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Deep Learning Based Coding And Artificial Intelligence For Computational Thinking In Elementary Schools

Pembelajaran Koding Dan Kecerdasan Artifisial Berbasis Pembelajaran Mendalam Untuk Berpikir Komputasional Siswa Sekolah Dasar
Vol. 11 No. 1 (2026): June :

Ainul Mardhiyah (1), Muhamad Sofian Hadi (2), Misriandi Misriandi (3)

(1) Program Studi Pendidikan Dasar, Universitas Muhammadiyah Jakarta, Indonesia
(2) Program Studi Pendidikan Dasar, Universitas Muhammadiyah Jakarta, Indonesia
(3) Program Studi Pendidikan Dasar, Universitas Muhammadiyah Jakarta, Indonesia
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Abstract:

General Background: The rapid advancement of digital technology requires elementary education to cultivate higher-order thinking and digital literacy as foundational competencies for the twenty-first century. Specific Background: Coding and artificial intelligence learning have been introduced in elementary schools as concrete approaches to support computational thinking through meaningful and contextual learning experiences. Knowledge Gap: Previous studies in Indonesia largely emphasize technical implementation or teacher training, while limited attention has been given to pedagogical strategies grounded in deep learning approaches for fostering computational thinking at the elementary level. Aims: This study explores deep learning–based coding and artificial intelligence learning strategies for developing computational thinking among elementary school students in North Serpong District. Results: Using a descriptive qualitative approach involving teachers and students from two elementary schools, the findings indicate that learning strategies emphasizing active participation, problem solving, reflection, and contextual activities support students’ ability to decompose problems, recognize patterns, construct abstractions, and formulate algorithmic steps. Variations in computational thinking development were observed across schools, reflecting differences in learning implementation quality. Novelty: This study confirms that deep learning–based coding and artificial intelligence learning demonstrates differentiated reinforcement across computational thinking dimensions according to contextual implementation in elementary classrooms. Implications: The findings position deep learning–based coding and artificial intelligence as a strategic pedagogical alternative for strengthening computational thinking and digital literacy within elementary education.


Highlights

• Computational Thinking Developed Through Contextual Coding Activities
• Deep Learning Approach Supports Reflective And Meaningful Learning
• Differentiated Implementation Shapes Student Learning Outcomes


Keywords

Coding Learning; Artificial Intelligence; Deep Learning; Computational Thinking; Elementary School

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References

[1] P. Darmawan and S. Wahyuni, "Analisis Kemampuan Berpikir Komputasional Mahasiswa dalam Menyelesaikan Masalah Matematika," Hexagon: Jurnal Ilmu dan Pendidikan Matematika, vol. 2, no. 1, pp. 8-18, 2024. doi: 10.33830/hexagon.v2il.6147.

[2] T. Boulhrir and M. Hamash, "Unpacking Artificial Intelligence in Elementary Education: A Comprehensive Thematic Analysis Systematic Review," Computers and Education: Artificial Intelligence, vol. 9, p. 100442, Jun. 2025. doi: 10.1016/j.caeai.2025.100442.

[3] E. Bakala, A. Gerosa, J. P. Hourcade, and G. Tejera, "Preschool children, robots, and computational thinking: A systematic review," International Journal of Child-Computer Interaction, vol. 29, p. 100337, 2021. doi: 10.1016/j.ijcci.2021.100337.

[4] R. Rasiman, W. Kusumaningsih, and H. Sulianto, “Pelatihan pembelajaran koding dan kecerdasan artifisial (KA) untuk meningkatkan keterampilan berpikir digital bagi guru SD Kecamatan Tuntang,” Mimbar Integritas, vol. 4, no. 2, pp. 700–712, 2025. [Online]. Available: https://unars.ac.id/ojs/index.php/mimbarintegritas/article/view/6604

[5] S. Karmila and S. Gunawan, “Koding dan kecerdasan artifisial bagi guru sekolah dasar dan menengah di Kabupaten dan Kota Sukabumi,” JABB, vol. 6, no. 2, pp. 1113–1120, 2025. [Online]. Available: https://id.scribd.com/document/920137122/1840-Article-Text-2724-1-10-20250805

[6] J. M. Wing, "Computational Thinking’s Influence on Research and Education for All," Italian Journal of Educational Technology, vol. 25, no. 2, pp. 7-14, 2017. doi: 10.17471/2499-4324/922.

[7] R. J. Sipahutar and N. Silalahi, "Stimulasi Kemampuan Berpikir Komputasional pada Anak Usia Dini di Era Digital," Jurnal Usia Dini, vol. 10, no. 1, pp. 51-64, 2024. doi: 10.24114/jud.vl0il.60800.

[8] Kementerian Pendidikan Dasar dan Menengah, Naskah Akademik Pembelajaran Koding dan Kecerdasan Artifisial. Jakarta, Indonesia: Kemendikdasmen, 2025. [Online]. Available: https://bbpmpjatim.kemdikbud.go.id/jelita/naskah-akademik-pembelajaran-koding-dan-kecerdasan-artifisial-pada-pendidikan-dasar-dan-menengah/

[9] J. Fraillon, D. Duckworth, M. Rozman, and R. Strietholt, An International Perspective on Digital Literacy: Result from ICILS 2023, IEA, 2024. [Online]. Available: https://www.iea.nl

[10] OECD, PISA 2018 Results. Paris, France: OECD Publishing, 2019. [Online]. Available: https://www.oecd.org/pisa/publications/pisa-2018-results-volume-iii-acd78851-en.htm

[11] D. Li, K. D. Ortegas, and M. White, "Exploring The Computational Effects of Advanced Deep Neural Networks on Logical and Activity Learning for Enhanced Thinking Skills," Systems, vol. 11, no. 7, 2023. doi: 10.3390/systems11070319.

[12] P. H. Lin and S. Y. Chen, "Design and Evaluation of a Deep Learning Recommendation Based Augmented Reality System for Teaching Programming and Computational Thinking," IEEE Access, vol. 8, pp. 45689-45699, 2020. doi: 10.1109/access.2020.2977679.

[13] Kementerian Pendidikan Dasar dan Menengah, Peraturan Menteri Pendidikan Dasar dan Menengah Republik Indonesia Nomor 13 Tahun 2025 tentang Kurikulum pada Jenjang Pendidikan Dasar dan Menengah, Jakarta: Kementerian Pendidikan Dasar dan Menengah Republik Indonesia, 2025.

[14] T. U. H. Juldial and R. Haryadi, "Analisis Keterampilan Berpikir Komputasional dalam Proses Pembelajaran," Jurnal Basicedu, vol. 8, no. 1, pp. 136-144, 2024. doi: 10.31004/basicedu.v8il.6992.

[15] M. E. Rosadi, W. Wagino, N. Alamsyah, M. Rasyidan, and M. Y. Kurniawan, "Sosialisasi Computational Thinking untuk Guru-Guru di SDN Teluk Dalam 3 Banjarmasin," Journal SOLMA, vol. 9, no. 1, pp. 45-54, 2020. doi: 10.29405/solma.v9il.3352.

[16] M. R. Kamil, A. I. Imami, and P. Abadi, "Analisis Kemampuan Berpikir Komputasional Matematis Siswa Kelas IX SMP Negeri 1 Cikampek Pada Materi Pola Bilangan," vol. 12, no. 2, pp. 259-270, 2021.

[17] H. I. Haseski, U. Ilic, and U. Tugtekin, "Defining a New 21st Century Skill Computational Thinking: Concepts and Trends," International Education Studies, vol. 11, no. 4, p. 29, 2018. doi: 10.5539/ies.v11n4p29.

[18] V. J. Shute, C. Sun, and J. Asbell-Clarke, "Demystifying Computational Thinking," Educational Research Review, vol. 22, pp. 142-158, 2017. doi: 10.1016/j.edurev.2017.09.003.

[19] T. J. Kopcha and C. Ocak, "Children’s Computational Thinking as the Development of a Possibility Space," Computers and Education Open, vol. 5, p. 100156, Feb. 2023. doi: 10.1016/j.caeo.2023.100156.

[20] L. C. Zhang and J. Nouri, "A Systematic Review of Learning Computational Thinking Through Scratch in K-9," Computers and Education, vol. 141, p. 103607, 2019. doi: 10.1016/j.compedu.2019.103607.

[21] Y. T. M. Putro and R. Astuti, "Penerapan Scratch dalam Pembelajaran Coding Siswa Sekolah Dasar," Emergent Journal of Educational Discoveries and Lifelong Learning (EJEDL), vol. 1, no. 4, p. 21, 2024. doi: 10.47134/emergent.vli4.37.

[22] C. Chalmers, "Robotics and computational thinking in primary school," International Journal of Child-Computer Interaction, vol. 17, pp. 93-100, 2020. doi: 10.1016/j.ijcci.2018.06.005.

[23] G. M. Troiano et al., "Levelling The Computational Field: Inquiring about factors Predicting Computational Thinking in Construction Game-Based Learning," Computers and Education, vol. 237, p. 105347, Apr. 2025. doi: 10.1016/j.compedu.2025.105347.

[24] Rasiman, W. Kusumaningsih, and H. Sulianto, "Pelatihan Pembelajaran Koding dan Kecerdasan Artifisial (KA) untuk Meningkatkan Keterampilan Berpikir Digital Bagi Guru SD Kecamatan Tuntang," Mimbar Integritas, vol. 4, no. 2, pp. 700-712, 2025.

[25] M. Arvi, Chandra, and S. S. Syam, "Kemampuan Berpikir Komputasional di Sekolah Dasar Kelas 4 Pembelajaran Matematika," Algoritma: Jurnal Matematika, Ilmu Pengetahuan Alam, Kebumian dan Angkasa, vol. 3, no. 3, pp. 108-121, 2025. doi: 10.62383/algoritma.v3i3.511.

[26] F. D. Musfiati, "Pengaruh Unplugged Coding dalam Meningkatkan Kemampuan Problem Solving Anak Usia 6-7 Tahun di BA Aisyiyah Pagentan," Proceedings Series on Social Sciences & Humanities, vol. 13, pp. 91-95, 2023. doi: 10.30595/pssh.vl3i.888.

[27] V. Verawati, R. Firdaus, and H. Herpratiwi, "Pemanfaatan Artificial Intelligence (AI) untuk Meningkatkan Kemampuan Belajar Informatika pada Siswa Sekolah Dasar," Didaktika, vol. 4, no. 4, pp. 380-390, 2024. doi: 10.17509/didaktika.v4i4.76936.

[28] Awaluddin and M. S. Hadi, "Integrasi Pembelajaran Coding dan Kecerdasan Buatan di Sekolah Dasar: Tantangan dan Peluang," Pendas: Jurnal Ilmiah Pendidikan Dasar, vol. 10, no. 1, pp. 1081-1086, 2025. [Online]. Available: https://journal.unpas.ac.id/index.php/pendas/article/view/21753/11028

[29] S. Iddian, "Implementasi Pembelajaran Coding dan Artificial Intelligence pada Sekolah Dasar," Prosiding Pendidikan Dasar Diniyah, vol. 1, no. 1, 2024.

[30] F. Rozi and A. Rohman, "Pengembangan Aplikasi Pembelajaran Berbasis Android (SAC) Sebagai Media Pembelajaran Pada Materi Berpikir Komputasional," PETIK: Jurnal Pendidikan Teknologi Informasi dan Komunikasi, vol. 10, no. 1, pp. 15-31, 2024. doi: 10.31980/jpetik.vl0il.545.

[31] S. Aminah, Murniati, and U. Nasir, "Implementasi Manajemen Berbasis Sekolah dalam Meningkatkan Mutu Pendidikan Pada MTsN Kota Lhokseumawe," Jurnal Administrasi Pendidikan Program Pascasarjana Unsyiah, vol. 3, no. 2, pp. 1-11, 2015.

[32] J. M. Okoko and S. Tunison, Varieties of Qualitative Research Methods, K. Walker, Ed., Springer, 2023. doi: 10.5840/philhist199023276.