From Knowledge Transmission to Character Formation: Deep Learning and the Multidimensional Role of Educators in Islamic Education

Authors

  • Salamun Universitas Kiai Abdullah Faqih, Gresik, Indonesia

Keywords:

Deep Learning, Islamic Education, Educator Paradigm, Integrative Pedagogy, Transformative Learning

Abstract

Contemporary education continues to grapple with a persistent and structurally embedded challenge: the dominance of surface-level learning approaches that prioritize information retrieval and cognitive replication over genuine understanding, reflective engagement, and ethical integration. This condition is particularly pronounced within Islamic educational settings, where an entrenched bifurcation between intellectual and spiritual development has long undermined the holistic vision that originally defined the Islamic scholarly tradition. The present study seeks to address this gap by critically analyzing and reconstructing the paradigm of educators within the framework of deep learning, drawing upon the triadic conception of the Islamic educator as mu’allim (transmitter of knowledge), murabbi (cultivator of character and personality), and mu’addib (guardian of moral and spiritual conduct). Methodologically, the study adopts a qualitative approach grounded in systematic library research, utilizing content analysis of both modern educational theory and classical as well as contemporary Islamic educational literature. The findings indicate that an effective educator paradigm must be inherently integrative, repositioning teachers as transformative agents who operate simultaneously across cognitive, affective, and spiritual dimensions of human development. Furthermore, the study identifies five foundational pedagogical principles essential to this integrated framework: meaningful learning, reflective learning, contextual learning, value-based learning, and holistic learning. The broader implications of these findings underscore an urgent need for the development of learning models that transcend academic effectiveness alone and are instead capable of cultivating character, expanding moral consciousness, and fostering a sustained sense of ethical responsibility in learners.

References

Al-Attas, M. N. (1980). The Concept of Education in Islam. Muslim Youth Movement of Malaysia.

Al-Faruqi, I. R. (1982). Islamization of Knowledge: General Principles and Workplan. International Institute of Islamic Thought.

Al-Abrasyi, M. A. (1970). At-Tarbiyah al-Islamiyyah. Dar al-Fikr.

Al-Abrasyi, M. A. (2001). At-Tarbiyah al-Islamiyyah wa Falsafatuha. Dar Al-Fikr.

Al-Attas, S. M. N. (1997). Aims and Objectives of Islamic Education. King Abdulaziz University.

Al-Attas, S. M. N. (1999). The Concept of Education in Islam: A Framework for an Islamic Philosophy of Education. International Institute of Islamic Thought and Civilization.

Azima, R., Sabri, A., & Nelwati, S. (2025). Model Pembelajaran Deep Learning dalam Pendidikan Agama Islam untuk Sekolah Dasar Kelas Rendah. Tarunaedu: Journal of Education and Learning, 3(2), 42–48. https://doi.org/10.54298/tarunaedu.v3i2.525

Aziz, R. A. (2022). Manajemen Kurikulum Berorientasi ADLX (Active Deep Learner Experience) dengan Pendekatan Terpadu: Studi Kasus Sekolah Dasar Islam Terpadu Al Uswah Surabaya [UIN Sunan Gunung Djati Bandung]. https://digilib.uinsgd.ac.id/55744/

Biggs, J., & Tang, C. (2011). Teaching for Quality Learning at University (4th ed.). McGraw-Hill.

Bruner, J. (1991). The Narrative Construction of Reality. Critical Inquiry, 18(1), 1–21. https://doi.org/10.1086/448619

Cook, B. J. (1999). Classical Foundations of Islamic Educational Thought. Comparative Education Review, 43(3), 333–354.

Darling-Hammond, L., Flook, L., Cook-Harvey, C., Barron, B., & Osher, D. (2020). Implications for Educational Practice of the Science of Learning and Development. Applied Developmental Science, 24(2), 97–140.

Firnanda, R., Aziz, F. F., Hanafi, S., Wasiatul Wafa, A., Fauziah, R. N., & Alfareza, M. R. (2025). Deep Learning pada Pembelajaran Pendidikan Agama Islam: Analisis Psikologi Pendidikan Islam dalam Konteks Kajian Kontemporer. Tawazun: Jurnal Pendidikan Islam, 18(3), 21651. https://doi.org/10.32832/tawazun.v18i3.21651

Fullan, M., Quinn, J., & McEachen, J. (2018). Deep Learning: Engage the World Change the World. Corwin.

Gustina, E. (2025). Active Learning based on Deep Learning: A Critical Review of Perceptions and Readiness of PAI Teachers. International Journal of Islamic Educational Research.

Halstead, M. (2004). An Islamic Concept of Education. Comparative Education, 40(4), 517–529. https://doi.org/10.1080/0305006042000284510

Hasanuddin, M. N., & Rohmad, M. A. (2025). Penerapan Deep Learning dalam pembelajaran Pendidikan Agama Islam di Sekolah Menengah Atas Negeri. Paradigma: Jurnal Filsafat, Sains, Teknologi, dan Sosial Budaya, 31(2). https://doi.org/10.33503/paradigma.v31i2.2130

Hattie, J. (2009). Visible Learning: A Synthesis of Over 800 Meta-Analyses Relating to Achievement. Routledge.

Jasmansyah, J., Suganda, A., Hidayat, U. S., Sanjaya, A. S., & Widaningsih, W. (2025). A Study of Deep Learning Approach in Islamic Education and Western Education Perspective: A Literature Review. Proceedings of the 5th International Conference on Education, Humanities, and Social Science – Japan Series, 93–108.

Lubis, R. R., Hanafiah, M. A., Dalimunthe, R. A., & Rashed, Z. N. (2024). Modernization of Islamic Education Lecture at Islamic Higher Education Institutions In Contemporary Indonesia. Miqot: Jurnal Ilmu-Ilmu Keislaman, 48(2), 146–168. http://dx.doi.org/10.30821/miqot.v48i2.1189

Marton, F., & Saljo, R. (1976). On Qualitative Differences in Learning: Outcome and Process. British Journal of Educational Psychology, 46(1), 4–11.

Purwoko, I. Z. A., Nasikin, M., & Mahmud, A. (2026). Implementation of the Deep Learning Approach in Islamic Education Learning in Elementary School. Scaffolding: Jurnal Pendidikan Islam dan Multikulturalisme, 8(1), 305–325. https://doi.org/10.37680/scaffolding.v8i1.8567

Rahman, F. (1982). Islam and Modernity: Transformation of an Intellectual Tradition. University of Chicago Press.

Rahman, F. (1984). Islam and Modernity. University of Chicago Press. https://doi.org/10.7208/chicago/9780226387024.001.0001

Rahman, F. (2006). Revival and Reform in Islam: A Study of Islamic Fundamentalism. Oneworld.

Rochyati, A. (2025). Deep Learning-Based Islamic Education Transformation: Innovation in Islamic Learning in the Digital Era. International Journal of Islamic Educational Research, 2(4), 53–60. https://doi.org/10.61132/ijier.v2i4.430

Saridudin, S. (2025). Deep Learning in Islamic Religious Education: Optimizing a Deeper Learning Process. Al-Afkar: Journal for Islamic Studies, 10(10), 2243.

Syuhada, M. N., Helmiati, H., & Hasyim, H. (2025). Epistemological Analysis of the Integration of the Merdeka Curriculum and Deep Learning Technology in Islamic Education in the Digital Era. Educate: Jurnal Ilmu Pendidikan Dan Pengajaran, 4(3), 12845.

Tan, C. (2014). Educative Tradition and Islamic Schools in Indonesia. Journal of Arabic and Islamic Studies, 14, 47–62. https://doi.org/10.5617/jais.2290

Unzylayka, N. (2026). Deep Learning in Islamic Education: A Comparative Approach of John Dewey and Paulo Freire’s Educational Philosophies for Transformative Teaching. Al-Muaddib: Jurnal Kajian Ilmu Kependidikan, 8(1). https://jurnal.staim-probolinggo.ac.id/Muaddib/article/view/2729

Vygotsky, L. S. (1978). Mind in Society: The Development of Higher Psychological Processes. Harvard University Press.

Wiandani, M. A., Rosada, R. M., Wahyudi, W., & Khuriyah, K. (2025). Telaah Konseptual: Deep Learning sebagai Paradigma Pembelajaran Generasi Alpha dan Beta dalam Pendidikan Islam. Strategy: Jurnal Inovasi Strategi dan Model Pembelajaran, 5(4), 810–819. https://doi.org/10.51878/strategi.v5i4.8581

Xie, S. (2021). Multi-Disease Prediction Based on Deep Learning: A Survey. CMES - Computer Modeling in Engineering and Sciences, 127(3). https://doi.org/10.32604/CMES.2021.016728

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Published

2026-05-20

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How to Cite

From Knowledge Transmission to Character Formation: Deep Learning and the Multidimensional Role of Educators in Islamic Education. (2026). Journal of Islamic Studies in Education, 1(1), 48-68. https://journal.dinamedia.org/index.php/jise/article/view/45