Vol. 12 No. 8 (2026)
Open Access
Peer Reviewed

The Effect of a STEAM Approach Assisted by Digital Mind Mapping (DMM) within the Problem Based Learning Model on Improving Students’ Critical Thinking Skill in Work and Energy

Authors

DOI:

10.29303/jppipa.v12i8.15995

Published:

2026-08-31

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Abstract

This study examined the effect of a Science, Technology, Engineering, Arts, and Mathematics (STEAM) approach assisted by Digital Mind Mapping (DMM) integrated into the Problem-Based Learning (PBL) model on students' critical thinking skills in the topic of Work and Energy. A quasi-experimental method with a nonequivalent control group design was employed. The sample consisted of 36 students in the experimental class and 31 students in the control class, selected through purposive sampling. The experimental class was taught using the STEAM approach assisted by DMM integrated into the PBL model, while the control class received the PBL model only. Data were collected using a validated critical thinking skills test comprising 10 multiple-choice items with a Cronbach's alpha reliability coefficient of 0.717. Data were analyzed using significance testing, normalized gain (N-gain), and effect size analysis. The findings showed that the experimental class demonstrated significantly greater improvement in critical thinking skills than the control class, with a higher N-gain across most critical thinking indicators. The effect size of 1.100 indicated a very large treatment effect. These findings suggest that integrating a STEAM approach assisted by DMM into the PBL model is effective in improving students' critical thinking skills in Work and Energy.

Keywords:

Critical thinking skills Digital mind mapping Problem-based learning STEAM

References

Abadiyah, M. (2026). Review Konseptual Tentang Pemahaman Konsep Gaya, Usaha, dan Energi dalam Pembelajaran Fisika Sekolah Menengah. PENSA E-JURNAL: Pendidikan Sains, 14(1), 40–46. https://doi.org/10.26740/pensa.v14i1.73243

Adhelacahya, K. (2023). The Impact of Problem-Based Learning Electronics Module Integrated with STEM on Students ’ Critical Thinking Skills. Jurnal Penelitian Pendidikan IPA, 9(7), 4869–4878. https://doi.org/10.29303/jppipa.v9i7.3931 DOI: https://doi.org/10.29303/jppipa.v9i7.3931

Ahmed, N., Ali, H. H., & Aftab, M. J. (2022). Effect of Mind Mapping Approaches in Improving Students’ Learning Outcomes at Elementary Level. Pakistan Journal of Social Research, 4(3), 889–900. https://doi.org/10.52567/pjsr.v4i03.967 DOI: https://doi.org/10.52567/pjsr.v4i03.967

Aisy, M. R., Trisnowati, E., & Siswanto, S. (2024). The Effect of the Problem-Based Learning (PBL) Model in the Context of Socio-Scientific Issues (SSI) on Critical Thinking Ability on Digestive System Material. Jurnal Inovasi Pendidikan IPA, 10(2), 185–195. https://doi.org/10.21831/jipi.v10i2.75231 DOI: https://doi.org/10.21831/jipi.v10i2.75231

Anamta, M. H., Efwinda, S., & Nuryadin, A. (2024). Optimalisasi Problem-Based Learning untuk Meningkatkan Kemampuan Berpikir Kritis Siswa pada Materi Usaha, Energi, dan Pesawat Sederhana. Jurnal Literasi Pendidikan Fisika, 5(2), 142–148. https://doi.org/10.30872/jlpf.v5i2.3870 DOI: https://doi.org/10.30872/jlpf.v5i2.3870

Anggraini, W., Saqila, M. S., Suryadi, A., & Suwarna, I. P. (2025). Peningkatan Kemampuan Berpikir Kritis Peserta Didik pada Materi Energi Terbarukan melalui PjBL-STEM dengan Design Thinking Improving Students’ Critical Thinking Skills on Renewable Energy Material THROUGH PjBL-STEM with Design Thinking. Jurnal Pendidikan Matematika dan Sains, 13(2), 321–335. https://doi.org/10.21831/jpms.v13i2.87690 DOI: https://doi.org/10.21831/jpms.v13i2.87690

Astutik, S., Mahardika, I. K., Indrawati, I., Sudarti, S., & Supeno, S. (2020). HOTS Student Worksheet to Identification of Scientific Creativity Skill, Critical Thinking Skill and Creative Thinking Skill in Physics Learning. Journal of Physics: Conference Series, 1465(1). https://doi.org/10.1088/1742-6596/1465/1/012075 DOI: https://doi.org/10.1088/1742-6596/1465/1/012075

Creswell, J. W., & Creswell, J. D. (2022). Research Design Qualitative Quantitative and Mixed Methods. SAGE Publications

Darmawati, Y., & Mustadi, A. (2023). The Effect of Problem-Based Learning on the Critical Thinking Skills of Elementary School Students. Jurnal Prima Edukasia, 11(2), 142–151. https://doi.org/10.21831/jpe.v11i2.55620 DOI: https://doi.org/10.21831/jpe.v11i2.55620

Daryanes, F., Ririen, D., Fikri, K., & Sayuti, I. (2023). Improving Students’ Critical Thinking Through the Learning Strategy “Students as Researchers”: Research Based Learning. Jurnal Penelitian Pendidikan IPA, 9(5), 2374–2382. https://doi.org/10.29303/jppipa.v9i5.2345 DOI: https://doi.org/10.29303/jppipa.v9i5.2345

Fallone, C. J., Yahya, A., Santi, K., & Sholeh, S. M. (2020). An Investigation of Indonesian In-Service Mathematics Teachers’ Perception and Attitude Toward STEAM Education. Journal of Physics: Conference Series. https://doi.org/10.1088/1742-6596/1776/1/012021 DOI: https://doi.org/10.1088/1742-6596/1776/1/012021

Gürler, S. A., & Kaplan, O. (2023). Attitudes Towards STEAM, Critical Thinking Disposition and Decision- Making Skills: Mediation and Gender Moderation. International Journal of Contemporary Educational Research, 10(1), 210-223. https://doi.org/10.33200/ijcer.1272051 DOI: https://doi.org/10.33200/ijcer.1272051

Gusmawan, D. M., Priatna, N., & Martadiputra, B. A. P. (2021). Perbedaan Kemampuan Berpikir Kritis Matematis Siswa Ditinjau dari Self-Regulated Learning. Jurnal Analisa, 7(1), 66–75. https://doi.org/10.15575/ja.v7i1.11749 DOI: https://doi.org/10.15575/ja.v7i1.11749

Haetami, H. (2023). The Effect of STEM-Based Differentiated Learning to Improve Students ’ Critical Thinking Skills: A Meta-Analysis Study. Jurnal Penelitian Pendidikan IPA, 9(9), 655–663. https://doi.org/10.29303/jppipa.v9i9.5084 DOI: https://doi.org/10.29303/jppipa.v9i9.5084

Hamatun, R. R. (2025). Efektivitas Penggunaan LKS Berbasis Problem Based Learning dalam Meningkatkan Kemampuan Berpikir Kritis Siswa SMA pada Materi Usaha dan Energi. Al-Ikmal, 4(1). https://doi.org/10.47902/al-ikmal.v4i1.395

Hartati, M. S., Rahayu, I., & & Kashardi, K. (2023). Critical Thinking Ability Using STEAM-Based PBL Learning at Junior High School Students. Cendikia: Media Jurnal Ilmiah Pendidikan, 14(2), 75–81. Retrieved from http://iocscience.org/ejournal/index.php/cendikia/article/view/4190%0a

Hazaymeh, W. A., & Alomery, M. K. (2022). The Effectiveness of Visual Mind Mapping Strategy for Improving English Language Learners’ Critical Thinking Skills and Reading Ability. European Journal of Educational Research, 11(1), 141–150. https://doi.org/10.12973/eu-jer.11.1.141 DOI: https://doi.org/10.12973/eu-jer.11.1.141

Hidayati, N., Zubaidah, S., Amnah, S., Info, A., & Maps, M. (2023). Effective Learning Model Bases Problem Based Learning and Digital Mind Maps to Improve Student’s Collaboration Skills. IJERE, 12(3). https://doi.org/10.11591/ijere.v12i3.22654 DOI: https://doi.org/10.11591/ijere.v12i3.22654

Hidayati, N., Zubaidah, S., Suarsini, E., & Praherdhiono, H. (2020). The Relationship between Critical Thinking and Knowledge Acquisition: The Role of Digital Mind Maps-PBL Strategies. International Journal of Information and Education Technology, 10(2). https://doi.org/10.18178/ijiet.2020.10.2.1353 DOI: https://doi.org/10.18178/ijiet.2020.10.2.1353

Ichsan, I., Mulyati, M., Duma, S. Y., & Nirfayanti, N. (2024). The Effectiveness of Mathematics Learning with the STEAM Approach in Improving Students’ Critical Thinking Skills. Aksioma Education Journal, 1(3), 1–16. https://doi.org/10.62872/aej.v1i3.11 DOI: https://doi.org/10.62872/aej.v1i3.11

Ilma, A. Z., Wilujeng, I., Widowati, A., Nurtanto, M., & Kholifah, N. (2023). A Systematic Literature Review of STEM Education in Indonesia (2016-2021): Contribution to Improving Skills in 21 st Century Learning. Journal of Education and Instruction, 13(2), 134–146. https://doi.org/10.47750/pegegog.13.02.17 DOI: https://doi.org/10.47750/pegegog.13.02.17

Kefalis, C., Skordoulis, C., & Drigas, A. (2025). A Systematic Review of Mind Maps, STEM Education, Algorithmic and Procedural Learning. Computers, 14(6), 204. https://doi.org/10.3390/computers14060204 DOI: https://doi.org/10.3390/computers14060204

Khine, M. S., & Areepattamannil, S. (2019). STEAM Education: Theory and Practice. Springer. https://doi.org/10.1007/978-3-030-04003-1 DOI: https://doi.org/10.1007/978-3-030-04003-1

Kohohon, Y., Yusuf, M., Umar, M. K., & Abdjul, T. (2023). STEAM Approach to Students’ Critical Thinking Ability on the Concept of Sound Waves for Developing PBL Model Learning Tools. Jurnal Penelitian Pendidikan IPA, 9(12), 11613–11624. https://doi.org/10.29303/jppipa.v9i12.6776 DOI: https://doi.org/10.29303/jppipa.v9i12.6776

Lestari, I. F., & Muhajir, S. N. (2021). Pendekatan STEM untuk Meningkatkan Keterampilan Berpikir Kritis Siswa pada Materi Fluida Statis. Jurnal Pendidikan dan Ilmu Fisika, 11(2), 62–68. https://doi.org/10.52434/jpif.v1i2.1483 DOI: https://doi.org/10.52434/jpif.v1i2.1483

Lestari, S. (2021). Pengembangan Orientasi Keterampilan Abad 21 pada Pembelajaran Fisika Melalui Pembelajaran PjBL-STEAM Berbantuan Spectra-Plus. Ideguru: Jurnal Karya Ilmiah Guru, 6(3), 272–279. https://doi.org/10.51169/ideguru.v6i3.243 DOI: https://doi.org/10.51169/ideguru.v6i3.243

Limbong, S. A., Dasna, I. W., & Munzil, M. (2023). Argumentation and Critical Thinking Skills with Argument-Driven Inquiry (ADI) Learning Model: A Literature Review. Journal of Disruptive Learning Innovation, 5(1), 37–46. https://dx.doi.org/10.17977/um072v5i12023p37-46 DOI: https://doi.org/10.17977/um072v5i12023p37-46

Mariskhantari, M., Karma, I. N., & Nisa, K. (2022). Pengaruh Model Pembelajaran Problem Based Learning (PBL) Terhadap Kemampuan Berpikir Kritis Siswa pada Pembelajaran IPA Kelas IV SDN. Jurnal Ilmiah Profesi Pendidikan, 7(2b), 710–716. https://doi.org/10.29303/jipp.v7i2b.613 DOI: https://doi.org/10.29303/jipp.v7i2b.613

Masrinah, E. N., Aripin, I., Gaffar, A. A. (2019). Problem Based Learning (PBL) untuk Meningkatkan Keterampilan Berpikir Kritis. Prosiding Seminar Nasional Pendidikan, 1, 924–932.

MS, S. F., Jatmiko, B., & Prastowo, T. (2020). Validity and Effectiveness of Argument-Driven Inquiry Model With Contextual Approaches to Improve Critical Thinking Skills in Science Learning. Studies in Learning and Teaching, 1(2), 66-75. https://doi.org/10.46627/silet.v1i2.32 DOI: https://doi.org/10.46627/silet.v1i2.32

Mubaroqah, S., Try, A., & Putra, A. (2022). Model Pengelolaan Berpikir Kritis Siswa dalam Pembelajaran Pendidikan Agama Islam: Melibatkan Metode Cooperative Learning. Al-Thariqah, 7(2). https://doi.org/10.25299/al-thariqah.2022.vol7(2).10579 DOI: https://doi.org/10.25299/al-thariqah.2022.vol7(2).10579

Mufti, M. B., & Sunarti, T. (2024). Identifikasi Miskonsepsi Siswa Materi Usaha dan Energi Menggunakan Five Tier Diagnostic Test. Inovasi Pendidikan Fisika, 13(3), 191–200. Retrieved from https://ejournal.unesa.ac.id/index.php/inovasi-pendidikan-fisika/article/view/62372 DOI: https://doi.org/10.26740/ipf.v13n3.p191-200

Naura, S., Nurdianti, D., & Maulana, S. (2022). Telaah Pengintegrasian STEAM pada Model Problem Based Learning Terhadap Adversity Quotient Siswa dalam Pembelajaran Matematika. PRISMA, Prosiding Seminar Nasional Matematika, 5, 598–605.

Nursabrina, F., Hasanah, H. A., & Astra, I. M. (2024). Improving Critical Thinking Skills Using the Guided Inquiry Learning Model Assisted by Interactive Modules on Elasticity Material. Jurnal Penelitian Pembelajaran Fisika, 15(4), 361–366. https://doi.org/10.26877/jp2f.v15i4.716 DOI: https://doi.org/10.26877/jp2f.v15i4.716

Pangaribuan, L. R., Panjaitan, S. M., & Sihite, M. S. R. (2026). Implementation of STEAM-BASED Problem Based Learning (PBL) Learning Model to Improve Students’. Jurnal Manajemen Pendidikan, 11(1), 1772–1784. https://doi.org/10.34125/jmp.v11i1.1308

Putri, A. J., Sukmono, T., & Wicaksana, E. J. (2023). The Influence of Problem Based Learning (PBL) Model Based on STEM Approach on Critical Thinking Ability Phase-E in Biology Learning. Jurnal Penelitian Pendidikan IPA, 9(9), 7056–7063. https://doi.org/10.29303/jppipa.v9i9.4568 DOI: https://doi.org/10.29303/jppipa.v9i9.4568

Rasmi, D. P., Silitonga, R. A., & Hendri, M. (2025). Pengembangan Modul Ajar Terintegrasi STEAM-PBL pada Materi Fluida Dinamis untuk Meningkatkan Kemampuan Berpikir Kritis. Jurnal Ilmiah Ilmu Pendidikan, 8(6), 5666-5674. https://doi.org/10.54371/jiip.v8i6.8005 DOI: https://doi.org/10.54371/jiip.v8i6.8005

Rizki, I. N., & Marlina, L. (2024). Preliminary Study on Students Critical Thinking Skills on Temperature and Heat Material. Jurnal Penelitian Pendidikan IPA, 10(12), 10528–10537. https://doi.org/10.29303/jppipa.v10i12.9537 DOI: https://doi.org/10.29303/jppipa.v10i12.9537

Samsudin, A., Afif, N. F., Nugraha, M. G., & Suhandi, A. (2021). Reconstructing Students’ Misconceptions on Work and Energy Through the PDEODE * E Tasks with Think-Pair-Share. Journal of Turkish Science Education, 18(1), 118-144. https://doi.org/10.36681/tused.2021.56 DOI: https://doi.org/10.36681/tused.2021.56

Saputra, H. (2022). Improving Mathematics Problem-Solving Ability with Problem-Based Learning in V Grade Students. Jurnal Ilmiah Pendidikan Guru Madrasah Ibtidaiyah, 12(1), 28–37. https://doi.org/10.18952/aladzkapgmi.v12i1.6401 DOI: https://doi.org/10.18592/aladzkapgmi.v12i1.6401

Sitompul, S. S., & Oktavianty, E. (2024). Penerapan Model Problem Based Learning Terintegrasi STEM terhadap Keterampilan Berpikir Kritis pada Penerapan Model PBL-STEM rendahnya keterampilan berpikir kritis. Jurnal Pendidikan Fisika, 12(2), 226–240. DOI: https://doi.org/10.24127/jpf.v12i2.11218

Solano, J., Gutierrez, M. Z., Pinel-guzmán, E., & Henriquez, G. (2023). Barriers and Solutions to Successful Problem- Based Learning Delivery in Developing Countries – A Literature Review. Cureus, 15(8). https://doi.org/10.7759/cureus.43187 DOI: https://doi.org/10.7759/cureus.43187

Sukarso, A. A., & Syuzita, A. (2023). Effectiveness of Science E-Module Using Argument-Driven Inquiry Models to Improve Students’ Generic Science, Critical Thinking and Scientific Argumentation Abilities. Jurnal Penelitian Pendidikan IPA, 9(12), 11576–11581. https://doi.org/10.29303/jppipa.v9i12.6279 DOI: https://doi.org/10.29303/jppipa.v9i12.6279

Sukawati, Y., & Budiyono, A. (2022). Pengaruh Model Pembelajaran Reading, Mind Mapping and Sharing (RMS) Terhadap Pemahaman Konsep dan Motivasi Belajar Siswa. Prosiding Seminar Nasional Pendidikan Fisika, 1–6. Retrieved from https://prosiding.unipma.ac.id/index.php/SNPF/article/view/2617/0

Suriati, A., Sundaygara, C., & Kurniawati, M. (2021). Analisis Kemampuan Berpikir Kritis pada Siswa Kelas X SMA Islam Kepanjen. RAINSTEK: Jurnal Terapan Sains dan Teknologi, 3(3), 176–185. https://doi.org/10.21067/jtst.v3i3.6053 DOI: https://doi.org/10.21067/jtst.v3i3.6053

Trisnawati, A. F., & Wahyuni, A. (2022). The Effect of The Application of the Mind Mapping Learning Model to Improve the Critical Thinking Ability of Elementary School Students in Tanggulangin. Al-Ishlah, 14(4), 5189–5198. https://doi.org/10.35445/alishlah.v14i4.2318 DOI: https://doi.org/10.35445/alishlah.v14i4.2318

Utomo, W., Suryono, W., Santosa, T. A., & Agustina, I. (2023). The Effect of STEAM-Based Hybrid Based Learning Model on Students’ Critical Thinking Skills. Jurnal Penelitian Pendidikan IPA, 9(9), 742–750. https://doi.org/10.29303/jppipa.v9i9.5147 DOI: https://doi.org/10.29303/jppipa.v9i9.5147

Wicaksana, E. J. (2025). Uncovering STEAM Research Patterns and Gaps: Systematic Literature Review in Education Journal. Jurnal Penelitian Pendidikan IPA, 11(4), 1–10. https://doi.org/10.29303/jppipa.v11i4.10976 DOI: https://doi.org/10.29303/jppipa.v11i4.10976

Wijnia, L. (2025). Situating Higher ‑ Order, Critical, and Critical‑Analytic Thinking in Problem‑and Project‑Based Learning Environments: A Systematic Review. In Educational Psychology Review (Issue 2023). Springer US. https://doi.org/10.1007/s10648-023-09757-x DOI: https://doi.org/10.1007/s10648-023-09757-x

Wildani, A., & Budiyono, A. (2022). Challenge of Applying STEM Education to Improve Physics Problem Solving Skills in Islamic Boarding Schools. Jurnal Penelitian Pendidikan IPA, 8(3). https://doi.org/10.29303/jppipa.v8i3.1586 DOI: https://doi.org/10.29303/jppipa.v8i3.1586

Wilson, H. E., Song, H., Johnson, J., & Presley, L. (2021). Effects of Transdisciplinary STEAM Lessons on Student Critical and Creative Thinking. The Journal of Educational Research, 114(5), 445–457. https://doi.org/10.1080/00220671.2021.1975090 DOI: https://doi.org/10.1080/00220671.2021.1975090

Winata, F. B. G., & Rahmat, R. (2022). Digital Mind Mapping Learning Model to Increase Student Creativity. Proceedings of the Annual Civic Education Conference (ACEC 2021), 636(Acec 2021), 101–106. https://doi.org/10.2991/assehr.k.220108.018 DOI: https://doi.org/10.2991/assehr.k.220108.018

Yan, X., & Kim, J. (2023). The Effects of Schema Strategy Training Using Digital Mind Mapping on Reading Comprehension: A Case Study of Chinese University Students in EFL Context. Cogent Education, 10(1). https://doi.org/10.1080/2331186X.2022.2163139 DOI: https://doi.org/10.1080/2331186X.2022.2163139

Yuliarti, Y., Marlina, L., Siahaan, S. M., & Fathurohman, A. (2023). Profile of High School Students’ Critical Thinking Skills About Renewable Energy Materials. Jurnal Penelitian Pendidikan IPA, 9(11), 10151–10160. https://doi.org/10.29303/jppipa.v9i11.5418 DOI: https://doi.org/10.29303/jppipa.v9i11.5418

Yunus, M. R. K., & Satnawati, S. (2025). Model PBL-STEAM sebagai Strategi Inovatif dalam Meningkatkan Keterampilan Berpikir Kritis Siswa Sekolah Menengah Pertama. Jurnal Basicedu, 9(3), 720–728. https://doi.org/10.31004/basicedu.v9i3.10004

Zukmadini, Y. Y. (2019). Problem-Based Learning (PBL) and Blended Learning in Improving Critical Thinking Skills and Student Learning Activities in Biochemistry Courses Problem-Based Learning (PBL) and Blended Learning in Improving Critical Thinking Skills and Student Learning. Mathematics and Science Education International Seminar (MASEIS). https://doi.org/10.1088/1742-6596/1731/1/012007 DOI: https://doi.org/10.1088/1742-6596/1731/1/012007

Author Biographies

Regina Nadea Dwi Oktavianti, Universitas Negeri Malang

Author Origin : Indonesia

Parno, State University of Malang

Author Origin : Indonesia

Robi Kurniawan, State University of Malang

Author Origin : Indonesia

Marlina Ali, University Techonology Malaysia

Author Origin : Malaysia

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How to Cite

Oktavianti, R. N. D., Parno, P., Kurniawan, R., & Ali, M. (2026). The Effect of a STEAM Approach Assisted by Digital Mind Mapping (DMM) within the Problem Based Learning Model on Improving Students’ Critical Thinking Skill in Work and Energy. Jurnal Penelitian Pendidikan IPA, 12(8), 59–68. https://doi.org/10.29303/jppipa.v12i8.15995