Improving Students' Problem-Solving and Numeracy Skills on Circular Motion through STEM Project-Based Learning

Authors

  • Vina Serevina Universitas Negeri Jakarta Author
  • Li-Jen Lester Sam Houston State University, Texas, USA Author
  • Muhammad Abrar Asyrafy Yacobi Universitas Negeri Jakarta Author
  • Ahmad Fakhri Burhanudin Universitas Negeri Jakarta Author
  • Nurbaiti Public High School 61 Jakarta, Indonesia Author

DOI:

https://doi.org/10.15294/jpii.v15i2.45768

Keywords:

STEM project-based learning, problem solving, numeracy skills

Abstract

This research investigated how STEM-integrated project-based learning (STEM-PjBL) affected students problem solving and numeracy skills in circular motion. The study used a quasi-experimental nonequivalent control group design with 72 tenth-grade students purposively sampled. The experimental group (n = 36) and the control group (n = 36) were assigned two classes. In the experimental group, students were involved in STEM-PjBL that integrated science, technology (T), engineering and mathematics concepts to solve circular motion problems, while control group used conventional instruction. About 30 valid and reliable items on problem solving and numeracy tests were used to collect data. The Shapiro–Wilk normality test, Levene’s homogeneity test as well as ANCOVA, N-gain analysis and Cohen’s d effect size were done at the significance level of 0.05 to analyze the data. The results indicated that the post-test problem-solving skills (N gain = 0.81) and numeracy skills (N gain = 0.78) of the experimental group were better than those of the control group, which attained N-gain scores of 0.48 and 008 respectively. ANCOVA indicated significant group differences (P < 0.05) and of large effect size for problem solving skills(d =1.48) and numeracy skills(d=1.36). The results of these study conclude that STEM-PjBL effectively enhanced students problem solving skills and numeracy in physics learning better than conventional learning.

Author Biographies

  • Li-Jen Lester, Sam Houston State University, Texas, USA

    Computer Science Department, Sam Houston State University, Texas, USA

  • Muhammad Abrar Asyrafy Yacobi, Universitas Negeri Jakarta

    Physics Education Study Program, Faculty of Mathematics and Natural Sciences, Universitas Negeri Jakarta, Indonesia

  • Ahmad Fakhri Burhanudin, Universitas Negeri Jakarta

    Physics Education Study Program, Faculty of Mathematics and Natural Sciences, Universitas Negeri Jakarta, Indonesia

  • Nurbaiti, Public High School 61 Jakarta, Indonesia

    Public High School 61 Jakarta, Indonesia

References

Ahzari, S., & Akmam, A. (2025). Analyzing students critical thinking as a basis for developing interactive physics multimedia with generative learning and cognitive conflict strategies. arXiv preprint. https://arxiv.org/abs/2510.21344

Ahzari, S., Asrizal, & Usmeldi. (2026). Effects of physics teaching materials on student critical thinking and creative thinking skills: A meta-analysis. arXiv preprint. https://arxiv.org/abs/2601.09144

Akmam, A., Ahzari, S., Emiliannur, E., Anshari, R., & Setiawan, D. (2025). Enhancing science literacy through cognitive conflict-based generative learning model: An experimental study in physics learning. arXiv preprint. https://arxiv.org/abs/2509.01295

Alhayat, A., Mukhidin, M., Utami, T., & Yustikarini, R. (2023). The relevance of the project-based learning (PjBL) learning model with Kurikulum Merdeka Belajar. DWIJA CENDEKIA: Jurnal Riset Pedagogik, 7(1), 105-116.

Buzzell, A., Barthelemy, R., & Atherton, T. (2024). Modern physics courses: Understanding the content taught in the U.S. arXiv preprint. https://arxiv.org/abs/2407.15951

Chairunnisya, S., Abdurrahman, Distrik, I. W., Herlina, K., Rosidin, U., & Rabbani, G. F. (2023). Engineering Design Process (EDP) strategy integrated PjBL-STEM in learning program: Need analysis to stimulate numeracy literacy skills on renewable energy topic. Jurnal Penelitian Pendidikan IPA, 9(12), 11197-11206.

Costa, W. F. S., Martins Junior, J. A., Silva, A. F. G., Silva, R. X., & Silva, A. N. A. A. (2025). Temperature mapping in urban biomes using an infrared thermometer: An investigative approach to physics education. arXiv preprint. https://arxiv.org/abs/2504.21088

Creswell, J. W., & Creswell, J. D. (2023). Research design: Qualitative, quantitative, and mixed methods approaches (6th ed.). SAGE Publications.

Davis, N., & Burkholder, E. (2024). Real-world problem-solving class is correlated with higher student persistence in engineering. arXiv preprint. https://arxiv.org/abs/2405.03822

Ferdiansyah, F., Noer, S. H., & Widyastuti. (2025). Enhancing secondary students' mathematical creative thinking through STEM project-based learning. Kalamatika: Jurnal Pendidikan Matematika, 10(1), 47-66.

Fuster-Barcelo, C., Rios-Munoz, G. R., & Munoz-Barrutia, A. (2025). Scaffolding collaborative learning in STEM: A two-year evaluation of a tool-integrated project-based methodology. arXiv preprint. https://arxiv.org/abs/2509.02355

Gautam, N. B., & Blair, E. P. (2026). Beyond project-based learning: Conference-style writing as authentic assessment in interdisciplinary quantum engineering education. arXiv preprint. https://arxiv.org/abs/2604.27110

Geschwind, G., Alemani, M., Fox, M. F. J., Logman, P. S. W. M., Tufino, E., & Lewandowski, H. J. (2024). Development of a global landscape of undergraduate physics laboratory courses. arXiv preprint. https://arxiv.org/abs/2407.09712

Gili, K., Heuton, K., Shah, A., & Hughes, M. C. (2025). Using machine learning to measure evidence of students' sensemaking in physics courses. arXiv preprint. https://arxiv.org/abs/2503.15638

Halder, A., & Banerjee, S. (2025). Bridging the gap between virtual and physical laboratories: A web-based interactive platform for undergraduate physics practicals. arXiv preprint. https://arxiv.org/abs/2507.10286

Hashmi, S. F. A., & Rebello, N. S. (2025). Analyzing undergraduate problem-solving in physics through interaction with an AI chatbot. arXiv preprint. https://arxiv.org/abs/2508.14778

Hruska, M., & Plesch, M. (2025). The use of a simple digital weather station (not only) in teaching physics. arXiv preprint. https://arxiv.org/abs/2512.07513

Ilma, A. Z., Utami, E., & Kusumaningtyas, D. A. (2024). STEM-project based learning in physics concept of measurement to enhance high school students' scientific literacy. Jurnal Penelitian & Pengembangan Pendidikan Fisika, 10(2), 273-284.

Jia, Y., Wu, X., Zhang, Q., Qin, Y., Xiao, L., & Zhao, S. (2025). Towards robust evaluation of STEM education: Leveraging MLLMs in project-based learning. arXiv preprint. https://arxiv.org/abs/2505.17050

Jiang, M., Yue, H., Li, B., Hao, H., Qian, Y., Jiang, B., & Zhou, A. (2025). SID: Benchmarking guided instruction capabilities in STEM education with a Socratic interdisciplinary dialogues dataset. arXiv preprint. https://arxiv.org/abs/2508.04563

Jiang, Z., & Jiang, M. (2024). Beyond answers: Large language model-powered tutoring system in physics education for deep learning and precise understanding. arXiv preprint. https://arxiv.org/abs/2406.10934

Kadel, R., Shailendra, S., & Saxena, U. R. (2025). Navigating the new landscape: A conceptual model for project-based assessment in the age of GenAI. arXiv preprint. https://arxiv.org/abs/2508.11709

Kaldaras, L., & Wieman, C. (2023). Introducing an instructional model for teaching blended math-science sensemaking in undergraduate STEM courses using computer simulations. arXiv preprint. https://arxiv.org/abs/2305.13451

Kaldaras, L., & Wieman, C. (2025). Directed self guided learning of blended math-science sensemaking for historically marginalized STEM learners. arXiv preprint. https://arxiv.org/abs/2503.19310

Khoiri, N., Ristanto, S., & Kurniawan, A. F. (2023). Project-based learning via traditional game in physics learning: Its impact on critical thinking, creative thinking, and collaborative skills. Jurnal Pendidikan IPA Indonesia, 12(2), 286-292.

Korner, M., & Likos, C. N. (2025). On the design of a profession-oriented course on Theoretical Mechanics for physics education students. arXiv preprint. https://arxiv.org/abs/2511.10102

Kwon, H., & Lee, Y. (2025). A meta-analysis of STEM project-based learning on creativity. STEM Education, 5(2), 275-290.

Lahme, S. Z., Dorsel, D., Heinke, H., Klein, P., Muller, A., Stampfer, C., & Staacks, S. (2024). Recitation tasks revamped? Evaluation of smartphone experiment tasks in introductory mechanics. arXiv preprint. https://arxiv.org/abs/2411.13382

Le, V., Nissen, J. M., Tang, X., Zhang, Y., Mehrabi, A., Morphew, J. W., Chang, H. H., & Van Dusen, B. (2024). Applying cognitive diagnostic models to mechanics concept inventories. arXiv preprint. https://arxiv.org/abs/2404.00009

Li, H., Xiao, R., Nieu, H., Tseng, Y. J., & Liao, G. (2024). From unseen needs to classroom solutions: Exploring AI literacy challenges and opportunities with project-based learning toolkit in K-12 education. arXiv preprint. https://arxiv.org/abs/2412.17243

Liang, C., Qian, Y., Lin, Y., & Wang, Y. (2026). Physics education under the application of artificial intelligence: Bibliometric analysis based on Web of Science Core Library (2021-2025). arXiv preprint. https://arxiv.org/abs/2603.03348

Loyens, S. M. M., van Meerten, J. E., Schaap, L., & Wijnia, L. (2023). Situating higher-order, critical, and critical-analytic thinking in problem- and project-based learning environments: A systematic review. Educational Psychology Review, 35, 39.

Maries, A., & Singh, C. (2023). Helping students become proficient problem solvers Part I: A brief review. arXiv preprint. https://arxiv.org/abs/2304.05588

Martawijaya, M. A., Rahmadhanningsih, S., Swandi, A., Hasyim, M., & Sujiono, E. H. (2023). The effect of applying the Ethno-STEM-Project-based learning model on students' higher-order thinking skill and misconception of physics topics related to Lake Tempe, Indonesia. Jurnal Pendidikan IPA Indonesia, 12(1), 1-13.

Miller, K., Miller, O., & Lawrence, G. (2025). Teaching problem solving in undergraduate physics courses: An endorsement for deliberate practice. arXiv preprint. https://arxiv.org/abs/2508.08133

Muliyati, D., Prastiawan, F., & Mutoharoh, M. (2023). Development of STEM project-based learning student worksheet for physics learning on renewable energy topic. Journal of Physics: Conference Series, 2596(1), 012078.

Mutmainna, Istiyono, E., Haryanto, & Febriana, B. W. (2026). Exploring students perceptions of their learning experience and self efficacy in physics online class with project based learning. arXiv preprint. https://arxiv.org/abs/2602.13251

Neumann, M., & Schon, E. M. (2026). From real-world projects to research-oriented learning: Continuous improvement of a master-level course in software engineering education. arXiv preprint. https://arxiv.org/abs/2606.12438

OECD. (2023). PISA 2022 results. OECD Publishing.

Pfefferova, M. S., & Plesch, M. (2025). Optics experiments as a tool for developing critical thinking in physics education. arXiv preprint. https://arxiv.org/abs/2512.08297

Pitot, L. N., McHugh, M. L., & Kosiak, J. (2024). Establishing a PBL STEM framework for pre-service teachers. Education Sciences, 14(6), 571.

Pohit, K., Hamed, R., & Rebello, N. S. (2026). Two paths to learning physics: How games and simulations shape physics learning among physics and engineering students. arXiv preprint. https://arxiv.org/abs/2606.03622

Polverini, G., Melin, J., Onerud, E., & Gregorcic, B. (2024). Performance of ChatGPT on tasks involving physics visual representations: The case of the Brief Electricity and Magnetism Assessment. arXiv preprint. https://arxiv.org/abs/2412.10019

Pólya, G. (1990). Mathematics and plausible reasoning: Induction and analogy in mathematics (Vol. 1). Princeton University Press.

Pujante-Martinez, L., Le Clainche, S., Perez, J. M., & Ferrer, E. (2023). Learning fluid dynamics and the principles of flight: From primary school to STEM degrees. European Journal of Physics, 44(4), 045002.

Rabin, J. M., Meyertholen, A., & Shotwell, B. (2024). Students' experience of cultural differences between mathematics and physics. arXiv preprint. https://arxiv.org/abs/2409.02427

Ravi, P., Masla, J., Kakoti, G., Lin, G., Anderson, E., Taylor, M., Ostrowski, A., Breazeal, C., Klopfer, E., & Abelson, H. (2025). Co-designing large language model tools for project-based learning with K12 educators. arXiv preprint. https://arxiv.org/abs/2502.09799

Salwah, S., Rahmat, M., Mulyani, S., & Ekawati, S. (2025). Identifying students' demand to develop project-based learning model integrated with problem-solving to support independent research in higher education. International Journal of Learning, Teaching and Educational Research, 24(12).

Santhosh, M., Farooqi, H., Ammar, M., Siby, N., Bhadra, J., Al-Thani, N. J., & Sellami, A. (2023). A meta-analysis to gauge the effectiveness of STEM informal project-based learning. Journal of Science Education and Technology, 32, 671-685.

Santoso, P. H., Istiyono, E., Haryanto, & Retnawati, H. (2023). Validating light phenomena conceptual assessment through the lens of CTT and IRT frameworks. arXiv preprint. https://arxiv.org/abs/2312.16153

Singh, C., Maries, A., Heller, K., & Heller, P. (2023). Instructional strategies that foster effective problem-solving. arXiv preprint. https://arxiv.org/abs/2304.05585

Sirnoorkar, A., & Laverty, J. T. (2023). Theoretical exploration of task features that facilitate student sensemaking in physics. arXiv preprint. https://arxiv.org/abs/2302.11478

Subramaniam, R. C., Borse, N., Allen, W., Sirnoorkar, A., Morphew, J. W., Rebello, C. M., & Rebello, N. S. (2025). Applying a STEM ways of thinking framework for student-generated engineering design-based physics problems. arXiv preprint. https://arxiv.org/abs/2503.05957

Subramaniam, R. C., Morphew, J. W., Rebello, C. M., & Rebello, N. S. (2024). Presenting a STEM ways of thinking framework for engineering design-based physics problems. arXiv preprint. https://arxiv.org/abs/2411.11654

Sulaiman, F., Rosales Jr., J. J., & Kyung, L. J. (2023). The effectiveness of the integrated STEM-PBL physics module on students' interest, sensemaking and effort. Journal of Baltic Science Education, 22(1), 113-129.

Suleiman, A. D., Tang, Y., & Hou, D. (2025). Factors impacting faculty adoption of project-based learning in computing education: A survey. arXiv preprint. https://arxiv.org/abs/2507.18039

Sutisna, E., Hendrayana, A., & Mutaqin, A. (2024). The effect of STEM-PjBL and adversity quotient on high school students' problem solving ability. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 13(2).

Talafian, H., Stelzer, T., Lundsgaard, M., Mahmood, M., & Kuo, E. (2024). Teachers' experiences with implementing open-ended labs in high school physics classes. arXiv preprint. https://arxiv.org/abs/2411.04275

Tantri, R., Udyaningsih, P. S., & Kuswanto, H. (2025). Innovative approaches to physics education in Merdeka Curriculum: The impact of STEM-integrated project-based learning on 21st century skills. JIPF (Jurnal Ilmu Pendidikan Fisika), 10(2), 242-254.

Tractenberg, R. E., Lee, A. C., & DeCoste, R. (2024). A Mathematical Problem-Solving Pipeline (MPSP) to strengthen scaffolding in higher education STEM courses. arXiv preprint. https://arxiv.org/abs/2412.00009

Tuerah, R. M., & Tuerah, J. M. (2023). Kurikulum Merdeka dalam perspektif kajian teori: Analisis kebijakan untuk peningkatan kualitas pembelajaran di sekolah. Jurnal Ilmiah Wahana Pendidikan, 9(19), 979-988.

Tufino, E., Oss, S., & Alemani, M. (2023). Integrating Python data analysis in an existing introductory laboratory course. arXiv preprint. https://arxiv.org/abs/2309.06158

Tufino, E., Oss, S., & Alemani, M. (2024). Using Jupyter Notebooks to foster computational skills and professional practice in an introductory physics lab course. arXiv preprint. https://arxiv.org/abs/2405.16675

Tuveri, M., Steri, A., & Fanti, V. (2025). Problem framing in the AI era: A new model. arXiv preprint. https://arxiv.org/abs/2503.17040

Uden, L., Sulaiman, F., Ching, G. S., & Rosales Jr., J. J. (2023). Integrated science, technology, engineering, and mathematics project-based learning for physics learning from neuroscience perspectives. Frontiers in Psychology, 14, 1136246.

Vanacore, K., Ocumpaugh, J., Agostinelli, F., Wu, D., Vuruma, S., & Irvin, M. (2025). Student engagement in AI assisted complex problem solving: A pilot study of human AI Rubik's Cube collaboration. arXiv preprint. https://arxiv.org/abs/2511.01683

Yani, I. P., Ahzari, S., Asrizal, & Novitra, F. (2026). Technology integration in the Project Based Learning model: Bibliometric analysis 2015-2024. arXiv preprint. https://arxiv.org/abs/2601.09149

Yulianti, D., Shafira, F. F., Marwoto, P., & Noviyatun, S. (2025). A Systematic Review of Trend STEM Education Research on Physics Learning in Indonesia. Jurnal Pendidikan Fisika Indonesia, 21(2), 192-208.

Zha, S., Tang, Y., Gong, J., & Xu, Y. (2025). COLP: Scaffolding children's online long-term collaborative learning. arXiv preprint. https://arxiv.org/abs/2502.03226

Zhang, R., Shi, J., & Zhang, J. (2023). Research on the quality of collaboration in project-based learning based on group awareness. Sustainability, 15(15), 11901.

Zheng, C., Yuan, K., Guo, B., Mogavi, R. H., Peng, Z., Ma, S., & Ma, X. (2024). Charting the future of AI in project-based learning: A co-design exploration with students. arXiv preprint. https://arxiv.org/abs/2401.14915

Zhu, Y., Khoo, Z. Y., Low, J. S. C., & Bressan, S. (2024). A personalised learning tool for physics undergraduate students built on a large language model for symbolic regression. arXiv preprint. https://arxiv.org/abs/2407.00065

Downloads

Published

2026-06-29

Article ID

45768

Issue

Section

Articles

How to Cite

Serevina, V., Lester, L.-J. ., Yacobi, M. A. A. ., Burhanudin, A. F. ., & Nurbaiti. (2026). Improving Students’ Problem-Solving and Numeracy Skills on Circular Motion through STEM Project-Based Learning. Jurnal Pendidikan IPA Indonesia, 15(2). https://doi.org/10.15294/jpii.v15i2.45768