Penerapan Model Pembelajaran Berbasis Masalah dengan Pendekatan Deep Learning untuk Meningkatkan Kemampuan Pemecahan Masalah pada Materi Termodinamika

Authors

  • Tsurayya Muthmainnah Universitas Pendidikan Indonesia
  • Muslim Universitas Pendidikan Indonesia
  • Duden Saepuzaman Universitas Pendidikan Indonesia

DOI:

https://doi.org/10.29303/goescienceed.v7i3.2176

Keywords:

Problem Solving Skills, Problem Based Learning, Deep Learning, Thermodynamics.

Abstract

Problem-solving skills (PSS) are one of the key competencies students need to meet the demands of the 21st century; however, field observations indicate that students’ PSS remain low, particularly in thermodynamics. This study aims to improve students’ PSS through the application of the Problem-Based Learning (PBL) model with a Deep Learning approach. The method used is quantitative with a quasi-experimental design, specifically a Non-Equivalent Control Group Design, involving 59 11th-grade science students at a public high school in Subang Regency, divided into an experimental class (PBL with Deep Learning) and a control class (PBL only). The instrument consisted of 22 PBL essay test questions based on five aspects according to Heller, namely focus on the problem, describe the physics, plan a solution, execute the plan, and evaluate the answer. The results showed that both classes experienced an increase in PBL skills, with an N-Gain of 0.47 for the experimental class and 0.35 for the control class (both in the moderate category). The Mann-Whitney U test showed an Asymp. Sig (2-tailed) < 0.001, indicating a significant difference between the two classes. These results prove that PBM with a Deep Learning approach is more effective in addressing students’ low KPM in thermodynamics material compared to PBM alone.

References

Akmal, A. N., Maelasari, N., & Lusiana. (2025). Pemahaman Deep Learning dalam Pendidikan: Analisis Literatur melalui Metode Systematic Literature Review (SLR). JIIP: Jurnal Ilmiah Ilmu Pendidikan, 8(3). http://Jiip.stkipyapisdompu.ac.id

Argaw, A. S., Haile, B. B., Ayalew, B. T., & Kuma, S. G. (2017). The effect of problem based learning (PBL) instruction on students’ motivation and problem solving skills of physics. Eurasia Journal of Mathematics, Science and Technology Education, 13(3), 857–871. https://doi.org/10.12973/eurasia.2017.00647a

Asuri, A. R., Suherman, A., & Darman, D. R. (2021). Penerapan Model Problem Based Learning (PBL) Berbantu Mind Mapping dalam Pembelajaran Fisika untuk Meningkatkan Kemampuan Pemecahan Masalah pada Materi Usaha dan Energi. Jurnal Penelitian Pembelajaran Fisika, 12(1), 22–28. https://doi.org/10.26877/jp2f.v12i1.7624

Bariroh, A. (2025). Pengaruh Pendekatan Deep Learning Melalui Model Problem Based Learning Terhadap Pemahaman Konsep dan Kemampuan Pemecahan Masalah Dalam Pembelajaran Matematika. Amaliyatu Tadris, 3(2).

Bariyyah, K. (2021). Problem solving skills: esssential skills challenges for the 21st century graduates. Jurnal EDUCATIO: Jurnal Pendidikan Indonesia, 7(1), 71. https://doi.org/10.29210/120212843

Creswell, J. W., & Creswell, J. D. (2018). Reseacrh Design: Qualitative, Quantitative, and Mixed Methods Approaches. Sage Publication.

Firmansyah, Sukarno, Kafrita, N., & Al Farisi, S. (2022). Pengaruh Model Pembelajaran Problem Based Learning Terhadap Kemampuan Pemecahan Masalah Fisika Siswa SMA Negeri 11 Muaro Jambi. Physics and Science Education Journal (PSEJ, 2(2).

Fitriani, A. (2025). Analisis Literatur: Pendekatan Pembelajaran Deep Learning dalam Pendidikan. Jurnal Ilmiah Nusantara, 2(3). https://doi.org/10.61722/jinu.v2i3.4357

Hake, R. R. (1998). Interactive-engagement versus traditional methods: A six-thousand-student survey of mechanics test data for introductory physics courses. American Journal of Physics, 66(1), 64–74. https://doi.org/10.1119/1.18809

Hanifa Mardhiyah, R., Aldriani, S. N. F., Chitta, F., & Zulfikar, M. R. (2021). Pentingnya Keterampilan Belajar di Abad 21 sebagai Tuntutan dalam Pengembangan Sumber Daya Manusia. Jurnal Pendidikan, 12, 31.

Heller, K., & Heller, P. (2010). Cooperative Problem Solving in Physics A User’s Manual Why. University of Minnesota.

Jewaru, A. A. L., Suwasono, P., & Asim. (2021). Pengaruh Model Pembelajaran Problem Based Learning dipadu dengan Group Investigation Terhadap Kemampuan Pemecahan Masalah Pada Pelajaran Fisika. Jurnal Ilmiah Fisika, Pembelajaran Dan Aplikasinya, 12(2), 40–48. http://journal.uad.ac.id/index.php/BFI/index2085-0409

Kemdikbud. (2024). Keputusan Kepala Badan Standar, Kurikulum, Dan Asesmen Pendidikan Kementerian Pendidikan, Kebudayaan, Riset, Dan Teknologi Tentang Capaian Pembelajaran Pada Pendidikan Anak Usia Dini, Jenjang Pendidikan Dasar, Dan Jenjang Pendidikan Menengah Pada Kurikulum Merdeka.

Lase, D. (2019). Pendidikan di Era Revolusi Industri 4.0. SUNDERMANN: Jurnal Ilmiah Teologi, Pendidikan, Sains, Humaniora Dan Kebudayaan, 12(2), 28–43. https://doi.org/10.36588/sundermann.v1i1.18

Miranda, C., Nasir, M., & Rahmad, M. (2023). Analisis Metakognitif Dalam Memecahkan Masalah Pada Materi Hukum Termodinamika Kelas XI SMAN 1 Tambang. SILAMPARI JURNAL PENDIDIKAN ILMU FISIKA, 5(1), 88–102. https://doi.org/10.31540/sjpif.v5i1.2140

Nurhayati, Suhandi, A., Muslim, Kaniawati, I., Wahyudi, Misbah, & Darman, D. R. (2025). Assessing the Knowledge and Skills of Prospective Physics Teachers in Designing 4C Skills-Oriented Learning: Rasch Analysis. Qubahan Academic Journal, 5(1), 718–741. https://doi.org/10.48161/qaj.v5n1a1544

Partner for 21st Century Skills. (2019). FRAMEWORK FOR 21st CENTURY LEARNING DEFINITIONS. In Batelle for Kids.

Puspitasari, N., & Setyarsih, W. (2019). Keterlaksanaan Model Pembelajaran Cooperative Problem Solving dalam Melatihkan Kemampuan Pemecahan Masalah Fisika. IPF : Inovasi Pendidikan Fisika, 08(3).

Putra, R. N., Usman, Wahyuni, A. S. A., Sakona, A. A. R., & Setiawan, T. (2025). Analisis Kemampuan Pemecahan Masalah Fisika Peserta Didik Kelas XI Fisika SMA Negeri 2 Makassar. Al Irsyad Journal of Physics Educations, 4.

Ramadhan, A. (2025). Pengaruh Meaningful, Joyful, dan Mindful Learning Sebagai Pilar Deep Learning terhadap Hasil Belajar: Literature Review. JPT: Jurnal Pendidikan Tematik, 6(2). https://siducat.org/index.php/jpt

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.

Siregar, R., Sirait, M., & Audina, N. (2022). Meta-Analisis Pengaruh Model Pembelajaran Problem Based Learning Terhadap Kemampuan Pemecahan Masalah Fisika Pada Siswa. Lensa: Jurnal Kependidikan Fisika, 10(2), 65. https://doi.org/10.33394/j-lkf.v10i2.6305

Sofa, E. L., Saptanigrum, E., Khoiri, N., Kurniawan, A. F., & Ristanto, S. (2025). Effectiveness of Integrating Deep Learning into Problem-Based Learning with PhET Simulations to Enhance Students’ Problem-Solving Skills. Jurnal Pendidikan Fisika, 13(3), 416–428. https://doi.org/10.26618/ttrea958

Sugiyono. (2013). Metode Penelitian Kuantitatif Kualitatif dan R&D. Alfabeta.

Sumarni, R. A., & Yona Okyranida, I. (2025). Deep Learning in Physics Education: Exploring the Potential of Mindful, Meaningful, and Joyful for a Better Learning Experience. Navigation Physics: Journal of Physics Education, 7(1), 119–127.

Suwandi, Putri, R., & Sulastri. (2024). Inovasi Pendidikan dengan Menggunakan Model Deep Learning di Indonesia. Jurnal Pendidikan Kewarganegaraan Dan Politik (JPKP), 2(2), 69–77.

Tamami, F. Q. A., Shohib, M. W., Maksum, Muh. N. R., Rabbi, Md. F., Daud, Z., Fadli, N., & Wadi, M. F. (2025). The effect of deep learning and problem based learning on active and independent learning with mediation variable. Journal of Research in Instructional, 5(2), 613–628. https://doi.org/10.30862/jri.v5i2.718

Yolanda, Y., & Fauziah, A. (2024). Keterampilan Pemecahan Masalah, Sharing Task dan Jumping Task pada Mahasiswa Menggunakan Case Method dengan Pendekatan Deep Learning. Silampari Jurnal Pendidikan Ilmu Fisika, 6(2), 303–317. https://doi.org/10.31540/sjpif.v6i2.3268

Downloads

Published

2026-06-23

How to Cite

Muthmainnah, T., Muslim, & Saepuzaman, D. (2026). Penerapan Model Pembelajaran Berbasis Masalah dengan Pendekatan Deep Learning untuk Meningkatkan Kemampuan Pemecahan Masalah pada Materi Termodinamika. Jurnal Pendidikan, Sains, Geologi, Dan Geofisika (GeoScienceEd Journal), 7(3), 2683–2691. https://doi.org/10.29303/goescienceed.v7i3.2176