The Influence of Problem-Solving-Based Physics Learning Models on Students’ Critical Thinking Ability and Learning Independence on the Achievement of SDG 4

Authors

  • Abdul Haris
  • Mahir Mahir

Keywords:

physics learning model; problem-solving; critical thinking; independent learning; SDG 4

Abstract

Critical thinking and independent learning are two equally important abilities that students need if they are to support the achievement of Sustainable Development Goals (SDGs), especially SDG 4, which relates to improving the quality of education. This study aimed to determine the influence of a problem-solving-based physics learning model on students’ critical thinking skills and learning independence. This study used a quasi-experimental method with a nonequivalent control group of 60 physics students who had been recruited by purposive sampling; each group comprised 30 students. Data on students’ critical thinking skills were collected through a written test with a multiple-choice format accompanied by reasons for selecting a certain answer, and data on learning independence were collected through questionnaires. Research data were analyzed with descriptive statistical tests and t-tests. After the intervention, the results showed that the average critical thinking ability score of the experimental group was 85.30, and that of the control group was 70.50. In addition, the average student learning independence in the experimental group was 4.16, and for the control group, 3.35. The findings of this study indicate that a physics learning model based on problem-solving significantly affected students’ critical thinking skills and learning independence, at a significance level of .05. This research makes an important contribution to improving the quality of education, especially by applying the physics learning model, which can enhance students’ ability to think critically and learn autonomously, thereby contributing to advancing education quality, and aligning with SDG 4 in the Indonesian context. It is recommended that further research is conducted to apply this model to various academic disciplines, and over a longer time frame.

https://doi.org/10.26803/ijlter.24.8.48

References

Adam, U. A., Ayanwale, M. A., Lameed, S. N., Owolabi, T., Onowugbeda, F. U., Oladejo, A. I., Okebukola, P. A., Ogolo, K. G., & Adebowale, M. A. (2025). Bridging culture and science: Culturo-techno-contextual approach in culturally relevant biology pedagogy. Journal of Educational Research, 118(2), 100–115. https://doi.org/10.1080/00220671.2024.2446898

Adipat, S., & Chotikapanich, R. (2022). Sustainable Development Goal 4: An education goal to achieve equitable quality education. Academic Journal of Interdisciplinary Studies, 11(6), 174–183. https://doi.org/10.36941/ajis-2022-0159

Alevizou, P., Michaelidou, N., Daskalopoulou, A., & Appiah-Campbell, R. (2024). Self-tracking among young people: Lived experiences, tensions and bodily outcomes. Sociology, 58(4), 947–964. https://doi.org/10.1177/00380385231218695

Almulla, M. A., & Al-Rahmi, W. M. (2023). Integrated social cognitive theory with learning input factors: The effects of problem-solving skills and critical thinking skills on learning performance sustainability. Sustainability (Switzerland), 15(5). https://doi.org/10.3390/su15053978

Aminah, N., Sukestiyarno, Y. L., Cahyono, A. N., & Maat, S. M. (2023). Student activities in solving mathematics problems with computational thinking using Scratch. International Journal of Evaluation and Research in Education, 12(2), 613–621. https://doi.org/10.11591/ijere.v12i2.23308

Bappenas. (2024). Metadata Indikator Tahun 2024 Pilar Pembangunan Sosial: Pelaksanaan Pencapaian Tujuan Pembangunan Berkelanjutan [Metadata of the 2024 indicators of the Social Development Pillar: Implementation of the achievement of the Sustainable Development Goals]. Kedeputian Bidang Kemaritiman dan Sumber Daya Alam, Kementerian Perencanaan Pembangunan Nasional/ Badan Perencanaan Pembangunan Nasional [Deputy for Maritime Affairs and Natural Resources, Ministry of National Development Planning/National Development Planning Agency].

Berestova, A., Kolosov, S., Tsvetkova, M., & Grib, E. (2022). Academic motivation as a predictor of the development of critical thinking in students. Journal of Applied Research in Higher Education, 14(3), 1041–1054. https://doi.org/10.1108/JARHE-02-2021-0081

Birgili, B. (2015). Creative and critical thinking skills in problem-based learning environments. Journal of Gifted Education and Creativity, 2(2), 71–80. https://doi.org/10.18200/JGEDC.2015214253

Braun, H. I., Shavelson, R. J., Zlatkin-Troitschanskaia, O., & Borowiec, K. (2020). Performance assessment of critical thinking: Conceptualization, design, and implementation. Frontiers in Education, 5(September), 1–10. https://doi.org/10.3389/feduc.2020.00156

Burhaein, E., Tarigan, B., Budiana, D., Hendrayana, Y., Phytanza, D. T. P., Lourenço, C., Permana, D., & Nuruldani, G. (2021). Dimensions in the learning implementation and strategies of adapted physical education for children with special needs during the Covid-19 pandemic: A literature review & grounded theory. Sport Science, 15(1), 189–201.

Ceschi, A., Costantini, A., Sartori, R., Weller, J., & Di, A. (2019). Dimensions of decision-making: An evidence-based classification of heuristics and biases. Personality and Individual Differences, 146(188–200). https://doi.org/10.1016/j.paid.2018.07.033

Chusni, M. M., Saputro, S., Rahardjo, S. B., & Suranto. (2021). Student’s critical thinking skills through discovery learning model using e-learning on environmental change subject matter. European Journal of Educational Research, 10(3), 1123–1135. https://doi.org/10.12973/eu-jer.10.3.1123

Coccia, M. (2020). The evolution of scientific disciplines in applied sciences: Dynamics and empirical properties of experimental physics. Scientometrics, 124, 451–487. https://doi.org/10.1007/s11192-020-03464-y

de Almeida, M.V., Ferreira, J. J. M., & Ferreira, F. A. F. (2019). Developing a multi-criteria decision support system for evaluating knowledge transfer by higher education institutions. Knowledge Management Research & Practice, 17(4), 358–372. https://doi.org/10.1080/14778238.2018.1534533

Dror, I. E. (2020). Cognitive and human factors in expert decision making: Six fallacies and the eight sources of bias. Analytical Chemistry, 92(12), 7998–8004. https://doi.org/10.1021/acs.analchem.0c00704

Elfert, M. (2019). Lifelong learning in Sustainable Development Goal 4: What does UNESCO’s rights-based approach to adult learning and education mean? International Review of Education, 65(4), 537–556. https://doi.org/10.1007/s11159-019-09788-z

Eyisi, D. (2016). The usefulness of qualitative and quantitative approaches and methods in researching problem-solving ability in science education curriculum. Journal of Education and Practice, 7(15), 91–100. https://eric.ed.gov/?id=EJ1103224

Faridi, H., Tuli, N., Mantri, A., Singh, G., & Gargrish, S. (2021). A framework utilizing augmented reality to improve critical thinking ability and learning gain of the students in physics. Computer Applications in Engineering Education, 29(1), 258–273. https://doi.org/10.1002/cae.22342

Franklin, E. I., Iwu, C. G., & Dubihlela, J. (2022). Students’ views regarding the barriers to learning critical thinking. Research in Business & Social Science IJRBS, 11(4), 355–364. https://doi.org/10.20525/ijrbs.v11i4.1797

Galili, I. (2019). Towards a refined depiction of nature of science. Science & Education, 28(503–537). https://doi.org/10.1007/s11191-019-00042-4

Gebremeskel, A. A., Ayele, M. A., & Wondimuneh, T. E. (2025). Student engagement, conceptual-understanding, and problem-solving ability in learning plane geometry through an integrated instructional approach. Eurasia Journal of Mathematics, Science and Technology Education, 21(5), Article em2634. https://doi.org/10.29333/ejmste/16391

González-Pérez, L. I., & Ramírez-Montoya, M. S. (2022). Components of Education 4.0 in 21st century skills frameworks: Systematic review. Sustainability, 14(3), Article 1493. https://doi.org/10.3390/su14031493

González?Salamanca, J. C., Agudelo, O. L., & Salinas, J. (2020). Key competences, education for sustainable development and strategies for the development of 21st century skills. A systematic literature review. Sustainability (Switzerland), 12(24), 1?17. https://doi.org/10.3390/su122410366

Goodsett, M. (2020). Best practices for teaching and assessing critical thinking in information literacy online learning objects. The Journal of Academic Librarianship, 46(5), Article 102163. https://doi.org/10.1016/j.acalib.2020.102163

Häkkinen, P., Järvelä, S., Mäkitalo-Siegl, K., Ahonen, A., Näykki, P., & Valtonen, T. (2017). Preparing teacher-students for twenty-first-century learning practices (PREP 21): A framework for enhancing collaborative problem-solving and strategic learning skills. Teachers and Teaching, 23(1), 25–41. https://doi.org/10.1080/13540602.2016.1203772

Hill, M., Peters, M., Salvaggio, M., Vinnedge, J., Darden, A., Hill, M., Peters, M., Salvaggio, M., Vinnedge, J., & Darden, A. (2020). Implementation and evaluation of a self-directed learning activity for first-year medical students. Medical Education Online, 25(1). https://doi.org/10.1080/10872981.2020.1717780

Hong, Y.-C., & Choi, I. (2019). Relationship between student designers’ reflective thinking and their design performance in bioengineering project: exploring reflection patterns between high and low performers. Educational Technology Research and Development, 67(2), 337–360. https://doi.org/10.1007/s11423-018-9618-6

Jia, X.-H., & Tu, J.-C. (2024). Towards a new conceptual model of ai-enhanced learning for college students: The roles of artificial intelligence capabilities, general self-efficacy, learning motivation, and critical thinking awareness. Systems, 12(3), Article 74. https://doi.org/10.3390/systems12030074

Julmi, C. (2019). When rational decision-making becomes irrational: a critical assessment and re-conceptualization of intuition effectiveness. Business Research, 12(1), 291–314. https://doi.org/10.1007/s40685-019-0096-4

Kardoyo, Nurkhin, A., Muhsin, & Pramusinto, H. (2020). Problem-based learning strategy: Its impact on students’ critical and creative thinking skills. European Journal of Educational Research, 9(3), 1141–1150. https://doi.org/10.12973/EU-JER.9.3.1141

Kartikasari, I. A., Usodo, B., & Riyadi. (2022). The effectiveness of open-ended learning and creative problem-solving models to teach creative thinking skills. Pegem Egitim ve Ogretim Dergisi, 12(4), 29–38. https://doi.org/10.47750/pegegog.12.04.04

K?l?ç, Ç. (2017). A new problem-posing approach based on problem-solving strategy: Analyzing pre-service primary school teachers’ performance. Educational Sciences: Theory & Practice, 17(3). https://doi.org/10.12738/estp.2017.3.0017

Lämsä, J., Virtanen, A., Tynjälä, P., Maunuksela, J., & Koskinen, P. (2023). Exploring students’ perceptions of self-assessment in the context of problem solving in STEM. Lumat, 11(2), 35–59. https://doi.org/10.31129/LUMAT.11.2.2028

Langeveldt, D. C., Pietersen, D., & van Wyk, A. (2023). South African legal framework to prepare pre-service teacher education programmes: A Freirean approach. Research in Educational Policy and Management, 5(3), 95–107. https://doi.org/10.46303/repam.2023.24

Lee, J., Park, J., & Kim, D. (2024). Exploring when learners become aware of their knowledge gaps: Content analyses of learner discussions. Instructional Science, 52(2), 171-205. https://doi.org/10.1007/s11251-023-09654-4

Liline, S., Tomhisa, A., Rumahlatu, D., & Sangur, K. (2024). The Effect of the Pjb-HOTS learning model on cognitive learning, analytical thinking skills, creative thinking skills, and metacognitive skills of biology education students. Journal of Turkish Science Education, 21(1), 175–195. https://doi.org/10.36681/tused.2024.010

Liu, Y., & Pásztor, A. (2022). Effects of problem-based learning instructional intervention on critical thinking in higher education: A meta-analysis. Thinking Skills and Creativity, 45(May). https://doi.org/10.1016/j.tsc.2022.101069

Lorencová, H., Jarošová, E., Avgitidou, S., Dimitriadou, C., Lorencová, H., Jarošová, E., Avgitidou, S., & Dimitriadou, C. (2019). Critical thinking practices in teacher education programmes: A systematic systematic review. Studies in Higher Education, 44(5), 844–859. https://doi.org/10.1080/03075079.2019.1586331

Machado, C. T., & Carvalho, A. A. (2020). Concept mapping: Benefits and challenges in higher education. The Journal of Continuing Higher Education, 68(1), 38–53. https://doi.org/10.1080/07377363.2020.1712579

Magarelli, R. (2024). Critical analyses in science: Course impact on critical thinking skills and hypothetical-deductive reasoning (Doctoral dissertation, Grand Canyon University).

Mahanal, S., Zubaidah, S., Setiawan, D., Maghfiroh, H., & Muhaimin, F. G. (2022). Empowering college students’ problem-solving skills through RICOSRE. Education Sciences, 12(3). https://doi.org/10.3390/educsci12030196

Mahanal, S., Zubaidah, S., Sumiati, I. D., Sari, T. M., & Ismirawati, N. (2019). RICOSRE: A learning model to develop critical thinking skills for students with different academic abilities. International Journal of Instruction, 12(2), 417-434. https://doi.org/10.29333/iji.2019.12227a

Maksum, A., Wayan Widiana, I., & Marini, A. (2021). Path analysis of self-regulation, social skills, critical thinking and problem-solving ability on social studies learning outcomes. International Journal of Instruction, 14(3), 613–628. https://doi.org/10.29333/iji.2021.14336a

Moore, R. L. (2020). Developing lifelong learning with heutagogy: Contexts, critiques, and challenges. Distance Education, 41(3), 381–401. https://doi.org/10.1080/01587919.2020.1766949

Nua, M. T. P., & Haris, A. (2023). Analisis Keterampilan Berpikir Kritis Peserta Didik Sekolah Menengah Atas Negeri di Kota Makassar [Analysis of critical thinking skills of state high school students in Makassar City]. Seminar Nasional Dies Natalis [National Seminar 62nd Anniversary], 61(1), 649–656. https://doi.org/10.59562/semnasdies.v1i1.1163

Padilla, A., Aguilar-parra, J. M., & Lirola, J. (2020). The influence of teachers on motivation and academic stress and their effect on the learning strategies of university students. International Journal of Environmental Research and Public Health, 17(23). https://doi.org/10.3390/ijerph17239089

Pu, D., Ni, J., Song, D., Zhang, W., Wang, Y., Wu, L., Wang, X., & Wang, Y. (2019). Influence of critical thinking disposition on the learning efficiency of problem-based learning in undergraduate medical students. BMC Medical Education, 19(1). https://doi.org /10.1186/s12909-018-1418-5

Purwanto, J. P., & Winarti, W. (2016). Profil Pembelajaran Fisika dan Kemampuan Berpikir Kritis Siswa Madrasah Aliyah se-DIY [Physics learning profile and critical thinking skills of Madrasah Aliyah students in DIY]. Jurnal Penelitian Pembelajaran Fisika [Journal of Physics Learning Research], 7(1), 8–18. https://doi.org/10.26877/jp2f.v7i1.1148

Raj, T., Chauhan, P., Mehrotra, R., & Sharma, M. (2022). Importance of critical thinking in education. World Journal of English Language, 12(3), 126–133. https://doi.org/10.5430/wjel.v12n3p126

Ramdani, A., Jufri, A. W., Gunawan, Fahrurrozi, M., & Yustiqvar, M. (2021). Analysis of students’ critical thinking skills in terms of gender using science teaching materials based on the 5e learning cycle integrated with local wisdom. Jurnal Pendidikan IPA Indonesia, 10(2), 187–199. https://doi.org/10.15294/jpii.v10i2.29956

Reichardt, C. S. (2019). Quasi-experimentation. A guide to design and analysis. The Guilford Press.

Riantoni, C., Yuliati, L., Mufti, N., & Nehru, N. (2017). Problem solving approach in electrical energy and power on students as physics teacher candidates. Jurnal Pendidikan IPA Indonesia [Indonesian Journal of Science Education], 6(1). https://doi.org/10.15294/jpii.v6i1.8293

Roberts, D. (2017). Higher education lectures: From passive to active learning via imagery? Active Learning in Higher Education, 20(1), 63–77. https://doi.org/10.1177/1469787417731198

Rogers, J., & Révész, A. (2019). Experimental and quasi-experimental designs. In J. McKinley, & H. Rose (Eds.) The Routledge handbook of research methods in applied linguistics (pp. 133–143). Routledge. https://doi.org/10.4324/9780367824471-12

Royce, C. S., Hayes, M. M., & Schwartzstein, R. M. (2019). Teaching critical thinking: A case for instruction in cognitive biases to reduce diagnostic errors and improve patient safety. Academic Medicine, 94(2), 187–194. https://doi.org/10.1097/ACM.0000000000002518

Ruiz-Rojas, L. I., Salvador-Ullauri, L., & Acosta-Vargas, P. (2024). Collaborative working and critical thinking: Adoption of generative artificial intelligence tools in higher education. Sustainability (Switzerland), 16(13). https://doi.org/10.3390/su16135367

Rusticus, S. A., Pashootan, T., & Mah, A. (2023). What are the key elements of a positive learning environment? Perspectives from students and faculty. Learning Environments Research, 26(1), 161–175. https://doi.org/10.1007/s10984-022-09410-4

Saleh, A., Phillips, T. M., Hmelo-Silver, C. E., Glazewski, K. D., Mott, B. W., & Lester, J. C. (2022). A learning analytics approach towards understanding collaborative inquiry in a problem-based learning environment. British Journal of Educational Technology, 53(5), 1321–1342. https://doi.org/10.1111/bjet.13198

Sangsawang, T. (2020). An instructional design for online learning in vocational education according to a self-regulated learning framework for problem solving during the Covid-19 crisis. Indonesian Journal of Science and Technology, 5(2), 283–198. https://doi.org/10.17509/ijost.v5i2.24702

Sari, S. S., Hasbullah, F., & Khaeruddin. (2021). Kemampuan Siswa SMA Menyelesaikan Soal Fisika Bertipe Higher Order Thinking Skill (HOTS) [The ability of high school students to solve physics problems of the higher order thinking skill (HOTS) type]. Jurnal Sainsmat: Jurnal Ilmiah Dan Ilmu Pengetahuan Alam [Journal of Science: Journal of Scientific and Natural Sciences], 10(1), 53–63. http://103.76.50.195/sainsmat/index

Sasson, I., Yehuda, I., Miedijensky, S., & Malkinson, N. (2022). Designing new learning environments: An innovative pedagogical perspective. The Curriculum Journal, 33(1), 61–81. https://doi.org/10.1002/curj.125

Shanta, S., & Wells, J. G. (2022). T/E design-based learning: assessing student critical thinking and problem-solving abilities. International Journal of Technology and Design Education, 32(1), 267–285. https://doi.org/10.1007/s10798-020-09608-8

Shavelson, R. J., Zlatkin-Troitschanskaia, O., Beck, K., Schmidt, S., & Marino, J. P. (2019). Assessment of university students’ critical thinking: Next generation performance assessment. International Journal of Testing, 19(4), 337–362. https://doi.org/10.1080/15305058.2018.1543309

Silber-Varod, V., Eshet-Alkalai, Y., & Geri, N. (2019). Tracing research trends of 21st-century learning skills. British Journal of Educational Technology, 50(6), 3099–3118. https://doi.org/10.1111/bjet.12753

Šk?rien?, S., & Jucevi?ien?, P. (2020). Problem solving through values: A challenge for thinking and capability development. Thinking Skills and Creativity, 37(May), Article 100694. https://doi.org/10.1016/j.tsc.2020.100694

Stebner, F., Schuster, C., Weber, X. L., Greiff, S., Leutner, D., & Wirth, J. (2022). Transfer of metacognitive skills in self-regulated learning: effects on strategy application and content knowledge acquisition. Metacognition and Learning, 17(3), 715–744. https://doi.org/10.1007/s11409-022-09322-x

Supena, I., Darmuki, A., & Hariyadi, A. (2021). The influence of 4C (constructive, critical, creative, collaborative) learning model on students’ learning outcomes. International Journal of Instruction, 14(3), 873–892. https://doi.org/10.29333/iji.2021.14351a

Thornhill-Miller, B., Camarda, A., Mercier, M., Burkhardt, J. M., Morisseau, T., Bourgeois-Bougrine, S., Vinchon, F., El Hayek, S., Augereau-Landais, M., Mourey, F., Feybesse, C., Sundquist, D., & Lubart, T. (2023). Creativity, critical thinking, communication, and collaboration: Assessment, certification, and promotion of 21st century skills for the future of work and education. Journal of Intelligence, 11(3). https://doi.org/10.3390/jintelligence11030054

Vázquez-Parra, J. C., Henao-Rodriguez, L. C., Lis-Gutiérrez, J. P., Castillo-Martínez, I. M., & Suarez-Brito, P. (2024). eComplexity: validation of a complex thinking instrument from a structural equation model. Frontiers in Education, 9(June), 1–15. https://doi.org/10.3389/feduc.2024.1334834

Wüstenberg, S., Stadler, M., Hautamäki, J., & Greiff, S. (2014). The role of strategy knowledge for the application of strategies in complex problem-solving tasks. Technology, Knowledge and Learning, 19(1), 127–146. https://doi.org/10.1007/s10758-014-9222-8

Xu, E., Wang, W., & Wang, Q. (2023). The effectiveness of collaborative problem solving in promoting students’ critical thinking: A meta-analysis based on empirical literature. Humanities and Social Sciences Communications, 10(1), 1–11. https://doi.org/10.1057/s41599-023-01508-1

Zheng, B., Ward, A., Stanulis, R., Ward, A., & Stanulis, R. (2020). Self-regulated learning in a competency-based and flipped learning environment: learning strategies across achievement levels and years. Medical Education Online, 25(1). https://doi.org/10.1080/10872981.2019.1686949

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2025-08-30