The Dynamics of Students' Heuristic Failure and Mathematical Perseverance in Solving Contextual Problems Across Cognitive Demand Levels

Authors

  • Asta Denata Universitas Negeri Surabaya
  • Sugi Hartono Universitas Negeri Surabaya

DOI:

https://doi.org/10.26740/jomp.v7n2.p114-134

Keywords:

Heuristic Failure, Mathematical Perseverance, Cognitive Demand Level, Contextual Problems

Abstract

This study aimed  the dynamics of heuristic failure and mathematical perseverance among students in solving contextual problems across different cognitive demand levels. A descriptive qualitative approach was employed involving three purposively selected tenth-grade students representing high, medium, and low mathematical ability. The research instruments consisted of a mathematics ability test, a contextual problem-solving test on Systems of Linear Equations in Three Variables comprising Procedures with Connections (PWC) and Doing Mathematics (DM) tasks, and retrospective interviews. Data were analyzed using the heuristic failure framework adapted from Schoenfeld and the Three-Phase Perseverance Process (3PP) proposed by DiNapoli and Miller. The findings revealed that the high-ability student experienced heuristic failure at the execution and reflection stages and discontinued effort after reaching an impasse on the DM task. The medium-ability student revised errors and sustained productive effort until obtaining a correct solution, whereas the low-ability student experienced more dominant heuristic failures and did not continue solving the problem after encountering an impasse. The findings indicate that mathematical ability alone did not determine perseverance patterns, particularly when students encountered an impasse in the more cognitively demanding DM task.

 

 

 

 

References

Agusfianuddin, A., Muzaki, A., & Sabrun, S. (2025). Studi Profil Pemecahan Masalah Guru Matematika dalam Penyelesaian Soal Cerita Berbasis Strategi Heuristik Polya. Panthera : Jurnal Ilmiah Pendidikan Sains Dan Terapan, 5(4), 1516–1532. https://doi.org/10.36312/panthera.v5i4.789

Barnes, A. (2019). Perseverance in mathematical reasoning: the role of children’s conative focus in the productive interplay between cognition and affect. Research in Mathematics Education, 21(3), 271–294. https://doi.org/10.1080/14794802.2019.1590229

Brinus, K. S. W., Makur, A. P., Nendi, F., Studi, P., Matematika, P., Santu, S., Jalan, P., Yani, A., 10, N., & Tenggara, N. (2019). Mosharafa: Jurnal Pendidikan Matematika Pengaruh Model Pembelajaran Kontekstual terhadap Pemahaman Konsep Matematika Siswa SMP. 8(2). http://journal.institutpendidikan.ac.id/index.php/mosharafa

DiNapoli, J., & Miller, E. K. (2022). Recognizing, supporting, and improving student perseverance in mathematical problem-solving: The role of conceptual thinking scaffolds. Journal of Mathematical Behavior, 66. https://doi.org/10.1016/j.jmathb.2022.100965

Hartono, S., Siswono, T. Y. E., & Ekawati, R. (2025). Investigating preservice teachers’ concept image in proving Pythagorean Theorem. In AIP Conference Proceedings (Vol. 3316, No. 1, p. 140006). AIP Publishing LLC.

Hartono, S., Siswono, T. Y. E., & Ekawati, R. (2024). From Informal to Formal Proof in Geometry: A Preliminary Study of Scaffolding-Based Interventions for Improving Preservice Teachers' Level of Proof. Mathematics Teaching Research Journal, 16(2), 48-62.

Herold-Blasius, R. (2025). The role of strategy keys in enhancing heuristics and self-regulation in mathematical problem-solving: A qualitative, explorative, and type-building study with primary school students. Investigations in Mathematics Learning, 17(4), 289–308. https://doi.org/10.1080/19477503.2024.2430135

Jaenudin, S., Aminah, M., & Yusuf, Y. (2025). Analysis of Students’ Mathematical Problem-Solving Abilities. Jurnal Cendekia : Jurnal Pendidikan Matematika, 9(1), 195–202. https://doi.org/10.31004/cendekia.v9i1.3743

Kohen, Z., & Nitzan-Tamar, O. (2022). Contextual Mathematical Modelling: Problem-Solving Characterization and Feasibility. Education Sciences, 12(7). https://doi.org/10.3390/educsci12070454

Rasyid, A. N. (2025). Analisis Perseverance in Mathematical Reasoning (PiMR) dalam menyelesaikan Soal Penalaran Matematis pada materi Persamaan Linear Satu Variabel berdasarkan Adversity Quotient (AQ) siswa di kelas VIII A SMP Negeri 9 Kota Jambi.

Saygılı, E. ; (2017). Examining The Problem Solving Skills and The Strategies Used by High School Students in Solving Non-routine Problems. In E-International Journal of Educational Research (Vol. 8, Number 2).

Schoenfeld, A. H. (1992). Learning to Think Mathematically: Problem Solving, Metacognition,and Sense Making in Mathematics.

Siswono, T. Y. E., Lukito, A., Fiangga, S., & Hartono, S. (2025, September). How creative are teachers in mathematical learning activities?. In AIP Conference Proceedings (Vol. 3316, No. 1, p. 110032). AIP Publishing LLC.

Wakhata, R., Mutarutinya, V., & Balimuttajjo, S. (2023). Exploring the impact of Stein et al.’s levels of cognitive demand in supporting students’ mathematics heuristic problem-solving abilities. Frontiers in Education, 8. https://doi.org/10.3389/feduc.2023.949988

Wilburne, J. M., & Dause, E. (2017). Teaching self-regulated learning strategies to low-achieving fourth-grade students to enhance their perseverance in mathematical problem solving. Investigations in Mathematics Learning, 9(1), 38–52. https://doi.org/10.1080/19477503.2016.1245036

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Published

2026-07-31

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