Deep Learning Approach in Improving Critical Thinking Skills of Elementary School Students
DOI:
10.29303/jppipa.v11i8.11708Published:
2025-08-25Downloads
Abstract
A deep learning approach in education that creates deep, meaningful, and exhilarating learning experiences, as well as developing students' critical thinking skills. The implementation of this approach has great challenges, especially in terms of teacher competence, curriculum, and supporting facilities. The main objective of this learning is to equip students with critical thinking skills that will not only be useful in school, but also in their daily lives. The research method used is a literature study, which aims to review and analyze various relevant previous research. Data were obtained through searching, identification, and selection of literature indexed in Scholler, and Scopus. Relevant literature was selected based on topic relevance and publication quality, with data analysis using qualitative techniques based on content analysis, including categorization, synthesis of findings, and narrative analysis. The results of the study show that the epistemological gap in teacher competence is the main obstacle in implementing deep learning effectively. Teachers who lack reflective understanding and critical literacy can hinder the goal of deep learning. In addition, a curriculum that does not support active learning based on 21st century skills is also a challenge. Project-based, collaborative, and problem-based learning can improve students' critical thinking skills, but it requires adjustments in the education system. Based on these findings, strategic measures such as improved teacher training, flexible curriculum changes, and the provision of adequate support facilities are essential to optimize the application of deep learning in education. With the right application, deep learning can produce students who are more critical, creative, and ready to face global challenges.
Keywords:
Approach Critical thinking Deep learningReferences
Akmal, A. N., Maelasari, N., & Lusiana, L. (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/10.54371/jiip.v8i3.7442 DOI: https://doi.org/10.54371/jiip.v8i3.7442
Amseke, F. V., & Blegur, J. S. T. (2024). Mindfulness terhadap Regulasi Diri dalam Belajar. Edudikara: Jurnal Pendidikan Dan Pembelajaran, 9(2), 71–80. https://doi.org/10.32585/edudikara.v9i2.364 DOI: https://doi.org/10.32585/edudikara.v9i2.364
An, B., & Gao, L. (2022). Construction of an Inquiry-Based Teaching Model for Ideological and Political Education in Colleges and Universities from the Perspective of Deep Learning. Mobile Information Systems, 2022. https://doi.org/10.1155/2022/9286979 DOI: https://doi.org/10.1155/2022/9286979
Ananda Kumar, A. (2023). Meaningful Learning among Under Graduate Student-Teachers. Shanlax International Journal of Education, 11(2), 74–82. https://doi.org/10.34293/education.v11i2.5828 DOI: https://doi.org/10.34293/education.v11i2.5828
Arkhangelsky, A. N., & Novikova, A. A. (2021). A Transmedia Turn in Educational Strategies: Storytelling in Teaching Literature to School Students . Voprosy Obrazovaniya / Educational Studies Moscow, 2021(2), 63–81. https://doi.org/10.17323/1814-9545-2021-2-63-81 DOI: https://doi.org/10.17323/1814-9545-2021-2-63-81
Aziz, A., & Zakir, S. (2022). Tantangan Pembelajaran Pendidikan Agama Islam Di Era 4.0. Indonesian Research Journal On Education, 2(3), 1070–1077. https://doi.org/10.31004/irje.v2i3.123 DOI: https://doi.org/10.31004/irje.v2i3.123
Azzahra, P. L., Andara, Y., Ramlan, Z. Z., & Humaira, M. A. (2023). Peran Guru Dalam Kesulitan Menulis Pada Siswa Kelas 1 Sekolah Dasar. Karimah Tauhid, 2(6), 2612–2622. https://doi.org/10.30997/karimahtauhid.v2i6.9115 DOI: https://doi.org/10.30997/karimahtauhid.v2i6.9115
Bandura, A. (1977). Social Learning Theory. Prentice Hall.
Bruner., J. S. (1997). Strategi Pembelajaran Terpadu. Harvad University Press.
Cendana, W., Shoreamanis, M., Iwan, C. G., Yuniwati, I., Sari, I. M., Marshanawiah, A., Yudhistira, D., Komalasari, D., Subakti, S. S. H., Simarmata, J., Ginting, E. B., & Suleman, N. (2025). Pembelajaran Holistik: Integrasi Meaningful, Joyful, Deep dan Mindful Learning. Yayasan Kita Menulis.
Djau, N. R. F., & Cahyono, R. (2017). Hubungan Antara Self-Esteem Dengan Flow Akademik Pada Siswa Cerdas Istimewa. Jurnal Psikologi Pendidikan Dan Perkembangan, 6, 65–71. Retrieved from http://url.unair.ac.id/5e974d38
Erawanto, U., & Santoso, E. (2016). Pengembangan Modul Pembelajaran Berbasis Masalah Untuk Membantu Meningkatkan Berfikir Kreatif Mahasiswa. JINoP (Jurnal Inovasi Pembelajaran), 2(2), 427. https://doi.org/10.22219/jinop.v2i2.2629 DOI: https://doi.org/10.22219/jinop.v2i2.2629
Estrada-Molina, O., Mena, J., & López-Padrón, A. (2024). The Use of Deep Learning in Open Learning: A Systematic Review (2019 to 2023). The International Review of Research in Open and Distributed Learning, 25(3), 370–393. https://doi.org/10.19173/irrodl.v25i3.7756 DOI: https://doi.org/10.19173/irrodl.v25i3.7756
Facione, P. (2011). Critical Thinking: What It Is and Why It Counts. The California Academic Press.
Hafidzhoh, K. A. M., Madani, N. N., Aulia, Z., & Setiabudi, D. (2023). Belajar Bermakna (Meaningful Learning) Pada Pembelajaran Tematik. Student Scientific Creativity Journal, 1(1), 390–397. https://doi.org/10.55606/sscj-amik.v1i1.1142 DOI: https://doi.org/10.55606/sscj-amik.v1i1.1142
Hammill, J., Nguyen, T., & Henderson, F. (2023). The impact of mindfulness interventions in higher education to enhance engagement. Journal of Further and Higher Education, 47(5), 619–632. https://doi.org/10.1080/0309877X.2023.2175652 DOI: https://doi.org/10.1080/0309877X.2023.2175652
Hanani, A., Sunan, U., & Surabaya, G. (2023). Pengaruh Model Pembelajaran Joyful Learning Terhadap Minat Belajar Siswa Di MTsN 3 Surabaya Yuliastutik Universitas Sunan Giri Surabaya. Jurnal Mahasiswa, 5(4), 97–107. https://doi.org/10.51903/jurnalmahasiswa.v5i3
Hasanah, N., & Pujiati, P. (2025). Penerapan Pendekatan Deep Learning Pada Pembelajaran Di Sekolah Dasar Kota Bekasi. El Banar : Jurnal Pendidikan Dan Pengajaran, 8(1), 72–79. https://doi.org/10.54125/elbanar.v8i1.539 DOI: https://doi.org/10.54125/elbanar.v8i1.539
Hattie, J. A. C. (2009). Visible Learning: A Synthesis of Over 800 Meta-Analyses Relating to Achievement. Routledge.
Herawati, H. (2022). Pengembangan Lembar Kerja Peserta Didik (Lkpd) Berbasis Problem Based Learning (Pbl) Untuk Meningkatkan Kemampuan Berpikir Kritis Peserta Didik Sma. Jurnal Muara Pendidikan, 7(2), 165–177. https://doi.org/10.52060/mp.v7i2.944 DOI: https://doi.org/10.52060/mp.v7i2.944
Johnson, E. B. (2009). Contextual Teaching and Learning. Mizan Learning Centre (MLC).
Jufrida, & Basuki, F. R. (2014). Pengembangan Buku Ajar Ipa Berbasis Kearifan Lokal Jambi Untuk Meningkatkan Literasi Sains Siswa. Universitas Jambi.
Juhriah, J., Hayadi, B. H., Yusuf, F. A., Sepriyanti, S., & Yuningsih, Y. (2024). Multimedia Interaktif Inkuiri IPA: Tingkatkan Berpikir Kritis Siswa SD. Technical and Vocational Education International Journal (TAVEIJ), 4(1), 54–57. https://doi.org/10.55642/taveij.v4i1.610 DOI: https://doi.org/10.55642/taveij.v4i1.610
Maslow, A. H. (2017). A theory of human motivation. Defining and Classifying Children in Need, 50(4), 101–127. https://doi.org/10.4324/9781315258324-16 DOI: https://doi.org/10.4324/9781315258324-16
Moma, L. (2017). Pengembangan Kemampuan Berpikir Kreatif Dan Pemecahan Masalah Matematis Mahasiswa Melalui Metode Diskusi. Jurnal Cakrawala Pendidikan, 36(1), 130–139. https://doi.org/10.21831/cp.v36i1.10402 DOI: https://doi.org/10.21831/cp.v36i1.10402
Mutiarani, S., Haerunnisa, & Farhurohman, O. (2024). Implementasi Metode PjBL Dalam Meningkatkan Kemampuan Berfikir Kritis Pada Siswa Sekolah Dasar. EBTIDA: Jurnal Pendidikan Dasar Islam, 05(01), 430–438. https://doi.org/10.33379/ebtida.v4i1.4441
Nurhadi. (2020). Teori Kognitivisme Serta Aplikasinya. Jurnal Edukasi Dan Sains, 2(1), 77–95. Retrieved from https://ejournal.stitpn.ac.id/index.php/edisi/article/view/786/541
Nurhakiki, J., Yahfizham, Y., William, J., Ps, I. V, Estate, M., Percut, K., Tuan, S., & Serdang, K. D. (2024). Studi Kepustakaan: Pengenalan 4 Algoritma Pada Pembelajaran Deep Learning Beserta Implikasinya. Jurnal Pendidikan Berkarakter, 1, 270–281. https://doi.org/10.51903/pendekar.v2i1.598 DOI: https://doi.org/10.51903/pendekar.v2i1.598
Nuriana, R., & Hotimah, I. H. (2023). Penerapan Meaningful Learning Dalam Pembelajaran Sejarah. Jambura History and Culture Journal, 5(1), 1–15. https://doi.org/10.37905/jhcj.v5i2.20479 DOI: https://doi.org/10.37905/jhcj.v5i2.20479
OECD. (2019). PISA 2018 Insights and Interpretations. OECD Publishing.
Paratiwi, T., & Ramadhan, Z. H. (2023). Model Pembelajaran Problem Based Learning untuk Meningkatkan Aktivitas dan Hasil Belajar Siswa Pada Pembelajaran IPAS Kelas V Sekolah Dasar. Journal of Education Action Research, 7(4), 603–610. https://doi.org/10.23887/jear.v7i4.69971 DOI: https://doi.org/10.23887/jear.v7i4.69971
Piaget, J. (1952). The Origins of Intelligence in Children. International Universities Press. DOI: https://doi.org/10.1037/11494-000
Putri, A., Hardi, Y., Alghiffari, E. K., & Hadi, D. (2024). Penerapan Teknik Mindfulness dalam Proses Pembelajaran di Sekolah Menengah Atas. Jurnal Praktik Baik Pembelajaran Sekolah Dan Pesantren, 3(03), 152–162. https://doi.org/10.56741/pbpsp.v3i03.733 DOI: https://doi.org/10.56741/pbpsp.v3i03.733
Putri, R. A., Suryadi Satyawan, A., Prihantono, J. A., Linggi, R. S., Paramita, I. G. A. P. S., Iswarawati, N. K. E., Akbar, F., & Utomo, P. A. (2024). Model Deep Learning Untuk Klasifikasi Objek Pada Gambar Fisheye. Jurnal Teknologi Informasi Dan Ilmu Komputer, 11(3), 519–528. https://doi.org/10.25126/jtiik.938047 DOI: https://doi.org/10.25126/jtiik.938047
Rahma, B. A., & Hidayah, H. (2022). Penerapan Pembelajaran Menyenangkan ( Joyful Learning ) Melalui Metode Pembelajaran Loose Part Pada Anak Usia Dini. Prosiding Seminar Nasional Pascasarjana : Universitas Negeri Semarang, 190. Retrieved from https://proceeding.unnes.ac.id/snpasca/article/view/1447
Rati, N. W., Kusmaryatni, N., & Rediani, N. (2017). Pengaruh Model Pembelajaran Berbasis Proyek Terhadap Kreativitas Dan Hasil Belajar Pendidikan Ipa Sd Mahasiswa Pgsd Undiksha Upp Singaraja. JPI (Jurnal Pendidikan Indonesia), 6(1), 60–71. https://doi.org/10.23887/jpi-undiksha.v6i1.9059 DOI: https://doi.org/10.23887/jpi-undiksha.v6i1.9059
Rogers, C. R. (1969). Freedom to learn. Merrill.
Rosiyati, D., Erviana, R., Fadilla, A., Sholihah, U., & Musrikah. (2025). Pendekatan Deep Learning Dalam Kurikulum Merdeka. Al-Irsyad Journal of Mathematics Education, 4(2), 131–143. https://doi.org/10.58917/ijme.v4i2.270 DOI: https://doi.org/10.58917/ijme.v4i2.270
Safriana, S., Ginting, F. W., & Khairina, K. (2022). Pengaruh Model Project Based Learning Berbasis Steam Terhadap Kemampuan Berpikir Kreatif Siswa Pada Materi Alat- Alat Optik Di SMA. Jurnal Dedikasi Pendidikan, 6(1), 127–136. https://doi.org/10.30601/dedikasi.v6i1.2315 DOI: https://doi.org/10.30601/dedikasi.v6i1.2315
Saksono, H., Khoiri, A., Dewi Surani, S. S., Rando, A. R., Setiawati, N. A., Umalihayati, S., & Aryuni, M. (2024). Teori Belajar Dalam Pembelajaran. Jakarta: Yayasan Cendikia Mulia Mandiri.
Salmia, Nursalam, & Bancong, H. (2024). Effectiveness of Local Wisdom-Based Independent Curriculum Teaching Modules in Improving Learning Outcomes Indonesia. Journal of Ecohumanism, 3(6), 1719–1726. https://doi.org/10.62754/joe.v3i6.4131 DOI: https://doi.org/10.62754/joe.v3i6.4131
Salmia, S., Bancong, H., & Sudarmin, S. (2023). Bibliometric Mapping of Publication Trends on the Use of Learning Media and Character Values in the Scopus Data Base From 2013 to 2022. Journal of Innovation in Educational and Cultural Research, 4(3), 494–502. https://doi.org/10.46843/jiecr.v4i3.712 DOI: https://doi.org/10.46843/jiecr.v4i3.712
Salmia, S., Rosleny, R., & Idawati, I. (2020). Kepemimpinan Kepala Sekolah Menuju Pembelajaran Abad 21. Indonesian Journal of Primary Education, 4(1), 1–10. https://doi.org/10.17509/ijpe.v4i1.22362 DOI: https://doi.org/10.17509/ijpe.v4i1.22362
Salmia, S. S. (2023). Development of Quality Instruments and Data Collection Techniques. Jurnal Pendidikan Dan Pengajaran Guru Sekolah Dasar (JPPGuseda), 6(1), 119–124. https://doi.org/10.55215/jppguseda.v6i1.7527 DOI: https://doi.org/10.55215/jppguseda.v6i1.7527
Sari, M. (2022). Metodologi penelitian. Global Eksekutif Teknologi.
Shobihah, S. S., Fakhruddin, A., & Iman Firmansyah, M. (2024). Implementasi Pembelajaran Bermakna (Meaningful Learning) dalam Mata Pelajaran PAI dan Budi Pekerti di SMA Mutiara Bunda”. Allama: Jurnal Pendidikan Islam Indonesia, 00(01), 57–74. https://jurnal.appki.or.id/index.php/allama/article/view/6
Sugiyono. (2019). Metode Penelitian Kuantitatif, Kualitatif dan R&D. Bandung: Alfabeta.
Vygotsky, L. S. (1978). Mind in Society: The Development of Higher Psychological Processes. New York: Harvard University Press.
Yuliati, S. R., & Lestari, I. (2018). Higher-Order Thinking Skills (Hots) Analysis of Students in Solving Hots Question in Higher Education. Perspektif Ilmu Pendidikan, 32(2), 181–188. https://doi.org/10.21009/pip.322.10 DOI: https://doi.org/10.21009/PIP.322.10
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