A qualitative study of students’ semiotic ability in calculus problem representation: A visual thinking perspective
DOI:
https://doi.org/10.30762/f_m.v9i1.8184Keywords:
Calculus, Mathematical Representation, Peirce’s Triadic Theory, Semiotic Ability, Visual ThinkingAbstract
Amid limited attention to the interplay between visual thinking and semiotic processes in calculus learning, this study aims to describe students’ semiotic ability to represent calculus problems at different levels of visual thinking. This study employed a descriptive qualitative case study design to explore students’ semiotic abilities in representing calculus problems at different levels of visual thinking. The subjects were selected through purposive sampling from fourth-semester Mathematics Education students. Data were collected through written tests and semi-structured interviews, then analyzed using Peirce’s Triadic semiotic framework. The findings indicate that students with high visual thinking ability can construct deep conceptual interpretants, particularly in understanding derivatives as dynamic processes and as geometric transitions from secant lines to tangent lines; however, they have difficulty articulating this understanding through written visual representations. Students with moderate visual thinking ability demonstrate partial comprehension of semiotic components and can integrate them only with reflective scaffolding. In contrast, students with low visual thinking ability fail across all semiotic aspects and therefore tend to rely on mechanistic procedures without a strong conceptual foundation. These results suggest a strong positive relationship between visual thinking and semiotic ability and underscore the urgency of integrating multimodal, visually oriented approaches into calculus instruction to foster comprehensive conceptual understanding.
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Adu-Gyamfi, K., Chandler, K., & Thompson, A. (2025). Algebra story problem: The nature of students’ obstacles. School Science and Mathematics, 125(2), 140–153. https://doi.org/10.1111/SSM.12659
Aleksić, S. (2025). Exploring student understanding of limits and derivatives through examples and pedagogical commentary. Journal of Educational Studies in Mathematics and Computer Science, 2(1), 5–14. https://doi.org/10.5937/JESMAC2501005A
Anwar, Z., Supriadi, Hamid, A., Mahmuri, H., Liani, A. M., & Nurmala, R. (2023). Analysis of mathematical critical thinking skills through a semiotic approach. Proceedings of the 5th International Conference on Statistics, Mathematics, Teaching, and Research, 60–69. https://doi.org/10.2991/978-94-6463-332-0_8
Arifinta, H. N., Wulan, E. R., & Yacan, N. (2025). Mathematical disposition as a predictor of students’ mathematical communication in solving HOTS-based contextual problems. Journal Focus Action of Research Mathematic (Factor M), 8(2), 217–241. https://doi.org/10.30762/F_M.V8I2.6885
Assyakurrohim, D., Ikhram, D., Sirodj, R. A., & Afgani, M. W. (2023). Metode studi kasus dalam penelitian kualitatif. Jurnal Pendidikan Sains Dan Komputer, 3(01), 1–9. https://doi.org/10.47709/JPSK.V3I01.1951
Asyhar, B., & Sholihah, U. (2024). HOTS-Based student worksheet development to improve students’ visual thinking skills in solving calculus problems. Matematika Dan Pembelajaran, 12(2), 143–165. https://doi.org/10.33477/mp.v12i2.8196
Azis, A., Handayani, I. T., Ferniati, F., Anggriana, N., & Aisyah, A. (2023). Analysis of students’ cognitive difficulties based on the revised Bloom’s taxonomy in solving mathematics problems. Journal Focus Action of Research Mathematic (Factor M), 6(1), 117–138. https://doi.org/10.30762/factor_m.v6i1.1057
Bordron, J.-F. (2025). Enunciation as semiosis. Tópicos Del Seminario, 1(53), 82–95. https://doi.org/10.35494/TOPSEM.2025.1.53.888
Cahyani, L. N., Shodiq, L. J., & Agustin, D. R. (2022). Kemampuan literasi matematika siswa dalam memecahkan soal TIMMS konten aljabar ditinjau dari pengetahuan metakognitif. Journal Focus Action of Research Mathematic (Factor M), 5(1), 31–51. https://doi.org/10.30762/F_M.V5I1.646
Campos, A. M., Lizeth, K., Rojas, C., Citar, C., Morales Campos, A., & Funciones, ". (2023). Cognitive functions of semiosis and signs. DICERE, 4, 16–23. https://doi.org/10.35830/DC.VI4.92
Carter, J. (2019). Visual thinking in mathematics. Philosophy. https://doi.org/10.1093/OBO/9780195396577-0229
Chaves, R. C. de C., & Laburú, C. E. (2024). Contributions of semiotic studies to understanding meanings and overcoming students’ difficulties in scientific symbolic representations: A review. Revista Inclusiones, 11(3), 120–133. https://doi.org/10.58210/FPRC3547
Claudia, L. F., Kusmayadi, T. A., & Fitriana, L. (2021). Semiotic analysis of mathematics problems-solving: Configure mathematical objects viewed from high mathematical disposition. Journal of Physics: Conference Series, 1808(1), 012048. https://doi.org/10.1088/1742-6596/1808/1/012048
Csaszar, F. A., Hinrichs, N., & Heshmati, M. (2024). External representations in strategic decision-making: Understanding strategy’s reliance on visuals. SSRN Electronic Journal. https://doi.org/10.2139/SSRN.4806761
Danial, Upu, H., Ihsan, H., & Armayanti, A. K. (2024). Solving mathematics problems based on visual information processing. Asian Journal of Education and Social Studies, 50(3), 219–225. https://doi.org/10.9734/AJESS/2024/V50I31298
Ekowati, D. W., Nusantara, T., Muksar, M., & Sudjimat, D. A. (2024). A literature review of multimodal semiotic reasoning in mathematics. Pegem Journal of Education and Instruction, 14(2), 261–274. https://doi.org/10.47750/PEGEGOG.14.02.30
Firnanda, D. T. F., & Wahyuni, I. (2024). Semiotic mathematics representation ability based on symbolic in solving SPLSV problems in class VII students. Ta’dib, 27(1), 205–216. https://doi.org/10.31958/JT.V27I1.11562
Isnaeni, S., Fajriyah, L., Risky, E. S., Purwasih, R., & Hidayat, W. (2018). Analisis kemampuan penalaran matematis dan kemandirian belajar siswa SMP pada materi persamaan garis lurus. Journal of Medives: Journal of Mathematics Education IKIP Veteran Semarang, 2(1), 107–116. https://doi.org/10.31331/MEDIVES.V2I1.528
Kõvamees, E. (2024). Semiosis and Science. In: Tragel, E.M. (eds) Explorations in Dynamic Semiosis. Theory and History in the Human and Social Sciences. Springer, Cham. https://doi.org/10.1007/978-3-031-47001-1_2
Kunwar, R. (2024). An overview of strategies for conceptualizing derivative and their applications in daily life for secondary-level mathematics students. Journal of Applied Science and Education (JASE), 4(1), 1–18. https://doi.org/10.54060/A2ZJOURNALS.JASE.44
Lisnanur, S., & Purwasih, R. (2023). Analisis kemampuan komunikasi matematis siswa SMA berdasarkan perspektif semiotik Peirce. Jurnal Lebesgue : Jurnal Ilmiah Pendidikan Matematika, Matematika dan Statistika, 4(3), 1670–1679. https://doi.org/10.46306/lb.v4i3.467
Magnani, L., & Biglari, A. (2024). Externalization of the mind in the meaning-making process: An integrated semiotic and cognitive science perspective. Cognitive Semiotics, 17(2), 191–206. https://doi.org/10.1515/COGSEM-2024-2014
Mainali, B. (2021). Representation in teaching and learning mathematics. International Journal of Education in Mathematics, Science and Technology, 9(1), 1–21. https://doi.org/10.46328/IJEMST.1111
Miles, M. B., & Huberman, A. M. (1994). Qualitative data analysis: An expanded sourcebook. Sage Publications.
Nugraheni, Z., & Hadi, S. (2023). Students conceptual understanding of logic material in terms of assessment diagnostic result. Journal Focus Action of Research Mathematic (Factor M), 6(2), 73–91. https://doi.org/10.30762/F_M.V6I2.2091
Palayukan, H., Lembang, S. T., Situru, A. G., Rapa, S. D., & Heri. (2023). Analisis semiotik: Representamen siswa dalam menyelesaikan operasi bilangan bulat. Jurnal Pembelajaran Matematika Inovatif, 6(4), 1699–1708. https://doi.org/10.22460/jpmi.v6i4.17860
Peña-Páez, L. M. (2024). Visualization as an intuitive process in mathematical practice. Conatus - Journal of Philosophy, 9(2), 195–221. https://doi.org/10.12681/cjp.34917
Petrilli, S. (2020). Learning and education in the global sign network. Semiotica, 2020(234), 317–420. https://doi.org/10.1515/SEM-2020-0043
Sholihah, U., & Asyhar, B. (2023). The students’ visual reasoning in solving integral problems. Journal Focus Action of Research Mathematic (Factor M), 6(2), 15–26. https://doi.org/10.30762/F_M.V6I2.1988
Sholihah, U., & Maryono. (2020). Students’ visual thinking ability in solving the integral problem. JRAMathEdu (Journal of Research and Advances in Mathematics Education), 5(2), 175–186. https://doi.org/10.23917/jramathedu.v5i2.10286
Sproat, R. (2023). Symbols: An evolutionary history from the stone age to the future. Springer, Cham. https://doi.org/10.1007/978-3-031-26809-0
Stephan, M., & Akyuz, D. (2022). Semiotics from a social constructivist perspective. International Journal of Science and Mathematics Education, 20(7), 1499–1519. https://doi.org/10.1007/S10763-021-10212-Y
Sulistyorini, Y., & Napfiah, S. (2019). Analisis kemampuan berpikir kritis mahasiswa dalam memecahkan masalah kalkulus. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 8(2), 279–287. https://doi.org/10.24127/AJPM.V8I2.1947
Sumpter, L., Blomqvist, A., Nydahl, A., & Sollerman, S. (2025). Mathematical equivalence and grade 6 students’ errors. Scandinavian Journal of Educational Research. https://doi.org/10.1080/00313831.2025.2550274
Susanti, R. D., Lukito, A., & Ekawati, R. (2023). Peirce’s semiotic in computational thinking for mathematical problem-solving process. Journal of Higher Education Theory and Practice, 23(16), 102–112. https://doi.org/10.33423/JHETP.V23I16.6466
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