Uncovering strategies and decision-making approaches of grade xi students on pisa problems
Main Article Content
Abstract
Mathematical decision-making skills are required when students encounter tasks that demand information filtering and appropriate procedural choices, such as those found in PISA. This study aims to describe how Grade XI students make mathematical decisions when solving PISA problems by examining the tendencies that appear at each stage of problem solving. The research employed a qualitative approach with a case study design, involving purposively selected participants. Data were collected through problem-solving tests and task-based interviews, and validated using triangulation of written responses, interview results, and researcher field notes. The findings show that intuitive subjects tend to make decisions quickly based on visual perception and spontaneous judgment without mathematical verification. Empirical subjects rely on visual inspection and prior experience supported by limited calculation. Heuristic subjects depend on general rules they perceive as applicable to the task structure, although this often leads to oversimplification. Rational subjects follow a structured process involving complete calculations and systematic comparison of alternatives before making a decision. These results indicate that variations in thinking strategies influence the accuracy of students’ mathematical decisions.
Article Details
Issue
Section

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
How to Cite
References
Dewantara, A. H. (2018). Soal matematika model PISA: Alternatif materi program pengayaan. DIDAKTIKA: Jurnal Kependidikan, 12(2), 197–213.
Dewi, I. L. K., Suprayo, T., Junaedi, I., & Cahyono, A. N. (2024). MATHEMATICAL THINKING PROCESS OF STUDENTS IN SOLVING CONTROVERSIAL MATHEMATICS PROBLEMS BASED ON DECISION-MAKING TYPES. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 13(4), 1313. https://doi.org/10.24127/ajpm.v13i4.9641
Drastisianti, A., & Alighiri, D. (2021). Pembelajaran Berbasis Riset untuk Meningkatkan Kemampuan Multipel Representasi Mahasiswa dalam Memahami Soal HOTS. Jurnal Komunikasi Pendidikan, 5(2), 152–163.
Fatma, I. Z., & Suwarno, S. (2023). Pengambilan keputusan dalam menyelesaikan soal pisa konteks pribadi: apakah siswa reflektif lebih unggul dari impulsif? AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 12(1), 1393. https://doi.org/10.24127/ajpm.v12i1.7007
Fitri, A., Rusliah, N., & Putra, A. (2024). Kemampuan pengambilan keputusan pada pembelajaran matematika materi laju perubahan satuan. JPMI (Jurnal Pembelajaran Matematika Inovatif), 7(1), 191–204. https://doi.org/10.22460/jpmi.v7i1.21914
Gigerenzer, G., & Gaissmaier, W. (2011). Heuristic decision making. Annual Review of Psychology, 62(1), 451–482. https://doi.org/10.1146/annurev-psych-120709-145346
Hänze, M., & Leiss, D. (2022). Using heuristic worked examples to promote solving of reality-based tasks in mathematics in lower secondary school. Instructional Science, 50(4), 529–549. https://doi.org/10.1007/s11251-022-09583-8
Kahneman, D. (2011). Thinking, fast and slow. Farrar, Straus and Giroux.
Lamond, D., & Thompson, C. (2000). Intuition and analysis in decision making and choice. Journal of Nursing Scholarship, 32(4), 411–414. https://doi.org/10.1111/j.1547-5069.2000.00411.x
Maratusholiha, A. (2019). Kemampuan pengambilan keputusan siswa dalam menyelesaikan soal statistika ditinjau dari berpikir logis [UIN Sunan Ampel Surabaya]. http://digilib.uinsa.ac.id/33488/
Nasir, N. A. M., & Singh, P. (2023). The Effect of a Problem-Solving Approach on Students’ Heuristics Knowledge Development. International Journal of Academic Research in Accounting, Finance and Management Sciences, 13(2). https://doi.org/10.6007/IJARAFMS/v13-i2/18025
OECD. (2022). PISA 2022 Mathematics Framework.
Ramírez-Contreras, A., Zúñiga-Silva, L., & Ojeda-Gómez, E. (2023). A study on mathematics students’ probabilistic intuition for decision-making in high school. International Electronic Journal of Mathematics Education, 18(4), em0749.
Salimi, M., Hidayah, R., Suhartono, Susiani, T. S., Wahyono, Wahyudi, A. B. E., & Fajari, L. E. W. (2024). Evaluating the impact of the DECIDE model on decision-making skills in elementary teacher education students in Indonesia. Journal for Lesson and Learning Studies, 7(3), 449–460. https://doi.org/10.23887/jlls.v7i3.84231
Savolainen, R. (2017). Heuristics elements of information-seeking strategies and tactics: a conceptual analysis. Journal of Documentation, 73(6), 1322–1342.
Siebert, J. U., Kunz, R. E., & Rolf, P. (2021). Effects of decision training on individuals’ decision-making proactivity. European Journal of Operational Research, 294(1), 264–282. https://doi.org/https://doi.org/10.1016/j.ejor.2021.01.010
Suwarto, S., Hidayah, I., Rochmad, R., & Masrukan, M. (2023). Intuitive thinking: Perspectives on intuitive thinking processes in mathematical problem solving through a literature review. Cogent Education, 10(2), 2243119.
Todd, P. M., & Gigerenzer, G. (2012). Ecological rationality: Intelligence in the world. OUP USA.
Wang, Y., & Ruhe, G. (2007). The cognitive process of decision making. International Journal of Cognitive Informatics and Natural Intelligence (IJCINI), 1(2), 73–85. https://doi.org/10.4018/jcini.2007040105
Xu, T., Sun, S., & Kong, Q. (2025). Spatial Reasoning and Its Contribution to Mathematical Performance Across Different Content Domains: Evidence from Chinese Students. Journal of Intelligence, 13(4). https://doi.org/10.3390/jintelligence13040041
Yuliana, E. (2015). Pengembangan soal open ended pada pembelajaran matematika untuk mengidentifikasi kemampuan berfikir kreatif siswa. Prosiding Seminar Nasional Pendidikan Matematika (SNAPTIKA), 165–172.