dialogic learning environments that enable students to actively explore and engage in social collaboration to construct deep understanding. In conclusion, the integration of deep learning into elementary education has the potential to enhance the quality of teaching and learning processes by fostering critical and creative thinking patterns, while also preparing learners to be adaptive and reflective. These findings provide a conceptual and practical foundation for developing future pedagogical strategies in response to the challenges of 21st-century education.
Downloads
References
Akbar, A., Herman, T., & Suryadi, D. (2023). Culture-Based Discovery Learning and its Impact on Mathematical Critical Thinking Skills. Jurnal Ilmiah Sekolah Dasar, 7(3), 436–443. https://doi.org/10.23887/jisd.v7i3.59921
Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–215. https://doi.org/10.1037/0033-295X.84.2.191
Bloom, B. (1956). Taxonomy of Educational Objectives, Handbook: The Cognitive Domain. David McKAY Company.
Bonwel, C. C., & Eison, J. A. (1991). Active Learning: Creating Excitement in the Classroom. The George Washington University, School of Education and Human Development.
Gagne, E. . (1985). The cognitive psychology of school learning. Little, Brown and Company.
Gun, Ö., & Bossé, M. J. (2025). Synthesizing cognitive mathematics learning taxonomies. Thinking Skills and Creativity, 57, 101796. https://doi.org/10.1016/j.tsc.2025.101796.
Harel, G. (2008). DNR perspective on mathematics curriculum and instruction, Part I: focus on proving. ZDM, 40(3), 487–500. https://doi.org/10.1007/s11858-008-0104-1
Herawati, A., Afiani, K. D. A., & Mirnawati, L. B. (2023). Analisis Kemampuan Berpikir Kreatif Siswa Kelas 3 dalam Menyelesaikan Masalah Soal Cerita pada Pembelajaran Matematika SD. Al-Madrasah: Jurnal Pendidikan Madrasah Ibtidaiyah, 7(3), 1201. https://doi.org/10.35931/am.v7i3.2499
Hilgard, E. ., & Bower, G. . (1975). Theories of Learning. Prentice-Hall.
Hinton, G. E., Osindero, S., & Teh, Y.-W. (2006). A Fast Learning Algorithm for Deep Belief Nets. Neural Computation, 18(7), 1527–1554. https://doi.org/10.1162/neco.2006.18.7.1527
Hirst, P. H. (1971). What is Teaching? Journal of Curriculum Studies, 3(1), 5–18. https://doi.org/10.1080/0022027710030102
Langer, E. J. (1993). A Mindful Education. Educational Psychologist, 28(1), 43–50. https://doi.org/10.1207/s15326985ep2801_4
Martins, C., Maebara, L., Feitosa, M. R., Gomes, G. I., Soares, T. R., Farias, A. B., Santos, V. S., Santos, P., Da, A., Damer, I., Moretti, N., Tomita, B., Melo, E. C., Morais, I., Torres, T., Correia, R. A., Teixeira, R. A., Paula, A., Lima, M., … Fernandes, B. C. (2024). The Use Of David Ausubel ’ s Theory Of Meaningful Learning In Professional Health Education. 13(4), 18–25. https://doi.org/10.9790/1959-1304051825
Mu’ti, A. (2020). Pendidikan Agama Islam yang Pluralitas: Basis Nilai dan Arah Pembaruan (978-602-60970-8–8).

Downloads
Published
Issue
Section
License
Copyright (c) 2025 Jurnal Pedagogi dan Inovasi Pendidikan

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