Deep Learning-Based Learning in the Merdeka Curriculum at Elementary Schools: Implementation, Challenges, and Its Impact on Learning
DOI:
https://doi.org/10.47945/misool.v8i1.2853Keywords:
Deep learning, Merdeka Curriculum, Meaningful learning, Critical thinking skills, Personalized learningAbstract
This study is driven by the transformation of education through the Merdeka Curriculum, which highlights flexible, contextual, and student-centered learning. The deep learning approach is considered a solution to foster deeper understanding, strengthen critical thinking skills, and enable the application of knowledge in real-life situations. This research aims to examine the implementation of deep learning-based instruction within the Merdeka Curriculum, identify the challenges encountered, and explore its impact on classroom practices. The study adopts a descriptive qualitative approach using a literature review method, analyzing relevant and recent scholarly sources. The results reveal that integrating deep learning into the Merdeka Curriculum encourages more meaningful learning experiences, enhances student motivation and engagement, and develops higher-order thinking skills, including critical, reflective, and collaborative thinking. Moreover, this approach facilitates personalized learning and improves the efficiency of educational processes through the use of technology. However, its implementation still faces several obstacles, such as limited teacher competence, heavy administrative demands, and insufficient infrastructure. In conclusion, the application of deep learning within the Merdeka Curriculum holds significant potential to improve the quality of education, but it requires continuous support from various stakeholders to ensure effective and sustainable implementation
References
Akmal, A. N., Maelasari, N., Ilmu, T., & Islam, P. (2025). Pemahaman Deep Learning dalam Pendidikan : Analisis Literatur melalui Metode Systematic Literature Review ( SLR ). JIIP (Jurnal Ilmiah Ilmu Pendidikan), 8(3), 3229–3236. https://doi.org/https://doi.org/10.54371/jiip.v8i3.7442
Amalinda, R., Azzara, S. N., & Kencana, S. S. (2025). Implementasi Prinsip Deep Learning dalam Kurikulum Merdeka pada Mata Pelajaran Ekonomi Kelas Xdi SMA Negeri 2 Karanganyar. Sindoro: CENDIKIA PENDIDIKAN, 18(2). https://doi.org/10.9644/sindoro.v3i9.252
Amanda, R. (2025). Penerapan teknologi berbasis deep learning untuk meningkatkan pemahaman konsep IPA pada siswa kelas VI SD. Penerapan Teknologi Berbasis Deep Learning Untuk Meningkatkan Pemahaman Konsep IPA Pada Siswa Kelas VI SD.
Arif, M. N., Parawansyah, M. I. F. H. H., & Zulfahmi, M. N. (2025). Strategies to develop students’ learning interest through a deep learning approach. Jurnal Muassis Pendidikan Dasar, 4(1), 8–16. https://doi.org/https://doi.org/10.55732/jmpd.v4i1.989
Cahyati, S. (2025). Pendekatan Deep Learning Sebagai Alat Bantu Pengajaran Interaktif di Sekolah Dasar. 32–41.
Damayanti, P. D., Harsono, A. M. B., & Suriansyah, A. (2025). Strategi Guu dalam Menerapkan Prinsip Deep Learning Melalui Kearifan Lokal Banjarmasin di Sekola Dasar. Pendas : Jurnal Ilmiah Pendidikan Dasar, 10(4). https://doi.org/https://doi.org/10.23969/jp.v10i04.38317
Diputera, A. M., Zulpan, & Eza, G. N. (2024). Memahami konsep pendekatan deep learning dalam pembelajaran anak usia dini yang meaningful, mindful dan joyful: Kajian melalui filsafat pendidikan. Jurnal Bunga Rampai Usia Emas (BRUE), 10(2), 108–120.
Fitra, D. (2023). Kurikulum Merdeka dalam Pendidikan Modern. Jurnal Inovasi Edukasi, 06(02), 149–156. https://doi.org/https://doi.org/10.35141/jie.v6i2.953
Hastuti, S., Ahlun Ansar, ), & Hermawan, N. (2025). Penerapan Teknologi Deep Learning Dalam Pendidikan Digital. Jurnal Penelitian Ilmu Pendidikan Indonesia, 4(2), 359–365.
Hayati, R. (2025). PERAN DEEP LEARNING DALAM MENINGKATKAN KETERAMPILAN PEMECAHAN MASALAH SISWA. Pendidik: Jurnal Indonesia, 6(1), 29–39. https://doi.org/https://doi.org/10.61291/jpi.v6i2.39
Kartika, H. D., & Astutik, A. P. (2026). Analisis Penerapan Kurikulum Merdeka dengan Pendekatan Deep Learning dalam Pembelajaran Al-Islam. JIIP (Jurnal Ilmiah Ilmu Pendidikan), 9(5), 5258–5270. https://doi.org/https://doi.org/10.54371/jiip.v9i5.11398
Khotimah, D. K., & Abdan, M. R. (2025). Analisis Pendekatan Deep Learning untuk Meningkatkan Efektivitas Pembelajaran PAI di SMKN Pringkuku. Jurnal Pendidikan Dan Pembelajaran Indonesia, 5(2), 866–879. https://doi.org/https://doi.org/10.53299/jppi.v5i2.1466
Mere, K. (2025). Teachers’ And Students’ Perceptions Of The Implementation Of The Deep Learning Approach In The Learning Process At Senior High Schools. JKIP : Jurnal Kajian Ilmu Pendidikan, 6(3), 1346–1352. https://doi.org/https://doi.org/10.55583/jkip.v6i3.1632
Mustapa, A., Ramadhani, K., Dewi, L. P., Oktarina, N., & Widodo, J. (2025). Implementasi Pendekatan Pembelajaran Kurikulum Merdeka: Understanding By Design, Berdeferensisi, dan Deep Learning. Pendas : Jurnal Ilmiah Pendidikan Dasar, 10(2), 427–441. https://doi.org/https://doi.org/10.23969/jp.v10i02.25134
Nabila, C. A., Prima, C. K., & Ramdani, F. A. (2026). Pendekatan Pembelajaran Mendalam dalam Kurikulum Merdeka : Implikasi untuk Pendidikan Manajemen Perkantoran. Journal of Information Systems and Management (JISMA), 05(01), 48–54. https://doi.org/https://doi.org/10.4444/jisma.v5i1.1236
Nasution, I. S. N. S. (2023). Student Critical Thinking Skills in the Implementation of Discovery Learning and Inquiry-Based Learning. Indonesian Journal of Education and Mathematical Science, 4(1), 1–6. https://doi.org/10.30596/ijems.v4i1.13158
Raup, A., Ridwan, W., Khoeriyah, Y., Supiana, S., & Zaqiah, Q. Y. (2022). Deep Learning dan Penerapannya dalam Pembelajaran. JIIP - Jurnal Ilmiah Ilmu Pendidikan, 5(9), 3258–3267. https://doi.org/10.54371/jiip.v5i9.805
Retta, E. M., Prasasti, T. I., Aprilia, M., Lubis, N. A., Annisa, N., & Nur, S. F. (2025). Peran Guru Menghadapi Hambatan dalam Mengimplementasi Pendekatan Deep Learning di SMPN 11 Medan. CARONG: Jurnal Pendidikan, Sosial Dan Humaniora, 2(2), 560–566. https://doi.org/doi.org/10.62710/6rz1qz77
Riinawati. (2026). Dampak Implementasi Deep Learning dalam Kurikulum Nasional terhadap Kualitas Pembelajaran di Indonesia. NARASI : Jurnal Riset Pendidikan Indonesia, 1(1), 1–8. https://doi.org/https://doi.org/10.5281/zenodo.18756214
Rosiyati, D., Erviana, R., & Sholihah, U. (2025). Pendekatan Deep Learning dalam Kurikulum. Rosiyatiet Al.Pendekatan Deep LearningDalam...Al –Irsyad: Journal of Mathematics Education, 4(2), 131–143. https://doi.org/https://doi.org/10.58917/ijme.v4i2.270
Rulviana, V., Bachri, B. S., & Susarno, L. H. (2025). Kurikulum Merdeka dan Deep Learning : Menata Ulang Strategi. Guruku: Jurnal Pendidikan Dan Sosial Humaniora, 3(4), 191–201. https://doi.org/https://doi.org/10.59061/guruku.v3i4.1262
Sari, A. W., & Arta, D. J. (2025). Implementasi Deep Learning : Suatu Inovasi Pendidikan. Jurnal Wawasan Pengembangan Pendidikan, 13(01).
Sinaga, R. D., Tambunan, H., & Pangaribuan, F. (2026). Analisis Dampak Implementasi Strategi mengoptimalkan Konsep Materi Laju Reaksi Deep Learning Dalam. Jurnal Pengabdian Masyarakat Dan Riset Pendidikan, 4(4), 21946–21949.
Tuerah, R. M. S., & Tuerah, J. M. (2023). Kurikulum Merdeka dalam Perspektif Kajian Teori: Analisis Kebijakan untuk Peningkatan Kualitas Pembelajaran di Sekolah. Jurnal Ilmiah Wahana Pendidikan, 9(19), 979–988. https://doi.org/https://doi.org/10.5281/zenodo.10047903
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