Mediation Role of Learning Styles Influencing Students’ Beliefs and Attitudes Toward Mathematics on Their Performance in Solving Word Problems
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https://doi.org/10.14419/mpj7dg13
Received date: July 9, 2025
Accepted date: September 15, 2025
Published date: September 30, 2025
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Attitudes toward Mathematics, Beliefs in Mathematics, Instructional strategies, Learning styles in Mathematics, and Performance in solving word problems -
Abstract
The mediation role of learning styles was examined, influencing students’ beliefs in Mathematics and attitudes toward Mathematics on their performance in solving word problems in Mathematics in the Modern World (MMW). It aimed to assess students’ beliefs and attitudes, identify dominant learning styles (visual, auditory, kinesthetic), evaluate their performance in solving word problems, determine the mediating effects of learning styles, and propose instructional strategies aligned with these styles to enhance engagement and performance. Employing a descriptive-correlational design with Structural Equation Modeling (SEM), the study involved freshman students enrolled in the first semester of the academic year 2023–2024 at Batangas State University, the National Engineering University. The data were collected using Cronbach alpha-validated instruments with high reliability: learning styles (0.916), beliefs (0.963), and attitudes (0.916). In addition, student performance in solving word problems was measured through a researcher-made test with a Kuder-Richardson Formula 21 (KR-21) reliability coefficient of 0.832. Findings revealed significant associations among students’ beliefs, attitudes, learning styles, and performance. Significantly, specific learning styles mediated the influence of beliefs and attitudes on problem-solving success. Based on these insights, evidence-based instructional strategies were recommended to match students’ preferred learning styles, aiming to foster deeper engagement and improved performance in solving word problems.
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References
- Adu, K., & Duku, P. The impact of learning styles on students' performance in mathematics. Journal of Educational Psychology, 45(3), 223-239, 2021.
- Almuwaiziri, H., Almeqdadi, F., & Abdelrahman, M. The impact of student-generated visuals on solving mathematical word problems in elemen-tary classrooms. Journal of Educational Psychology, 115(2), 345–359. https://doi.org/10.1037/edu0000754, 2023.
- Asfar, AMIT., Asfar, AMIA., & Halamury, MF. “Teori Behaviorisme (Theory of Behaviorism),” ResearchGate. Retrieved August 27, 2022 from https://www.researchgate.net/profile/Amirfan-Asfar/publication/331233871_TEORI_BEHAVIORISME_Theory_of_Behaviorism/links/5c6da922a6fdcc404ec18291/TEORI-BEHAVIORISME-Theory-of-Behaviorism.pdf, 2019.
- Azizah, R., Awi, A., Asyari, S., & Sima, R. Mathematics Problem-Solving Ability Based on Learning Style of Junior High School. Advances in Social Science, Education and Humanities Research. Volume 611, 2021.
- Billman, A., Young, M. E., & Gersten, R. Using virtual manipulatives and graphic organizers to support students with mathematics difficulties. ER-IC Institute of Education Sciences. https://eric.ed.gov/?id=ED629876, 2023.
- Brown, A., & Green, T., Differentiated instruction for diverse learning styles in mathematics education. Springer, 2021.
- Brown, M., & Green, T., Teaching problem-solving in mathematics: Strategies and best practices. Wiley, 2021.
- Cosentino, C., Mulhall, M., & Collingwood, C. Walking number lines: Embodied learning strategies for improving arithmetic fluency. British Edu-cational Research Journal, 49(1), 88–104. https://bera-journals.onlinelibrary.wiley.com/doi/full/10.1002/berj.3851, 2023.
- Fleming, N. D., & Baume, D. Learning styles again: VARKing up the right tree! Educational Developments, 7(4), 4–7. Retrieved from https://www.seda.ac.uk/seda-publishing/educational-developments/past-issues-2000-onwards/educational-developments-issue-7-4-2006/, 2006.
- Garii, B., & Okumu, L., Beliefs in mathematics education. In M. A. Peters (Ed.), Encyclopedia of Teacher Education. Springer. https://doi.org/10.1007/978-981-13-1179-6_281-1, 2020.
- Goos, M., & Geiger, V., Mathematics education for the future: Practices and beliefs. Routledge, 2021.
- Greenberg, D., Warrier, V., Allison, C., & Baron-Cohen, S. Testing the Empathizing-Systemizing theory of sex differences and the Extreme Male Brain theory of autism in half a million people. Proceedings of the National Academy of Sciences. 115. 1811032115. 10.1073/pnas.1811032115, 2018.
- Hannula, M. S., The emotional dimension of mathematics education: Attitudes, motivation, and beliefs. Springer, 2020.
- Hidayatullah, A. & Csikos, C. Mathematics Related Belief System and Word Problem-Solving in the Indonesian Context. Research Article. EUR-ASIA Journal of Mathematics, Science and Technology Education. 18(4). Em2094. ISSN: 1305-8223. https://doi.org/10.29333/ejmste/11902, 2022.
- Hidayatullah, S., & Csikos, C. Beliefs about mathematics: Their types and impact on learning. In P. Sullivan & Y. Li (Eds.), Research in Mathemat-ics Education in the Digital Era (pp. 45-62). Springer. https://doi.org/10.1007/978-3-030-73165-4_3, 2022.
- Hwang, H. & Son, J. The relationship between students’ attitudes toward mathematics and their mathematical problem-solving achievement. Jour-nal of Educational Research, 114(3), 193-204, 2021.
- Hwang, S. & Son, T. Students’ Attitude toward Mathematics and its Relationship with Mathematics Achievement. Journal of Education and e-Learning Research. Vol. 8, No. 3, 272-280. E-ISSN: 2410-9991. P-ISSN: 2518-0169. DOI: 10.20448/journal.509.2021.83.272.280, 2021.
- Jensen, S., & Blanchard, T. The role of collaborative learning in solving mathematical word problems. International Journal of Educational Research, 119, Article 101567. https://doi.org/10.1016/j.ijer.2022.101567, 2022.
- Johnson, K., & McCabe, M. Learning styles in mathematics education: A comprehensive guide. Routledge, 2021.
- Kaur, G., & Bhaskaran, M. The impact of learning styles on conceptual understanding in mathematics. In M. C. Lopes & R. D. McLough-lin (Eds.), Proceedings of the international conference on educational psychology (pp. 210-225). Springer, 2020.
- Ma, X., & Lee, C. Attitudes toward mathematics and their impact on intrinsic motivation. Educational Psychology Review, 33(4), 835-852. https://doi.org/10.1007/s10648-021-09502-2, 2021.
- McKnight, M., & Hughes, J. Teaching problem-solving in mathematics: Methods and strategies. Sage Publications, 2020.
- MDPI. Embodied cognition in mathematics education: A systematic review of gestures and learning outcomes. Education Sciences, 13(1), 112. https://www.mdpi.com/journal/education, 2023.
- Mendoza, L., & Bautista, P. The impact of deceptive problems on college students’ mathematical reasoning. Journal of Mathematical Behavior, 64, Article 100927. https://doi.org/10.1016/j.jmathb.2023.100927, 2023.
- Nasution, S. E., Asmin, A., & Lubis, A. Analysis of students' mathematical problem-solving ability and self-efficacy through application of the Think Aloud Pair Problem Solving (TAPPS) learning model for Al Manar Private Junior High School students. Journal of Education and Practice, 13(16), 3–11. https://doi.org/10.7176/JEP/13-16-03, 2022.
- National Research Council. How students learn: Mathematics in the classroom. National Academies Press, 2020.
- Ng, A., & Lee, K. Understanding the cognitive processes in solving digit and number problems. Journal of Educational Psychology, 112(3), 495-511. https://doi.org/10.1037/edu0000456, 2020.
- Pashler, H., McDaniel, M., Rohrer, D., & Bjork, R. Learning styles: Concepts and evidence. Psychological Science in the Public Interest, 9(3), 105–119. https://doi.org/10.1111/j.1539-6053.2009.01038.x, 2008.
- Polya, G. How to solve it: A new aspect of mathematical method. Princeton University Press, 2020.
- ResearchGate. Touch-tracing and gesture-based learning strategies in mathematics: Effects on student performance and retention. Inter-national Journal of STEM Education, 10, Article 58. https://www.researchgate.net/publication/373254987, 2023.
- Rodriguez, M., & Kim, Y. Investigating the effectiveness of visual aids in solving word problems among college students. Mathematics Education Research Journal, 35(2), 289-310. https://doi.org/10.1007/s13394-023-00482-2, 2023.
- Schoenfeld, A. H. Mathematical problem solving. Academic Press, 2021.
- Schumacker, R. E., & Lomax, R. G. A beginner's guide to structural equation modeling (5th ed.). Routledge, 2021.
- Shulman, L., & Williams, M. Learning styles and their impact on mathematics teaching. Journal of Educational Psychology, 112(4), 712-725. https://doi.org/10.1037/edu0000389, 2020.
- Sun, R., Maat, S. M., & Zakaria, E. Fostering collaborative teaching practices in mathematics education. Routledge, 2023.
- Takunyaci, M. The role of beliefs in mathematics learning and student development. Cambridge Scholars Publishing, 2021.
- Thompson, A., & Wu, L. Exploring strategies for solving complex mathematical problems in higher education. Journal of Mathematical Thinking and Learning, 23(4), 455-478. https://doi.org/10.1080/10986065.2021.1887984, 2021.
- Villanueva, C., & Cruz, R. Strategies for solving logic puzzles among college students. International Journal of Mathematical Education in Science and Technology, 51(5), 754-767. https://doi.org/10.1080/0020739X.2019.1641802, 2020.
- White, D. Y., & Mitchell, J. Solving word problems: Theories and applications in education. Springer, 2020.
- Wu, Y., & Li, L. Learning styles and mathematics achievement: A cross-cultural perspective. Springer, 2021.
- Yilmaz, L. & Bas, F. An investigation of the variables affecting the problem-solving achievements of pre-service secondary school mathematics teachers. International Journal of Curriculum and Instruction 13(3): 2332- 2359, 2021.
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How to Cite
Bacay, J. B. . (2025). Mediation Role of Learning Styles Influencing Students’ Beliefs and Attitudes Toward Mathematics on Their Performance in Solving Word Problems. International Journal of Basic and Applied Sciences, 14(5), 936-943. https://doi.org/10.14419/mpj7dg13
