Integrating Deep Learning Principles into Pesantren Education: A Transformative Model for Meaningful Islamic Learning

DOI: https://doi.org/10.33650/afkarina.v11i1.15153
Authors

(1)  Ummu Habibah   (At-Taqwa Islamic Institute, Bondowoso, East Java, Indonesia)  
        Indonesia
(2) * Dini Siamika Tito Prayogi   (At-Taqwa Islamic Institute, Bondowoso, East Java, Indonesia)  
        Indonesia
(*) Corresponding Author

Abstract


The purpose of this study is to demonstrate that the concept of deep learning has long been inherently realized within the traditional educational practices of pesantren, even before it was formally introduced in modern academic discourse. Pesantren, as the oldest Islamic educational institutions in Indonesia, have developed a holistic learning system that integrates intellectual, spiritual, and social dimensions in a sustainable manner. This research was conducted at Pondok Pesantren Nurul Ulum Cindogo using a qualitative field research approach. Data were collected through in-depth observations, semi-structured interviews, and documentation, involving kyai, ustadz, administrators, and students as key informants. The findings reveal that the fundamental principles of deep learning mindful learning, meaningful learning, and joyful learning are deeply embedded in the daily life and educational practices of the pesantren. Mindful learning is reflected in the development of students’ metacognitive awareness through disciplined study habits, reflective practices, and spiritual internalization. Meaningful learning is realized through instructional methods such as sorogan and the communal living system, which connect theoretical knowledge with authentic life experiences and social responsibility. Meanwhile, joyful learning is manifested in participatory activities such as halaqah and lalaran, fostering active engagement, emotional connection, and intrinsic motivation among students. This study concludes that pesantren education not only aligns with but also predates and exemplifies the principles of deep learning. Therefore, it offers a contextual, holistic, and value-based model that can contribute significantly to the development of contemporary education



Keywords

Deep Learning, Pesantren Education, Mindful Learning, Meaningful Learning, Joyful Learning, Islamic Education, Qualitative Research



Full Text: PDF



References


Anjani, A. R., Amanah, P., & Chadidjah, S. (2025). Pesantren Lembaga Pendidikan Tertua di Indonesia dan Perkembangannya. At-Tabayyun, 7(1). https://doi.org/10.47766/atjis.v7i1.6744

Azzahra, Y., & Jaya, C. A. (2025). EduInovasi: Journal of Basic Educational Studies. EduInovasi: Journal of Basic Educational Studies, 5(3), 769–776. https://doi.org/10.47467/edu.v5i3.9245

Fitriani, A., & Santiani. (2025). Pembelajaran Deep Learning dalam Pendidikan. Jurnal Ilmiah Nusantara (JINU), 2(3), 50–57. https://doi.org/10.61722/jinu.v2i3.4357

Fullan, M., Quinn, J., & McEachen, J. (2018). Deep Learning: Engage the World Change the World. Corwin. https://doi.org/10.4135/9781506368603

Gupte, T., Watts, F., & Zaimi, I. (2021). Students’ Meaningful Learning Experiences from Participating in Organic Chemistry Writing-to-Learn Activities. Chemistry Education Research and Practice. https://doi.org/10.1039/D0RP00266F

Hasnida, S. N. P., Adrian, R., & Siagian, N. N. P. (2024). Transformasi Pendidikan di Era Digital. Jurnal Bintang Pendidikan Indonesia, 2(1), 110–116. https://doi.org/10.55606/jubpi.v2i1.2488

Hitzler, P., Rayan, R., Zalewski, J., Norouzi, S. S., Eberhart, A., & Vasserman, E. Y. (2024). Deep Deductive Reasoning is a Hard Deep Learning Problem. Neurosymbolic Artificial Intelligence, 0(0). https://doi.org/10.3233/NAI-240669

Ilham, & HT, S. (2020). Metode Halaqah Pembelajaran PAI. Jurnal Ilmiah Kreatif, 18(2), 113–125. https://doi.org/10.52266/kreatif.v18i2.464

Kamal, F. (2020). Model Pembelajaran Sorogan dan Bandongan dalam Pondok Pesantren. Journal of Chemical Information and Modeling, 53(9), 1689–1699. https://www.researchgate.net/publication/348300269_Model Pembelajaran Sorogan dan Bandongan.

Maimun, A., & Fattah, A. (2024). Pondok Pesantren, Kitab Kuning, dan Relasi Sosial. Rumpun Dua Belas.

Maimun, A., Hamdani, H., Hestia, H., & Lape, P. (2025). Pesantren as a Prototype of Education with a Deep Learning Approach. Jurnal Pendidikan Islam. https://doi.org/10.38073/jpi.v15i1.2373

Muhidin, N., Aminudin, A., & Rahmah, A. Q. N. (2025). Peranan Pondok Pesantren dalam Sistem Pendidikan Nasional. JIEP: Journal of Islamic Education Papua, 2(2), 82–94. https://doi.org/10.53491/jiep.v2i2.1248

Nasrullah, M. (2025). Implementasi Pembelajaran Deep Learning dalam Meningkatkan Kemampuan Maharah Qira’ah di Pondok Pesantren Al-Kautsar Srengat Blitar. Jumlatuna: Jurnal Pendidikan Bahasa Arab, 1(1), 54–65.

Rahmandani, F., Hamzah, M. R., Handayani, T., & Wahyu, M. (2025). Integrasi Pembelajaran Mendalam (Deep Learning) dalam Mewujudkan Pembelajaran yang Bermutu dan Bermakna bagi Peserta Didik. Inovasi: Jurnal Sosial Humaniora dan Pendidikan, 4(2), 769–781. https://doi.org/10.55606/inovasi.v4i2.4896

Rosyid, M. I., Aisy, R., & Mubin, N. (2025). Sinergi Tradisi dan Psikologi: Efektivitas Sorogan dan Bandongan dalam Pembelajaran Pesantren. Jurnal Budi Pekerti Agama Islam, 3(5), 167–173. https://doi.org/10.61132/jbpai.v3i5.1563

Syafe’i, I. (2017). Lembaga Pendidikan Pembentukan Karakter. Al-Tadzkiyyah: Jurnal Pendidikan Islam, 8(1), 61–82. https://doi.org/10.24042/atjpi.v8i1.2097

Wafi, A., Soraya, I., & Kurjum, M. (2025). Relevansi Deep Learning dalam Pendidikan Pesantren. Al-Urwatul Wutsqo: Jurnal Ilmu Keislaman dan Pendidikan, 6, 239–248.

Wijaya, B. A., & Prayitno, H. J. (2026). Penerapan Pendekatan Joyful Learning untuk Meningkatkan Partisipasi dan Motivasi Belajar Siswa Sekolah Dasar. Didaktika: Jurnal Pendidikan, 15(1), 845–856. https://doi.org/10.58230/27454312.3772

Wijaya, M. (2025). Kurikulum Deep Learning di Indonesia: Sebuah Harapan Baru. Jurnal Ilmiah Pendidikan Scholastic, 9(1), 10–15. https://doi.org/10.36057/jips.v9i1.713


Dimensions, PlumX, and Google Scholar Metrics

10.33650/afkarina.v11i1.15153


Refbacks

  • There are currently no refbacks.


Copyright (c) 2026 Ummu Habibah, Dini Siamika Tito Prayogi

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

Afkarina: Jurnal Pendidikan Agama Islam

Published by The Lembaga Penerbitan, Penelitian, dan Pengabdian kepada Masyarakat (LP3M) of Nurul Jadid University, Probolinggo, East Java, Indonesia 

 


Creative Commons License

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