Hubungan Penerapan Deep Learning dengan Kemampuan Berpikir Kritis Siswa pada Pembelajaran Informatika di SMPN 9 Pariaman Relationship between the Implementation of Deep Learning and Students’ Critical Thinking Skills in Informatics Learning at SMPN 9 Pariaman

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Abstract

The suboptimal critical thinking skills of students in Informatics learning indicate the need to implement a learning approach that promotes active cognitive engagement, one of which is deep learning based on the principles of mindful, meaningful, and joyful learning. This study aimed to analyze the relationship between the implementation of deep learning and students’ critical thinking skills in Informatics learning at SMPN 9 Pariaman. The study employed a quantitative approach with a descriptive correlational design. The study population comprised all eighth-grade students at SMPN 9 Pariaman, with a sample of 53 students. Data were collected using a questionnaire and analyzed through descriptive analysis, normality testing, linearity testing, and the Pearson product-moment correlation test. The results showed that the implementation of deep learning obtained a mean score of 94.75, whereas critical thinking skills obtained a mean score of 100.47. The correlation test yielded a correlation coefficient of 0.848 with a significance value of p < 0.001, indicating a positive, significant, and very strong relationship between the implementation of deep learning and students’ critical thinking skills. These findings confirm that the better the implementation of mindful, meaningful, and joyful principles in Informatics learning, the higher the students’ critical thinking skills. Therefore, deep learning can serve as a foundation for teachers and schools in designing more effective Informatics learning to develop students’ critical thinking skills.

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Article Details

How to Cite
Aulia, S., & Zulfani Sesmiarni. (2026). Hubungan Penerapan Deep Learning dengan Kemampuan Berpikir Kritis Siswa pada Pembelajaran Informatika di SMPN 9 Pariaman. MASALIQ, 6(5), 2267-2280. https://doi.org/10.58578/masaliq.v6i5.11370

References

Andayanie, L. M., Adhantoro, M. S., Purnomo, E., & Kurniaji, G. T. (2025). Implementation of deep learning in education: Towards mindful, meaningful, and joyful learning experiences. Journal of Deep Learning, 1(1), 47–56. https://doi.org/10.23917/jdl.v1i1.11157

Apriliyana, N. P. (2025). Transforming education through deep learning design: Integrating four key elements in school practice. Molang: Journal Islamic Education, 3(1), 19–27. https://doi.org/10.32806/jm.v3i1.843

Chotimah, U., Maharani, S. D., & Jaenudin, R. (2025). Developing and validating deep learning-based tools for higher-order thinking skills in Indonesian elementary schools. Edukasi: Jurnal Pendidikan dan Pengajaran, 12(2), 1042–1054. https://doi.org/10.19109/ejpp.v12i2.31970

Colomer, J., Serra, L., Cañabate, D., & Serra, T. (2018). Evaluating knowledge and assessment-centered reflective-based learning approaches. Sustainability, 10(9), Article 3122. https://doi.org/10.3390/su10093122

Feriyanto, F., & Anjariyah, D. (2024). Deep learning approach through meaningful, mindful, and joyful learning: A library research. Electronic Journal of Education, Social Economics and Technology, 5(2), 208–212. https://doi.org/10.33122/ejeset.v5i2.321

Halpern, D. F., & Dunn, D. S. (2021). Critical thinking: A model of intelligence for solving real-world problems. Journal of Intelligence, 9(2), Article 22. https://doi.org/10.3390/jintelligence9020022

Imron, I. F., Hadi, S., & Dewi, R. S. I. (2025). A critical analysis of the implementation of deep learning policy at elementary school level in Indonesia. Journal of Learning Improvement and Lesson Study, 5(2), 47–56. https://doi.org/10.24036/jlils.v5i2.187

Irawan, A., Salsabila, H., Amelia, L., & Jamiilah, L. N. L. (2025). Kerangka Dasar Kurikulum Deep Learning Perspektif Pendidikan Islam dan Arah Kebijakan Menteri Pendidikan Dasar dan Menengah. Al-Ahnaf: Journal of Islamic Education, Learning and Religious Studies, 2(2), 220–241. https://doi.org/10.61166/ahnaf.v2i2.26

Jabbar, N. Q., Dewi, P., & Widodo, S. (2025). English teachers’ perceptions of implementing the deep learning approach in elementary schools. JIIP-Jurnal Ilmiah Ilmu Pendidikan, 8(12), 13737–13745. https://doi.org/10.54371/jiip.v8i12.9912

Kasi, Y. F., Bai, D. V., Novia, Deporos, S. R. C., & Mababaya, A. D. (2025). Implementation of deep learning in school curriculum: Perspectives of teachers in Nagekeo Regency. PAEDAGOGIA, 28(2), 320–328. https://doi.org/10.20961/paedagogia.v28i2.103377

Noptario, Latifah, A., Irawan, M. F., & Zakaria, A. R. (2025). The implementation of deep learning as an effort to realize transformative education in elementary school. JIP Jurnal Ilmiah PGMI, 11(2), 109–119. https://doi.org/10.19109/jip.v11i2.30386

Li, Y., Schoenfeld, A. H., diSessa, A. A., Graesser, A. C., Benson, L. C., English, L. D., & Duschl, R. A. (2020). Computational thinking is more about thinking than computing. Journal for STEM Education Research, 3(1), 1–18. https://doi.org/10.1007/s41979-020-00030-2

Liu, J., Liu, Z., Wang, C., Xu, Y., Chen, J., & Cheng, Y. (2024). K–12 students’ higher-order thinking skills: Conceptualization, components, and evaluation indicators. Thinking Skills and Creativity, 52, Article 101551. https://doi.org/10.1016/j.tsc.2024.101551

Mahrunnisya, D. (2025). Implementing the three pillars of deep learning as a quality learning strategy. Economic Education and Entrepreneurship Journal, 8(1), 89–93. https://jpips.fkip.unila.ac.id/index.php/e3j/article/view/121

Miterianifa, M., Ashadi, A., Saputro, S., & Suciati, S. (2021). Higher order thinking skills in the 21st century: Critical thinking. In Proceedings of the 1st International Conference on Social Science, Humanities, Education and Society Development, ICONS 2020 (pp. 50–59). EAI. https://doi.org/10.4108/eai.30-11-2020.2303766

Rendi, R., Marni, M., Neonane, T., & Lawalata, M. (2024). Peran Logika dalam Berfikir Kritis untuk Membangun Kemampuan Memahami dan Menginterpretasi Informasi. Sinar Kasih: Jurnal Pendidikan Agama dan Filsafat, 2(2), 82–98. https://doi.org/10.55606/sinarkasih.v2i2.313

Subiyantoro, S., Musa, M. Z., & Efendi, A. (2024). Preparing Indonesian primary school teachers for deep learning: Readiness, challenges, and institutional support. Cognitive Development Journal, 2(2), 77–86. https://doi.org/10.32585/cognitive.v2i2.44

Susilowati, D., Ria, R. R. P., Anggriani, R., Salsabila, S. I., Aditia, R., & Aziz, F. (2024). Peningkatan Kompetensi Guru STEM dalam Pembelajaran Informatika Berbasis HOTS dan Computational Thinking Guna Mendukung Implementasi Kurikulum Merdeka di MTsN I Mataram. Journal of Community Development, 5(3), 507–516. https://doi.org/10.47134/comdev.v5i3.1290

Viczko, M. (2016). A rich seam: How new pedagogies find deep learning, by Michael Fullan and Maria Langworthy. Leadership and Policy in Schools, 15(2), 231–233. https://doi.org/10.1080/15700763.2015.1073331

Yulia, E. D., Hapidin, & Sarifah, I. (2025). Kemampuan Berpikir Kritis pada Anak Usia Dini. Jurnal Pelita PAUD, 9(2), 583–590. https://doi.org/10.33222/pelitapaud.v9i2.4844