IMPLEMENTASI DEEP LEARNING DALAM PEMBELAJARAN PENDIDIKAN AGAMA ISLAM DI PERGURUAN TINGGI UMUM
DOI:
https://doi.org/10.34125/jmp.v11i1.1624Keywords:
Deep Learning, Islamic Religious Learning, Public University, Transformative Learning, PedagogicAbstract
This article aims to critically examine the concept of deep learning and its significance, urgency, and implementation in Islamic Religious Education (IRE) at public universities, including the associated challenges and pedagogical implications. This study employs library research design. Data were collected through a critical review of primary and secondary sources, including academic books and journal articles addressing deep learning, higher education pedagogy, and contemporary Islamic education. The findings indicate that deep learning represents a relevant and strategic pedagogical approach in IRE, as it is capable of holistically integrating cognitive, affective, and ethical dimensions of learning. The implementation of deep learning through problem-based learning, critical-reflective discussions, and the utilization of digital technologies contribute to the enhancement of IRE learning quality, making it more meaningful, contextual, and transformative. Despite facing structural, cultural, and pedagogical challenges, this approach demonstrates significant implications for strengthening students’ character development, ethical awareness, and religious moderation. The novelty of this article lies in its conceptual integration of the deep learning paradigm in higher education with the normative–substantive objectives of Islamic Religious Education in public universities, thereby offering an alternative pedagogical framework that is relevant to the Islamic context and the challenges of modern education.
References
Abdullah, M. A. (2020). Multidisiplin, Interdisiplin, dan Transdisiplin: Metode Studi Agama dan Studi Islam di Era Kontemporer. Yogyakarta: IB Pustaka.
Azis, A., Junanto, S., & Muttaqin, Z. (2025). Implementasi Pembelajaran PAI dengan Pendekatan Active Deep Learner Experience (ADLX) di SMA ABBS Surakarta. AL-MURABBI: Jurnal Studi Kependidikan Dan Keislaman, 11(2), 39–49. https://doi.org/10.53627/JAM.V11I2.5911.
Biggs, J., & Tang, C. (2011). Teaching for Quality Learning at University. New York: McGraw-Hill Education.
Booth, A., et al. (2016). Systematic Approaches to a Successful Literature Review. Los Angeles: Sage Publications.
Brookfield, S. D. (2017). Becoming a Critically Reflective Teacher. San Francisco: Jossey-Bass.
Creswell, J. W., & Poth, C. N. (2018). Qualitative Inquiry and Research Design: Choosing Among Five Approaches. Los Angeles: Sage Publications.
Denzin, N. K., & Lincoln, Y. S. (2018). The SAGE Handbook of Qualitative Research. Los Angeles: Sage Publications.
Entwistle, N., & Ramsden, P. (1983). Understanding Student Learning. London: Croom Helm.
Fajri, M.D. & Amrin, A. (2025). Integration of Deep Learning in Teaching Local Wisdom Values in Islamic Education. Mimbar Agama Budaya, 42(1), 25–43. https://doi.org/10.15408/MIMBAR.V42I1.45709.
Falah, Z. & Hasiolan. (2025). The Integration of Science and Religious Education and Its Implications for Moral Development. ICONIC: Journal of Islamic Studies, 1(01), 13–24. https://doi.org/10.59166/RBGM7G52.
Freeman, S., et al. (2014). Active Learning Increases Student Performance in Science, Engineering, and Mathematics. Proceedings of the National Academy of Sciences, 111(23), 8410–8415. https://doi.org/10.1073/pnas.1319030111.
Garrison, D. R. (2011). E-Learning in the 21st Century: A Framework for Research and Practice (2nd ed.). New York: Routledge.
Komariyah, S. (2025). Deep Learning dalam Upaya Meningkatkan Kompetensi Sosial Siswa Melalui Pembelajaran IPS. Jurnal Sosialita, 20(1), 43–50. https://doi.org/10.31316/JS.V20I1.7742
Kurnia, A., et al. (2025). Tren Global Deep Learning Curriculum dan Relevansinya bagi Penguatan Nilai Moderasi dalam Pendidikan Agama Islam. AL-MUADDIB: Jurnal Kajian Ilmu Kependidikan, 7(3), 245–255. https://doi.org/10.46773/MUADDIB.V7I3.1998.
Mardhiah, et al (2021). Developing Learning Competencies of Multicultural and Local Wisdom Values-Based Islamic Religious Education in Higher Education in Indonesia. Hayula: Indonesian Journal of Multidisciplinary Islamic Studies, 5(1), 81–92. https://doi.org/10.21009/005.01.04.
Marton, F., & Säljö, R. (1976). On Qualitative Differences in Learning: I—Outcome and Process. British Journal of Educational Psychology, 46(1), 4–11. https://doi.org/10.1111/j.2044-8279.1976.tb02980.x.
Mezirow, J. (2000). Learning as Transformation: Critical Perspectives on a Theory in Progress. San Francisco: Jossey-Bass.
Miles, M. B., et al (2014). Qualitative Data Analysis: A Methods Sourcebook (3rd Ed.). Los Angeles: Sage Publications.
Muhaimin, et al. (2012). Paradigma Pendidikan Islam: Upaya Mengefektifkan Pendidikan Agama Islam di Sekolah. Bandung: Remaja Rosdakarya.
Pan, Q, et al. (2023). Mapping Knowledge Domain Analysis in Deep Learning Research of Global Education. Sustainability (Switzerland), 15(4). https://doi.org/10.3390/SU15043097.
Panuntun, S. (2025). Implementation of Deep Learning Strategy in islamic Religious Education to Internalize Islamic Values at SMK Hisba Buana Semarang. At Turots: Jurnal Pendidikan Islam, 110–123. https://doi.org/10.51468/JPI.V7I1.842.
Prince, M. (2004). Does Active Learning Work? A Review of the Research. Journal of Engineering Education, 93(3), 223–231. https://doi.org/10.1002/j.2168-9830.2004.tb00809.x.
Rahman, F. (1982). Islam and Modernity: Transformation of an Intellectual Tradition. Chicago: University of Chicago Press.
Savery, J. R. (2006). Overview of Problem-based Learning: Definitions and Distinctions. Interdisciplinary Journal of Problem-Based Learning, 1(1).
https://doi.org/10.7771/1541-5015.1002.
Snyder, H. (2019). Literature Review as A Research Methodology: An Overview and Guidelines. Journal of Business Research, 104, 333–339. https://doi.org/10.1016/j.jbusres.2019.07.039.
Trigwell, K., et al. (1999). Relations Between Teachers’ Approaches to Teaching and Students’ Approaches to Learning. Higher Education, 37(1), 57–70. https://doi.org/10.1023/A:1003548313194.
Zed, M. (2014). Metode Penelitian Kepustakaan. Jakarta: Yayasan Pustaka Obor Indonesia.











