The effects of problem-based learning on mathematical proficiency: A combined bibliometric analysis and meta-analysis review

Dilham Fardian, Dadan Dasari

Abstract


The research goals are investigating the impacts of applying Problem-Based Learning (PBL) on mathematical proficiency. 23 primary research papers that met the inclusion assumptions were investigated in this study using a meta-analysis methodology. The Scopus database and UPI repository were used to identify empirical data. Additionally, the characteristics of publication year, strands of mathematical proficiency, geographic level, education level, and class level are examined in this study. The Comprehensive Meta-Analysis (CMA) application was employed to carry out the statistical computations, and the random effects model was followed throughout the calculation process. As a consequence, the overall of effect size is 0.77. Compared to traditional learning, the results showed that PBL implementation significantly improved students' mathematical proficiency. The analysis of moderator variables suggests that PBL works best when it is applied to strengthen the conceptual understanding and procedural fluency strands of mathematical proficiency. This discovery contributes valuable insights for the future implementation of PBL. Thus, these results recommend that collaborative studies among countries regarding the impact of Project-Based Learning will be crucial in the future to generate more comprehensive and inclusive results.


Keywords


Problem-Based Learning; Mathematical Proficiency; Meta-Analysis, Bibliometric Analysis; Moderator Variables; Effect Size

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References


Arifin, S., Setyosari, P., Sa’dijah, C., & Kuswandi, D. (2020). The effect of problem-based learning by cognitive style on critical thinking skills and students’ retention. Journal of Technology and Science Education, 10(2), 271–281. https://doi.org/10.3926/JOTSE.790

Al Husaeni, D.F., Nandiyanto, A.B.D. (2022) Bibliometric computational mapping analysis of publications on mechanical engineering education using vosviewer. Journal of Engineering Science and Technology, 17(2), 1135-1149.

BAYRAM, H., & DEVECİ, H. (2022). The Effect of Problem-Based Learning on Students’ Entrepreneurship Level in Social Studies Course. International Journal of Contemporary Educational Research, 9(2), 359–377. https://doi.org/10.33200/ijcer.1056504

Borenstein, M., Hedges, L., & Rothstein, H. (2007). Meta-analysis fixed effects vs. random effects.

Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2009). Introduction to meta-analysis. West Sussex, UK: John Wiley & Sons, Ltd

Cahyaningsih, U., Jatisunda, M. G., & Kurniawan, D. T. (2023). Implementing Problem-Based Learning to Enhance Students ’ Mathematical Proficiency in Primary School. 4185, 281–299.

Cleophas, J. T., & Zwinderman, H. A. (2017). Modern meta-analysis: Review and update of methodologies. Springer International Publishing Switzerland.

Corrêa, P. D., & Haslam, D. (2020). Mathematical proficiency as the basis for assessment: A literature review and its potentialities. Mathematics Teaching-Research Journal, 12(4), 3–20.

Darwani, Zubainur, C. M., & Saminan. (2020). Adaptive reasoning and strategic competence through problem based learning model in middle school. Journal of Physics: Conference Series, 1460(1), 0–5. https://doi.org/10.1088/1742-6596/1460/1/012019

Groves, S. (2012). SEAMEO Regional Centre for Education in Science and Mathematics. Journal of Science and Mathematics Education in Southeast Asia, 35(2), 119–145. http://hdl.handle.net/10536/DRO/DU:30051321

Hall, J. A., & Rosenthal, R. (1991) Testing for moderating variables in meta-analysis: Issues and methods. Communication Monographs, 58, 437- 448.

Hasibuan, A. M., Saragih, S., & Amry, Z. (2018). Development of Learning Materials Based on Realistic Mathematics Education to Improve Problem Solving Ability and Student Learning Independence. International Electronic Journal of Mathematics Education, 14(1), 243–252. https://doi.org/10.29333/iejme/4000

Hendriana, H., Johanto, T., & Sumarmo, U. (2018). The role of problem-based learning to improve students’ mathematical problem-solving ability and self confidence. Journal on Mathematics Education, 9(2), 291–299. https://doi.org/10.22342/jme.9.2.5394.291-300

Juandi, D., Kusumah, Y. S., & Tamur, M. (2022). A Meta-Analysis of the last two decades of realistic mathematics education approaches. International Journal of Instruction, 15(1), 381–400. https://doi.org/10.29333/iji.2022.15122a

Kilpatrick, J., Swafford, J., & Findell, B. (2002). Helping Children Learn Mathematics. In Helping Children Learn Mathematics. https://doi.org/10.17226/10434

Muhaimin, L. H., Siswanto, R. D., Setiaputra, F. I., & Ridho, M. H. (2023). Students’ Mathematical Problem-Solving Process on Minimum Competency Assessment Test in the Context of Local Wisdom. Journal of Didactic Studies, 1(1), 23–35.

OECD. 2022. PISA for Schools: How to join. OECD Publishing.

Polanin, J. R., Tanner-Smith, E. E., & Hennessy, E. A. (2016). Estimating the Difference Between Published and Unpublished Effect Sizes: A Meta-Review. Review of Educational Research, 86(1), 207–236. https://doi.org/10.3102/0034654315582067

Purwasih, R., Turmudi, T., Dahlan, J. A., & Irawan, E. (2023). Semiotic Perspective in Mathematics Problem-solving. Journal of Didactic Studies, 1(1), 36–46. https://ejournal.upi.edu/index.php/jds/article/view/59022%0Ahttps://ejournal.upi.edu/index.php/jds/article/viewFile/59022/23022

Rahmah, I. F., Irianto, A., & Rachmadtullah, R. (2023). Problem Based Learning Models to Numeracy Literacy Skills : A Study in Elementary School. Journal of Education and Teacher Training Innovation, 1(1), 1–10. https://doi.org/10.61227/jetti.v1i1.4

Rahman, A., Ilwandri, I., Santosa, T. A., Gunawan, R. G., Suharyat, Y., Putra, R., & Sofianora, A. (2023). Effectiveness of Problem-Based Learning Model in Science Learning: A Meta-Analysis Study. JUARA : Jurnal Olahraga, 8(2), 713–726. https://doi.org/10.33222/juara.v8i2.3128

Rohimah, Darhim, & Juandi, D. (2022). Hypothetical Learning Trajectory in STEM Approach with Project-Based Learning Model to Improve Students’ Mathematical Proficiency. Italienisch , 12(1), 121–127.

Şenyiğit, Ç., & Yüzüncü, V. (2021). the Effect of Problem-Based Learning on Pre-Service Primary School Teachers’ Conceptual Understanding and Misconceptions. International Online Journal of Primary Education (IOJPE), 10(1), 50–72. www.iojpe.org

Suparman, Juandi, D., & Tamur, M. (2021a). Problem-based learning for mathematical critical thinking skills : A meta-analysis. Journal of Hunan University (Natural Sciences), 48(2), 133–144.

Suparman, Juandi, D., & Tamur, M. (2021b). Review of problem-based learning trends in 2010-2020: A meta-analysis study of the effect of problem-based learning in enhancing mathematical problem-solving skills of Indonesian students. Journal of Physics: Conference Series, 1722(1). https://doi.org/10.1088/1742-6596/1722/1/012103

Suparman, S., Juandi, D., & Tamur, M. (2021c). Does Problem-Based Learning Enhance Students’ Higher Order Thinking Skills in Mathematics Learning? A Systematic Review and Meta-Analysis. ACM International Conference Proceeding Series, April, 44–51. https://doi.org/10.1145/3451400.3451408

Tamur, M., Juandi, D., & Adem, A. M. G. (2020). Realistic Mathematics Education in Indonesia and Recommendations for Future Implementation: A Meta-Analysis Study. JTAM | Jurnal Teori Dan Aplikasi Matematika, 4(1), 17. https://doi.org/10.31764/jtam.v4i1.1786

Tanjung, D. F., Syahputra, E., & Irvan, I. (2020). Problem Based Learning, Discovery Learning, and Open Ended Models: An experiment On Mathematical Problem Solving Ability. JTAM | Jurnal Teori Dan Aplikasi Matematika, 4(1), 9. https://doi.org/10.31764/jtam.v4i1.1736

Thalheimer, W., & Cook, S. (2002). How to calculate effect size from published research: a simplified spreadsheet

The Impact of COVID-19 on Children. UN Policy Briefs (United Nations, 2020).

Zulyusri, Elfira, I., Violita, & Santosa, T. A. (2022). Meta-Analysis Study : Correlation Study of the Influence of Motivation on Student Learning Outcomes. International Journal of Education and Literature (IJEL), 1(3), 34–45.




DOI: https://doi.org/10.17509/jds.v1i2.65591

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