From Memorization to Meaning Making: Deep Learning as a Pathway to Higher Order Thinking in Islamic Religious Education
DOI:
https://doi.org/10.31538/tijie.v7i2.2540Keywords:
Deep Learning, Islamic Education, Higher Order Thinking Skills (HOTS)Abstract
instruction in Islamic Religious Education (IRE) and analyze its impact on students’ higher-order thinking skills at SMA Negeri 1 Tenggarong. The background of this research arises from the prevalence of surface learning practices in IRE, which emphasize rote memorization and fail to foster 21st-century skills such as critical, analytical, evaluative, and creative thinking. The study employed a qualitative approach with a case study design. The participants consisted of IRE teachers, students, parents, and school administrators selected through purposive sampling. Data were collected through observation, in-depth interviews, higher order thinking skills (HOTS) tests, and documentation, then analyzed using Miles and Huberman’s interactive model involving data reduction, display, and conclusion drawing. The findings revealed a transformation from memorization-based learning toward deeper understanding through case analysis, behavioral evaluation, and authentic projects such as Islamic-themed videos and podcasts. Students demonstrated improvement in higher-order thinking by linking Qur’anic verses and Hadith to contemporary issues like digital ethics and intolerance. This study concludes that deep learning is an effective instructional model to enhance students’ cognitive, affective, and psychomotor competencies and can serve as a strategic approach for realizing the “Pancasila Student Profile” in the context of 21st-century Islamic education.
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References
Anwar, Syiful. 2025. “School Committee at SMAN 1 Tenggarong.” [Interview]
Damanik, Fritz Hotman Syahmahita, and Gibran Muhammad. 2025. “The Deep Learning Approach in Sociology Education at the High School Level.” SocioEdu: Sociological Education. doi:10.59098/socioedu.v6i1.2016.
Dumez, Hervé. 2015. “What Is a Case, and What Is a Case Study?” Bulletin of Sociological Methodology/Bulletin de Méthodologie Sociologique 127(1):43–57. doi:https://doi.org/10.1177/0759106315582200.
Fachriza, Muhammad. 2025. “Student at SMAN 1 Tenggarong.” [Interview]
Fitroni, Achmad Ma’ruf, Tutik Hamidah, Sudirman Sudirman, and Rachmad Arif Ma’ruf. 2024. “Implementasi HOTS Pada Pembelajaran PAI Melalui Kegiatan P5 Dalam Meningkatkan Kemampuan Problem Solving Siswa.” JIIP-Jurnal Ilmiah Ilmu Pendidikan 7(8):8069–79. doi:https://doi.org/10.54371/jiip.v7i8.5646.
Haki, Ubay, and Eka Danik Prahastiwi. 2024. “Strategi Pengumpulan Dan Analisis Data Dalam Penelitian Kualitatif Pendidikan.” Jurnal Inovasi Dan Teknologi Pendidikan 3(1):1–19. doi:https://doi.org/10.46306/jurinotep.v3i1.67.
Hamzah, Hainora, Mohd Isa Hamzah, and Hafizhah Zulkifli. 2022. “Systematic Literature Review on the Elements of Metacognition-Based Higher Order Thinking Skills (HOTS) Teaching and Learning Modules.” Sustainability 14(2):813. doi:https://doi.org/10.3390/su14020813.
Hasanah, Miftah, Nurlaili Nurlaili, and Adam Nasution. 2024. “Implementasi Kurikulum Merdeka Belajar Dalam Membentuk Karakter Siswa Pada Penguatan Profil Pelajar Pancasila (P5).” Journal of Primary Education (JPE) 4(2). doi:10.29300/jpe.v4i2.7288.
Kosasih, Aceng, T. Supriyadi, Mokh. Iman Firmansyah, and Nan Rahminawati. 2021. “Higher-Order Thinking Skills in Primary School: Teachers’ Perceptions of Islamic Education.” Journal of Ethnic and Cultural Studies. doi:10.29333/ejecs/994.
Laird, Thomas Nelson, Tricia Seifert, Ernest Pascarella, Matthew Mayhew, and C. Blaich. 2014. “Deeply Affecting First-Year Students’ Thinking: Deep Approaches to Learning and Three Dimensions of Cognitive Development.” The Journal of Higher Education 85:402–32. doi:10.1080/00221546.2014.11777333.
Lawlor, Debbie A., Kate Tilling, and George Davey Smith. 2016. “Triangulation in Aetiological Epidemiology.” International Journal of Epidemiology 45(6):1866–86.
Lu, Kaili, Feng Pang, and Rustam Shadiev. 2021. “Understanding the Mediating Effect of Learning Approach between Learning Factors and Higher Order Thinking Skills in Collaborative Inquiry-Based Learning.” Educational Technology Research and Development 69(5):2475–92.
Malini, Rina. 2025. “PAI Teachers at SMAN 1 Tenggarong.” [Interview]
Mardiono, Bayu Haryo. 2025. “Student at SMAN 1 Tenggarong.” [Interview]
Markhamah, Naelatul. 2021. “Pengembangan Soal Berbasis HOTS (Higher Order Thinking Skills) Pada Kurikulum 2013.” Nusantara: Jurnal Pendidikan Indonesia 1(2):385–418. doi:https://doi.org/10.14421/njpi.2021.v1i2-8.
Marton, F., and R. Saljo. 1976. “On Qualitative Differences in Learning.” Br. J. Educ. Psychol 46:4–11.
Masturin, Masturin. 2022. “Development of Islamic Religious Education Materials Based on Religious Moderation in Forming Student Character.” Munaddhomah: Jurnal Manajemen Pendidikan Islam 3(4):346–55. doi:https://doi.org/10.31538/munaddhomah.v3i4.310.
Merriam, Sharan B. 1988. Case Study Research in Education: A Qualitative Approach. Jossey-Bass.
Mezmir, Esubalew Aman. 2020. “Qualitative Data Analysis: An Overview of Data Reduction, Data Display and Interpretation.” Research on Humanities and Social Sciences. doi:10.7176/rhss/10-21-02.
Millatina, Nurma. 2024. “Discourse On Learning Media In The Digitalization Era And Its Implications For Students Higher Order Thinking Skills (Hots) In Islamic Education Subjects.” Pp. 2387–2405 in Proceeding International Conference on Islam and Education (ICONIE). Vol. 3.
Moustaghfir, Samia, and Hind Brigui. 2024. “Navigating Critical Thinking in the Digital Era: An Informative Exploration.” International Journal of Linguistics, Literature and Translation 7(1):137–43. doi:https://doi.org/10.32996/ijllt.2024.7.1.11x.
Nasucha, Muhammad Raihan, Khozin Khozin, and I’anatut Thoifah. 2023. “Synergizing Islamic Religious Education and Scientific Learning in the 21st Century: A Systematic Review of Literature.” Jurnal Pendidikan Agama Islam (Journal of Islamic Education Studies) 11(1):109–30. doi:https://doi.org/10.15642/jpai.2023.11.1.109-130.
Noble, H., and R. Heale. 2019. “Triangulation in Research, with Examples.” Evidence Based Journals 22:67–68. doi:10.1136/ebnurs-2019-103145.
Nuraini, Ririn. 2025. “Implementation of the Problem Based Learning Strategy in Islamic Religious Education Learning in Improving Students’ Higher Order Thinking Skills.” Global Education Journal. doi:10.59525/gej.v3i1.660.
Oranga, Josephine, and Audrey Matere. 2023. “Qualitative Research: Essence, Types and Advantages.” Open Access Library Journal 10(12):1–9.
Rashid, Yasir, Ammar Rashid, Muhammad Akib Warraich, Sana Sameen Sabir, and Ansar Waseem. 2019. “Case Study Method: A Step-by-Step Guide for Business Researchers.” International Journal of Qualitative Methods 18:1609406919862424. doi:https://doi.org/10.1177/1609406919862424.
Siregar, Trio Erawati, Nihayatul Luali, Risca Canda Vinalistyosari, Fattah Hanurawan, and Ade Eka Anggraini. 2024. “Implementation of Vygotsky’s Constructivism Learning Theory through Project-Based Learning (PjBL) in Elementary Science Education.” Al Qalam: Jurnal Ilmiah Keagamaan Dan Kemasyarakatan 18(4):2586–2607.
Sugiyono. 2020. Metode Penelitian Kualitatif, Cet. 3. Ed. Bandung: CV. Alfabeta.
Suhayib, and M. F. Ansyari. 2023. “Design of Islamic Religious Education: Purposes, Alignment of Curriculum Components and Contexts.” British Journal of Religious Education 45(4):382–93. doi:https://doi.org/10.1080/01416200.2023.2220940.
Supriyanto. 2025. “Headmaster at SMAN 1 Tenggarong.” [Interview]
Warsah, Idi, and Muhammad Istan. 2025. “Islamic Religious Education Learning Approach Based on Religious Moderation.” Al-Hayat: Journal of Islamic Education 9(1):181–99. doi:https://doi.org/10.35723/ajie.v9i1.45.
Weng, Chunmeng, Congying Chen, and Xianfeng Ai. 2022. “A Pedagogical Study on Promoting Students’ Deep Learning through Design-Based Learning.” International Journal of Technology and Design Education 1–22. doi:10.1007/s10798-022-09789-4.
Yuna, Jung, Kim Minho, Han Jiwon, Lee Jiwon, and S. Suyitno. 2025. “The Role of The Teacher as A Facilitator in Project-Based Learning With AI Support.” Al-Hijr: Journal of Adulearn World. doi:10.55849/alhijr.v4i1.855.
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