Adaptive Islamic Religious Education Learning Orchestration through a Deep Learning Approach Based on Religious Moderation in Madrasah
DOI:
https://doi.org/10.37680/ssa.10409Keywords:
Deep Learning; religious moderation; learning orchestration; adaptive learning; Islamic Religious EducationAbstract
he transformation of learning through the Deep Learning approach requires Islamic Religious Education (IRE) to move beyond content mastery toward fostering students' religious moderation. This study aims to analyze and develop a conceptual model of adaptive Islamic Religious Education learning orchestration through a Deep Learning approach grounded in religious moderation in madrasahs. A descriptive qualitative design was employed. Data were collected through classroom observations, in-depth interviews, and document analysis, and were analyzed using the interactive model of Miles, Huberman, and Saldaña. Data trustworthiness was ensured through source and method triangulation, member checking, and prolonged engagement. The findings reveal that adaptive IRE learning orchestration is constructed through four interrelated components: adaptive instructional planning, meaningful, mindful, and joyful learning interactions, the internalization of religious moderation through authentic learning experiences, and continuous adaptive assessment. The synthesis of these components resulted in an Adaptive Islamic Religious Education Learning Orchestration Model, positioning teachers as learning orchestrators who integrate instructional design, learning experiences, character development, and assessment into a coherent learning system. This model extends the Deep Learning perspective by embedding religious moderation as the core principle of adaptive and contextually relevant Islamic Religious Education in madrasahs.
References
A’lawi, A. I. A., & Budianto, N. (2025). Integrating religious moderation values into Islamic religious education: A pedagogical approach for primary schools. Journal of Islamic Education Research, 6(4), 409–426. https://doi.org/https://doi.org/10.18326/aicoies.v1i1.332
Abidin, A., Amien, S., & Nurhakim, M. (2025). Strategi pembiasaan dan dampaknya pada pembentukan karakter religius siswa di Sekolah Menengah Kejuruan. Jurnal Ilmiah Global Education, 6(2), 835–846.
An, S., & Zhang, S. (2024). Effects of ability grouping on students’ collaborative problem solving patterns: Evidence from lag sequence analysis and epistemic network analysis. Thinking Skills and Creativity, 51, 101453. https://doi.org/https://doi.org/10.2307/4450070
Andriani, D., Husna, A., Ramadan, S. M., & Faqot, N. (2025). Peran Guru PAI dalam Membentuk Literasi Digital dan Karakter Moderasi Beragama Siswa di Era Modern. JIMU: Jurnal Ilmiah Multidisipliner, 4(01). https://doi.org/https://doi.org/10.31227/osf.io/jsb2u
Anfa Muarif, Nuryati, E. (2024). PENERAPAN PENDEKATAN HUMANISTIK DALAM PENDIDIKAN KARAKTER SISWA SEKOLAH DASAR. Pendas: Jurnal Ilmiah Pendidikan Dasar, 09.
Aprilia, A. R., & Hasanah, F. (2024). Peran Guru Tahfidzul Qur ’ an dalam Meningkatkan Kualitas Hafalan Al- Qur ’ an pada Siswa di SD Takhasus Al-Qur ’ an Kalibeber Wonosobo. 4, 134–143.
Ariani, S. (2023). Ulumuna. 27(2), 624–648.
Arifin, H., & Al Madani, K. (2024). UPAYA KEPEMIMPINAN KEPALA MADRASAH DALAM MENINGKATKAN PROFESIONALITAS GURU DAN STAF PENDIDIKAN DI MA. QOLAMUNAA: Jurnal Pendidikan Agama Islam, 1(1), 49–60.
Asep, S. E. (2023). Kemampuan Berpikir Kritis dan Kemandirian Belajar dengan Hasil Belajar Matematika. Jurnal Pendidikan Dasar, 7(2), 1–23.
Baharun, H. (2023). Penilaian Berbasis Kelas Pada Pembelajaran Pendidikan Agama Islam Di Madrasah. MODELING: Jurnal Program Studi PGMI, 3(2).
Bahri, S. (2023). Tracing the Trend on Digital Competence of English Teacher; the Characteristic and Strategic Improvement. Pedagogik: Jurnal Pendidikan, 10(1), 73–85. https://doi.org/10.33650/pjp.v10i1.5940
Barradas, R., Lencastre, J. A., Soares, S. P., & Valente, A. (2024). Arduino-based mobile robotics for fostering computational thinking development: an empirical study with elementary school students using problem-based learning across Europe. Robotics, 13(11), 159. https://doi.org/https://doi.org/10.58809/kpej6842
Chomsky, N. (2024). Verbal behavior. By BF Skinner.(The Century psychology series.) Pp. viii, 478. New York: Appleton-Century-Crofts, Inc., 1957. Language, 100(3), 579–603. https://doi.org/https://doi.org/10.1353/lan.2024.a937190
Dwi Afriyanto1, Anatansyah Ayomi Anandari2 , Sukiman3, S. (2025). Transformasi Mindset Guru Pendidikan Agama Islam Profesional di MTs Al-Barokah Robotika. 10(1), 881–888.
Elharrouss, O., Akbari, Y., Almadeed, N., & Al-Maadeed, S. (2024). Backbones-review: Feature extractor networks for deep learning and deep reinforcement learning approaches in computer vision. Computer Science Review, 53, 100645.
Firnando, H. G., Khair, N., & Setiawati, C. (2025). Religious Education 5.0: Concept, Design, and Implementation of Adaptive Pedagogy in Islamic Religious Education for the Society 5.0 Era. Indonesian Journal of Islamic Educational Review, 2(3), 241–254.
Fuady, A. S., & Al Maddani, K. (2025). EVALUATION OF THE CHILD-FRIENDLY SCHOOL POLICY IN CREATING A SAFE AND INCLUSIVE EDUCATIONAL ENVIRONMENT AT MI DARUL HUDA. International Conference on Humanity Education and Society (ICHES), 4(1). https://doi.org/https://doi.org/10.4018/978-1-7998-5360-2.ch031
Gusliana, E., Wahyudi, A., Nurjanah, S., & Umurohmi, U. (2025). 21st Century Elementary School Management: CreativeStrategies towards Meaningful Learning. Terampil: Jurnal Pendidikan Dan Pembelajaran Dasar, 12(1), 1–22. https://doi.org/10.24042/terampil.v12i1.27890
Hasani, K., Khojir, K., Saparuddin, M., & Munawaroh, A. A. F. (2025). Implementation of Multicultural Education in Islamic Religious Education Learning to Foster Tolerance and Brotherhood in Junior High School (SMPN) 2 Samarinda. AL GHAZALI: Jurnal Pendidikan Dan Pemikiran Islam, 5(2), 359–377. https://doi.org/doi.org/10.4324/9781003455783-5
Huda, M. (2024). Incorporating the Value of Religious Moderation in Islamic Education Learning. Al-Hayat: Journal of Islamic Education, 8(1), 221–235. https://doi.org/https://doi.org/10.1515/9783110969443.374
Ilmamuna, K., Mu’ammar, M. A., & Hadi, M. F. (2023). Revitalisasi madrasah tsanawiyah berbasis pesantren sebagai penguatan religiusitas siswa di Madrasah Tsanawiyah Negeri 3 Kota Surabaya. Jurnal Al-Ulum, 10(3), 279–291. https://doi.org/https://doi.org/10.21070/pedagogia.v7i2.1570
juan garzon, M. (2025). Pengembangan Kompetensi Pedagogik pada Guru PAI Fahmi Abdulloh Efendi. Pengembangan Kompetensi Pedagogik Pada Guru PAI, 3(2), 38–46.
Kamila, A. (2023). Pentingnya pendidikan agama Islam dan pendidikan moral dalam membina karakter anak sekolah dasar. Al-Furqan: Jurnal Agama, Sosial, Dan Budaya, 2(5), 321–338. https://doi.org/https://doi.org/10.71094/fondasi.v1i1.16
Khan, Z. R. (2024). Academic Integrity Training Module for Academic Stakeholders : IEPAR Framework. Journal of Academic Ethics, 22(1), 9–31. https://doi.org/10.1007/s10805-024-09517-8
Kusumawati, I. T., Soebagyo, J., & Nuriadin, I. (2022). Studi Kepustakaan Kemampuan Berpikir Kritis Dengan Penerapan Model PBL Pada Pendekatan Teori Konstruktivisme. JURNAL MathEdu, 5(1), 13–18.
Kuswanto, E., Mubin, M. N., & Kurniawan, D. S. (2023). Internalizing Islamic moderation: a model approach for educational institutions. Ijoresh Indonesian Journal of Religion Spirituality and Humanity, 2(1), 93–113. https://doi.org/https://doi.org/10.59373/jelin.v1i2.72
Laili, M. . I. (2025). Implementasi Kurikulum Cinta dalam Pembelajaran Bahasa Arab di Madrasah. Sekolah Tinggi Agama Islam (STAI) Al-Yasini Pasuruan, 1(2), 10–40. https://doi.org/https://doi.org/10.35931/am.v6i2.2685
Latifah, Hamadanah, A. Q. (2025). PENDEKATAN DEEP LEARNING PADA KURIKULUM BERBASIS CINTA DI MADRASAH IBTIDAIYAH ASSALAM MARTAPURA. JIPDIK: Jurnal Ilmu Pendidikan, 2(2), 37–47.
Liu, X. (2025). Application and Challenges of Artificial Intelligence in Education: Current Status, Issues, and Future Directions. International Journal of Social Science and Education Research, 8(6), 150–159. https://doi.org/10.6918/IJOSSER.202506
Maskur, M., & Al Madani, K. (2026). Microlearning for Teaching Faraid, Balaghah, and Qawaid Fiqhiyyah: A Qualitative Study on Instructional Time Constraints. EDU-RELIGIA: Jurnal Keagamaan Dan Pembelajarannya, 9(1), 54–65. https://doi.org/https://doi.org/10.21203/rs.3.rs-7867349/v1
Massadah, E., & Widaningsih, L. (2023). Measurement of the Level of Digital Competence of Vocational Teachers in Learning Development. Indonesian Journal of Multidiciplinary Research, 4(1), 189–196. https://doi.org/10.17509/ijomr.v4i1.72053
Mujahid, A., & Madum, M. (2025). Integrasi nilai-nilai Islam dalam pendidikan karakter siswa perspektif pendidikan agama Islam. Journal of Islamic Education and Learning, 5(1), 7–21. https://doi.org/https://doi.org/10.32332/riayah.v1i02.116
Mukhlis, M., Basari, M. H., & Handayani, F. (2023). Lingkungan pendidikan islam dan problematika:(kajian terkait komponen utama lingkungan pendidikan islam). AL GHAZALI: Jurnal Pendidikan Dan Pemikiran Islam, 3(2), 76–92. https://doi.org/https://doi.org/10.31219/osf.io/6tzws
Mumu Mumu, Aan Hasanah, Hariman Surya Siregar, & Asep Nursobah. (2025). Teachers’ Spiritual Competence Based On The Values Of Al-Qur’an Surah Al-Fatihah. International Journal Of Humanities Education and Social Sciences (IJHESS), 4(5), 2341–2350. https://doi.org/10.55227/ijhess.v4i5.1506
Murtadho, N., & Hanafi, Y. (2023). Insertion of moderate character through project learning in Islamic Religious Education courses. Indonesian Journal of Islamic Religious Education, 1(2), 123–140. https://doi.org/doi.org/10.23919/cisti.2019.8760969
Musyahid, M., & Kolis, N. (2023). Religious moderation implementation in Islamic education: A systematic review. FITRAH: Jurnal Kajian Ilmu-Ilmu Keislaman, 9(2), 265–284. https://doi.org/https://doi.org/10.30596/arrasyid.v6i1.29809
Narut, Y. F., & Supradi, K. (2023). Literasi sains peserta didik dalam pembelajaran ipa di indonesia. Jurnal Inovasi Pendidikan Dasar, 3(1), 61–69. https://doi.org/https://doi.org/10.21831/pep.v18i2.2867
Nawaz, M., Nazir, T., Javed, A., Amin, S. T., Jeribi, F., & Tahir, A. (2024). CoffeeNet: A deep learning approach for coffee plant leaves diseases recognition. Expert Systems with Applications, 237, 121481.
Perdani, A. S., Umar, G., Dewata, I., & Amar, S. (2025). Pembangunan Berkelanjutan di Pesisir Indonesia : Tantangan dan Solusi atas Ancaman Lingkungan. Hakhara Akademia Indonesia, 2(1), 11–22. https://doi.org/https://doi.org/10.33846/sf16417
Prasetyo, E., & Harahap, N. (2025). Masyarakat dan Lingkungan Pendidikan dalam Perspektif Ibnu Khaldun. Ainara Journal (Jurnal Penelitian Dan PKM Bidang Ilmu Pendidikan), 6(2), 313–322. https://doi.org/https://doi.org/10.31219/osf.io/8eq25
Putri, J. I., Laila, A., Farda, F., & Zahro, A. (2026). Analisis Program Pembiasaan Religius dalam Pembentukan Karakter Siswa. JIIP-Jurnal Ilmiah Ilmu Pendidikan, 9(1), 1295–1301.
Rawanita, M., & Jannah, M. (2025). Perkembangan Keberagamaan di Masa Prasekolah: Perspektif Pendidikan Islam Anak Usia Dini. Fathir: Jurnal Studi Islam, 2(2), 286–307. https://doi.org/https://doi.org/10.35719/annisa.v13i1.26
Riadi, A., Al-Madani, K., Anshori, I., Anwari, M., & Atayev, M. (2026). Digital-Based Innovation in Qur’anic Learning at Taman Pendidikan Al-Qur’an: An Exploratory Sequential Design. Al Irsyad: Jurnal Studi Islam, 5(1), 31–44.
Rifdillah, M. (2025). Implementation of Islamic religious education in the industrial era 4.0: Opportunities, challenges, and adaptation strategies. At-Tadzkir: Islamic Education Journal, 4(2), 121–132.
Sah, F., Sasikirana, H. N., & Pujiani, T. (2024). The Role of Project-Based Learning in Developing 21 st Century Skills in EFL Classes. Publisher: Yayasan Corolla Education Center, 4, 257–272.
Sakir, M. (2023). Pendidikan Islam Dalam Sistem Pendidikan Nasional. Cendekia: Jurnal Kependidikan Dan Kemasyarakatan, 12(1), 103. https://doi.org/10.21154/cendekia.v12i1.370
Shi, L., Muhammad Umer, A., & Shi, Y. (2023). Utilizing AI models to optimize blended teaching effectiveness in college-level English education. Cogent Education, 10(2). https://doi.org/10.1080/2331186X.2023.2282804
Shodiq, M., & Kuswanto, K. (2024). Strategi Pembentukan Karakter Religius Siswa Melalui Pendidikan Berbasis Keteladanan Dan Pembiasaan. Arsy, 8(2), 134–146. https://doi.org/https://doi.org/10.56358/japb.v5i1.250
Šinko, S., Navarro, J., Solé-Beteta, X., Zaballos, A., & Gajšek, B. (2024). Challenges that need to be addressed before starting new emergency remote teaching at HEIs and proposed solutions. Sustainability, 16(3), 1144. https://doi.org/https://doi.org/10.5353/th_b4004005
Siringoringo, R., Asbari, M., & Margaretta, C. (2024). Strategi Pembelajaran Berdiferensi : Akselerasi Meningkatkan Potensi Peserta Didik. 02(05), 13–16.
Sugrah, N. U. (2023). Implementasi teori belajar konstruktivisme dalam pembelajaran sains. Humanika, 19(2), 121–138. https://doi.org/10.21831/hum.v19i2.29274
Suparlan, S. (2024). Teori Konstruktivisme dalam Pembelajaran. Islamika, 1(2), 79–88. https://doi.org/10.36088/islamika.v1i2.208
Supriatna, N., & Holik, A. (2025). The Implementation of Differentiated Instruction in Islamic Religious Education to Enhance Students’ Learning Motivation. Journal of Science and Education (JSE), 6(1.1), 1–10.
Supriyadi, T., Julia, J., Rahminawati, N., Usarov, J. E., Usmanovna, K. F., Fayzullayevich, R. J., & Baxtiyorovna, A. S. (2025). Enhancing religious literacy for the promotion of tolerance: A design-based approach to developing an Islamic education model in higher education. International Research Journal of Multidisciplinary Scope, 6(3), 310–324. https://doi.org/https://doi.org/10.1300/j009v03n04_02
Susanto, E., Budimansyah, D., Komalasari, K., & Masyitoh, I. S. (2024). Pendidikan Kewarganegaraan Digital: Upaya Meningkatkan Keadaban Digital pada Warga Negara Muda Indonesia. Jurnal Moral Kemasyarakatan, 9(2), 309–320. https://doi.org/https://doi.org/10.18574/nyu/9781479840526-014
Suyasmini, N. P. (2022). Pendekatan Saintifik dengan Metode Pembelajaran Kooperatif Tipe Jigsaw untuk Meningkatkan Motivasi dan Hasil Belajar Matematika pada Siswa Kelas V SD. Journal of Education Action Research, 6(4), 539–545. https://doi.org/https://doi.org/10.31237/osf.io/2pr4s
Syauqi, M., & Wahidin, I. (2025). Strategi Pembelajaran Pendidikan Islam Berbasis Teknologi untuk Generasi Milenial. Jurnal Ilmiah Guru Madrasah, 4(1), 106–120. https://doi.org/https://doi.org/10.56114/al-ulum.v3i3.428
Syukri, M. D. A., & Rosyad, A. (2025). Integrating modern technology in islamic religious education: Challenges and opportunities for teachers. The Journal of Academic Science, 2(4), 1148–1156.
Szymańska, M. (2024). The Teacher Spiritual Development in the Reference to the Metaphorical Understanding of “Education as a Spiritual Journey” by Parker J. Palmer. Multidisciplinary Journal of School Education, 13(1 (25)), 29–44. https://doi.org/10.35765/mjse.2024.1325.02
Thoyib, M. E., Degaf, A., Fatah, A. A., & Huda, M. (2024). Religious tolerance among Indonesian Islamic university students: The pesantren connection. Journal of Al-Tamaddun, 19(2), 239–250. https://doi.org/https://doi.org/10.1300/j009v27n02_04
Trabelsi, Z., Alnajjar, F., Parambil, M. M. A., Gochoo, M., & Ali, L. (2023). Real-time attention monitoring system for classroom: A deep learning approach for student’s behavior recognition. Big Data and Cognitive Computing, 7(1), 48.
Vienlentia, R. (2025). Integrasi Pendekatan Sosial-Emosional dalam Manajemen Pembelajaran di Sekolah Dasar. Oriented Classroom Management, 9(2), 294–308. https://doi.org/10.33363/satya-sastraharing.v9i2.1844
Widiyastutik, D., Hanifah, A. N., Thobroni, A. Y., & Baihaqi, M. (2025). Lingkungan Pendidikan Islam Berbasis Hadis Tarbawi dalam Perspektif Pendidikan Kontemporer. Al Yasini: Jurnal Keislaman, Sosial, Hukum Dan Pendidikan, 10(6), 643. https://doi.org/ttps://doi.org/10.62815/darululum.v13i1.81
Wijoyo, D. O. (2023). Analisis Media Sosial Mengenai Isu Indonesia Sebagai Negara Paling Tidak Sopan di Asia Tenggara. Jurnal Riset Manajemen Komunikasi, 1–6. https://doi.org/https://doi.org/10.5209/tekn.69547
Zaman, B. (2023). Penerapan Active Learning Dalam Pembelajaran Pai. Jurnal As-Salam, 4(1), 13–27. https://doi.org/10.37249/as-salam.v4i1.148
Zikri, A., & Syafii, A. G. (2023). Internalizing Religious Moderation Values Into The Islamic Education At University. Journal of Namibian Studies, 33. https://doi.org/https://doi.org/10.63243/shj9st82
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