Process of Proportional Reasoning Students' Errors in Solving Mathematical Problems

Samsul Irpan

Abstract


Proportional reasoning plays a crucial role in mathematical reasoning, yet many students struggle to coordinate multiplicative relationships when solving mathematical problems. This study aimed to examine the processes behind students’ errors in proportional reasoning and to describe the types of incorrect strategies they used when working through a contextual joint‑work problem. Using a qualitative exploratory descriptive design, data were collected from students’ written solutions, think‑aloud explanations, and interview responses to capture their reasoning processes in depth. The participants were 15 first-semester students from the Mathematics Education Department, Universitas Islam Negeri (UIN) Mataram. Results showed four major categories of incorrect reasoning: intuitive reasoning based on misleading but salient information, additive reasoning that relied on differences rather than multiplicative structures, proportion attempts that identified proportional cues but applied them incorrectly, and other incomplete or unsupported strategies. Additive reasoning emerged as the most dominant pattern across students of varying proficiency, indicating a strong tendency to default to non‑proportional interpretations even when the situation required multiplicative thinking. Although some students recognized structural features such as periodic assistance, they struggled to coordinate unit work or rates, leading to systematically flawed conclusions. These findings suggest that students’ proportional reasoning errors stem from entrenched intuitive and additive tendencies. The study highlights the importance of instructional approaches that explicitly develop unit‑rate reasoning, strengthen multiplicative understanding, and support accurate representation of proportional situations.

Keywords


Proportional Reasoning; Students’ Errors; Mathematical Problem Solving.

Full Text:

DOWNLOAD [PDF]

References


Abreu-Mendoza, R. A., Powell, A. B., Renninger, K. A., Rivera, L. M., Vulic, J., Weimar, S., & Rosenberg-Lee, M. (2023). Middle-schoolers’ misconceptions in discretized nonsymbolic proportional reasoning explain fraction biases better than their continuous reasoning: Evidence from correlation and cluster analyses. Cognitive Psychology, 143. https://doi.org/10.1016/j.cogpsych.2023.101575

AÇIKGÜL, K. (2021). Developing a Two-Tier Proportional Reasoning Skill Test: Validity and Reliability Studies. International Journal of Assessment Tools in Education, 8(2), 357–375. https://doi.org/10.21449/ijate.909316

Alma, A. S., Rochaminah, S., Ismaimuza, D., & Fajriani, F. (2025). Mathematical Literacy and Learning Styles: A Study on Student Geometry Learning. Desimal Jurnal Matematika, 8(2), 247–256. https://doi.org/10.24042/qnh6ps42

Arican, M. (2019). Preservice Mathematics Teachers’ Understanding of and Abilities to Differentiate Proportional Relationships from Nonproportional Relationships. International Journal of Science and Mathematics Education, 17(7), 1423–1443. https://doi.org/10.1007/s10763-018-9931-x

Basu, D., & Nguyen, H. B. (2021). Eating Healthy: Understanding Added Sugar Through Proportional Reasoning. International Journal of Environmental Research and Public Health, 18(23), 12821. https://doi.org/10.3390/ijerph182312821

Bonte, P., Ongenae, F., De Backere, F., Schaballie, J., Arndt, D., Verstichel, S., Mannens, E., Van de Walle, R., & De Turck, F. (2017). The MASSIF platform: a modular and semantic platform for the development of flexible IoT services. Knowledge and Information Systems, 51(1), 89–126. https://doi.org/10.1007/s10115-016-0969-1

Brahier, D. (2016). Teaching Secondary and Middle School Mathematics. Routledge. https://doi.org/10.4324/9781315685502

Buforn, À., Llinares, S., Fernández, C., Coles, A., & Brown, L. (2022). Pre-service teachers’ knowledge of the unitizing process in recognizing students’ reasoning to propose teaching decisions. International Journal of Mathematical Education in Science and Technology, 53(2), 425–443. https://doi.org/10.1080/0020739X.2020.1777333

Burgos, M., & Godino, J. D. (2022). Assessing the Epistemic Analysis Competence of Prospective Primary School Teachers on Proportionality Tasks. International Journal of Science and Mathematics Education, 20(2), 367–389. https://doi.org/10.1007/s10763-020-10143-0

Cabero, I., Santágueda, M., Villalobos Antúnez, J. V, & Roig-Albiol, A. I. (2020). Understanding of inverse proportional reasoning in pre-service teachers. Education Sciences, 10(11), 1–19. https://doi.org/10.3390/educsci10110308

Callingham, R., & Siemon, D. (2021). Connecting multiplicative thinking and mathematical reasoning in the middle years. The Journal of Mathematical Behavior, 61, 100837. https://doi.org/10.1016/j.jmathb.2020.100837

Cheng, P.-J., Liao, Y.-H., & Yu, P.-T. (2021). Micro:bit Robotics Course: Infusing Logical Reasoning and Problem-Solving Ability in Fifth Grade Students Through an Online Group Study System. International Review of Research in Open and Distributed Learning, 22(1), 21–40. https://doi.org/10.19173/irrodl.v22i1.4844

Copur-Gencturk, Y., Choi, H.-J., & Cohen, A. (2023). Investigating teachers’ understanding through topic modeling: a promising approach to studying teachers’ knowledge. Journal of Mathematics Teacher Education, 26(3), 281–302. https://doi.org/10.1007/s10857-021-09529-w

de la Torre, J., Qiu, X.-L., & Santos, K. C. (2022). An Empirical Q-Matrix Validation Method for the Polytomous G-DINA Model. Psychometrika, 87(2), 693–724. https://doi.org/10.1007/s11336-021-09821-x

Dole, R., Hoerling, M., Perlwitz, J., Eischeid, J., Pegion, P., Zhang, T., Quan, X.-W., Xu, T., & Murray, D. (2011). Was there a basis for anticipating the 2010 Russian heat wave? Geophysical Research Letters, 38(6), n/a-n/a. https://doi.org/10.1029/2010GL046582

Foley, G. D., Budhathoki, D., Thapa, A. B., & Aryal, H. P. (2023). Instructor perspectives on quantitative reasoning for critical citizenship. ZDM - International Journal on Mathematics Education, 55(5), 1009–1020. https://doi.org/10.1007/s11858-023-01520-4

Gunderson, E. A., & Hildebrand, L. (2021). Relations among spatial skills, number line estimation, and exact and approximate calculation in young children. Journal of Experimental Child Psychology, 212. https://doi.org/10.1016/j.jecp.2021.105251

Hurst, M. A., Butts, J. R., & Levine, S. C. (2022). Connecting Symbolic Fractions to Their Underlying Proportions Using Iterative Partitioning. Developmental Psychology, 58(9), 1702–1715. https://doi.org/10.1037/dev0001384

Izzatin, M., Waluya, S. B., Kartono, n., Dwidayati, N., & Dewi, N. R. (2021). Students’ proportional reasoning in solving non-routine problems based on mathematical disposition. Journal of Physics: Conference Series, 1918(4). https://doi.org/10.1088/1742-6596/1918/4/042114

Jitendra, A. K., Harwell, M. R., & Im, S.-H. (2022). Sustainability of a Teacher Professional Development Program on Proportional Reasoning Skills of Students With Mathematics Difficulties. Exceptional Children, 89(1), 79–100. https://doi.org/10.1177/00144029221094053

Jitendra, A. K., Harwell, M. R., Karl, S. R., Im, S.-H., & Slater, S. C. (2021). Investigating the Generalizability of Schema-Based Instruction Focused on Proportional Reasoning: A Multi-State Study. Journal of Experimental Education, 89(4), 587–604. https://doi.org/10.1080/00220973.2020.1751580

Jonsson, B., Granberg, C., & Lithner, J. (2020). Gaining Mathematical Understanding: The Effects of Creative Mathematical Reasoning and Cognitive Proficiency. Frontiers in Psychology, 11. https://doi.org/10.3389/fpsyg.2020.574366

Maharani, R. I., & Murtiyasa, B. (2023). Analysis of Students’ Error in Solving Trigonometry Comparison Problems With the Polya Criteria Guiden. Prima Jurnal Pendidikan Matematika, 7(2), 157. https://doi.org/10.31000/prima.v7i2.8482

Mata-Pereira, J., & da Ponte, J.-P. (2017). Enhancing students’ mathematical reasoning in the classroom: teacher actions facilitating generalization and justification. Educational Studies in Mathematics, 96(2), 169–186. https://doi.org/10.1007/s10649-017-9773-4

Maulyda, M. A., Annizar, A. M., Hidayati, V. R., & Mukhlis, M. (2020). Analysis of students’ verbal and written mathematical communication error in solving word problem. Journal of Physics: Conference Series, 1538(1), 012083. https://doi.org/10.1088/1742-6596/1538/1/012083

Maulyda, M. A., Sukoriyanto, S., Hidayati, V. R., Erfan, M., & Umar, U. (2020). Student Representation in Solving Story Problems Using Polya Steps. Formatif Jurnal Ilmiah Pendidikan Mipa, 10(1). https://doi.org/10.30998/formatif.v10i1.4629

McMillan, B. (2025). Connections within the Multiplicative Field: A Case Study of Adán’s Mathematical Thinking. Investigations in Mathematics Learning, 17(1), 1–21. https://doi.org/10.1080/19477503.2024.2372976

Nelson, G., Hunt, J. H., Martin, K., Patterson, B., & Khounmeuang, A. (2022). Current Knowledge and Future Directions: Proportional Reasoning Interventions for Students with Learning Disabilities and Mathematics Difficulties. Learning Disability Quarterly, 45(3), 159–171. https://doi.org/10.1177/0731948720932850

Nisa, T. F., Budayasa, I. K., Lukito, A., & Abadi, A. (2022, January). The Dynamics of Students’ Mathematical Cognition Process in Solving Multitasking-based Problems: A Typical PISA Problem Used to Examine Students’ Numerical Literacy. In International Conference on Madrasah Reform 2021 (ICMR 2021) (pp. 37-44). Atlantis Press. https://doi.org/10.2991/assehr.k.220104.007

Nugraha, Y., Sa’dijah, C., Susiswo, S., & Chandra, T. D. (2023). Proportional and Non-Proportional Situation: How to Make Sense of Them. International Journal of Educational Methodology, 9(2), 355–365. https://doi.org/10.12973/ijem.9.2.355

Pelen, M. S. (2025). Beyond the Across Algorithm: Informal Strategies for Inverse Proportional Problems. International Journal of Science and Mathematics Education, 23(5), 1341–1368. https://doi.org/10.1007/s10763-024-10524-9

Pişkin Tunç, M., & Çakıroğlu, E. (2022). Fostering prospective mathematics teachers’ proportional reasoning through a practice-based instruction. International Journal of Mathematical Education in Science and Technology, 53(2), 269–288. https://doi.org/10.1080/0020739X.2020.1844909

Rodríguez-Nieto, C. A., Pabón-Navarro, M. L., Cantillo-Rudas, B. M., Sudirman, S., & Font, V. F. (2025). The potential of ethnomathematical and mathematical connections in the pre-service mathematics teachers’ meaningful learning when problems-solving about brick-making. Infinity Journal, 14(2), 419–444. https://doi.org/10.22460/infinity.v14i2.p419-444

Rogers, K. C., & Steele, M. D. (2016). Graduate Teaching Assistants’ Enactment of Reasoning-and-Proving Tasks in a Content Course for Elementary Teachers. Journal for Research in Mathematics Education, 47(4), 372–419. https://doi.org/10.5951/jresematheduc.47.4.0372

Sabat, A. O., & Pramudya, I. (2021, November). Gender Difference: Students’ Mathematical Literacy in Problem Solving. In International Conference of Mathematics and Mathematics Education (I-CMME 2021) (pp. 25-30). Atlantis Press. https://doi.org/10.2991/assehr.k.211122.004

Sari, R. N., Rosjanuardi, R., Isharyadi, R., & Nurhayati, A. (2024). Level of students’ proportional reasoning in solving mathematical problems. Journal on Mathematics Education, 15(4), 1095–1114. https://doi.org/10.22342/jme.v15i4.pp1095-1114

Shofiyah, N., Suprapto, N., Prahani, B. K., Jatmiko, B., Anggraeni, D. M., & Nisa’, K. (2024). Exploring undergraduate students’ scientific reasoning in the force and motion concept. Cogent Education, 11(1), 2365579. https://doi.org/10.1080/2331186X.2024.2365579

Weiland, T., Orrill, C. H., Nagar, G. G., Brown, R. E., & Burke, J. (2021). Framing a robust understanding of proportional reasoning for teachers. Journal of Mathematics Teacher Education, 24(2), 179–202. https://doi.org/10.1007/s10857-019-09453-0




DOI: https://doi.org/10.31764/jtam.v10i1.33355

Refbacks

  • There are currently no refbacks.


Copyright (c) 2026 Samsul Irpan

Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

_______________________________________________

JTAM already indexing:

                     


_______________________________________________

 

Creative Commons License

JTAM (Jurnal Teori dan Aplikasi Matematika) 
is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License

______________________________________________

_______________________________________________

_______________________________________________ 

JTAM (Jurnal Teori dan Aplikasi Matematika) Editorial Office: