Exploring Students’ Spatial Ability in Geometry Transformations Based on Cognitive Styles through the APOS Framework
This study aims to analyze the spatial ability of Field Independent (FI) and Field Dependent (FD) students in two-dimensional geometric transformation tasks across three aspects: spatial visualization, mental rotation, and spatial orientation. It also examines students’ cognitive development through APOS stages and identifies thinking patterns across these aspects. This qualitative case study involved six ninth-grade students from a public junior high school in Bandung, Indonesia. Participants were purposively selected based on their Group Embedded Figures Test (GEFT) scores, comprising three FI and three FD students. Data were collected through a spatial ability test and semi-structured interviews. Written responses and interview transcripts were analyzed using APOS-based coding criteria, supported by triangulation between written and verbal data. Students’ spatial ability varied across cognitive styles, spatial aspects, and APOS stages. FI students generally showed higher and more varied achievement than FD students, particularly in spatial visualization. However, this pattern was not entirely consistent, as one FI student did not demonstrate sufficient evidence to be classified at the Action stage, which is the most basic stage in the APOS framework, across all aspects. Mental rotation and spatial orientation were more difficult than spatial visualization; only one FI student met the criteria for each indicator. FD students achieved mainly in spatial visualization, with two students reaching the Schema stage when visual and coordinate-based support was available. However, all FD students failed to achieve the indicators for mental rotation and spatial orientation, and mostly remained at the Action stage. This study indicates that spatial ability in geometric transformations is influenced not only by cognitive style but also by task demands, visual support, and prerequisite understanding. Geometry instruction should provide structured visual support and gradual transitions toward independent mental manipulation, particularly in rotation and orientation tasks.
Keywords: spatial ability, cognitive style, field independent, field dependent, geometry transformation, APOS theory.
Adams, J., Resnick, I., & Lowrie, T. (2023). Supporting senior high-school students’ measurement and geometry performance: Does spatial training transfer to mathematics achievement?. Mathematics Education Research Journal, 35(4), 879–900. https://doi.org/10.1007/s13394-022-00416-y
Arnon, I., Cottrill, J., Dubinsky, E., Oktaç, A., Fuentes, S. R., Trigueros, M., & Weller, K. (2013). Mental structures and mechanisms: APOS theory and the construction of mathematical knowledge. In APOS theory: A framework for research and curriculum development in mathematics education (pp. 17–26). New York, NY: Springer New York.
Astuti, E. P., Reza, S. H., Ngulia, K. N., Lestari, D., Saktiyani, D., & Pradana, S. L. (2025). Analysis of spatial reasoning ability in solving geometric transformation problems. Jurnal Math Educator Nusantara, 11(2), 279–291. https://doi.org/10.29407/jmen.v11i2.27277
Bintoro, H. S., Sukestiyarno, Y. L., Mulyono, & Walid. (2021). The spatial thinking process of the field-independent students based on action–process–object–schema theory. European Journal of Educational Research, 10(4), 1807–1823. https://doi.org/10.12973/EU-JER.10.4.1807
Bintoro, H. S., Sukestiyarno, Y. L., Mulyono, M., & Walid, W. (2022). The spatial thinking process of the field-dependent students in reconstructing the geometrical concept. International Journal of Evaluation and Research in Education, 11(3), 1116–1124. https://doi.org/10.11591/ijere.v11i3.22399
Borji, V., Alamolhodaei, H., & Radmehr, F. (2018). Application of the APOS-ACE theory to improve students’ graphical understanding of derivative. EURASIA Journal of Mathematics, Science and Technology Education, 14(7), 2947–2967. https://doi.org/10.29333/ejmste/91451
Borji, V., & Martínez-Planell, R. (2020). On students’ understanding of implicit differentiation based on APOS theory. Educational Studies in Mathematics, 105(2), 163–179. https://doi.org/10.1007/s10649-020-09991-y
Bruce, C. D., Davis, B., Sinclair, N., McGarvey, L., Hallowell, D., Drefs, M., Francis, K., Hawes, Z., Moss, J., Mulligan, J., & Okamoto, Y. (2017). Understanding gaps in research networks: Using “spatial reasoning” as a window into the importance of networked educational research. Educational Studies in Mathematics, 95, 143–161. https://doi.org/10.1007/s10649-016-9743-2
Dubinsky, E., & McDonald, M. A. (2001). APOS: A constructivist theory of learning in undergraduate mathematics education research. In D. Holton, M. Artigue, U. Kirchgräber, J. Hillel, M. Niss, & A. Schoenfeld (Eds.), The teaching and learning of mathematics at university level: An ICMI study (Vol. 7, pp. 275–282). Springer Netherlands. https://doi.org/10.1007/0-306-47231-7_25
Duffy, G., Sorby, S., & Bowe, B. (2024). Exploring the role of spatial ability in the mental representation of word problems in mathematics. Frontiers in Education, 9, Article 1346474. https://doi.org/10.3389/feduc.2024.1346474
Febrianti, D. A., Emmanuela, E., Tambunan, B., & Tarigan, G. H. (2024). Peningkatan kemampuan spasial siswa SMP Negeri 17 kelas IX melalui penerapan RME berbantuan media interaktif GeoGebra pada materi transformasi geometri [Improving the spatial abilities of grade IX students of SMP Negeri 17 through the application of RME assisted by interactive GeoGebra media on geometric transformation material.]. JagoMIPA: Jurnal Pendidikan Matematika dan IPA, 4(3), 553–561. https://doi.org/10.53299/jagomipa.v4i3.792
Giancola, M., D’Amico, S., & Palmiero, M. (2023). Working memory and divergent thinking: The moderating role of field-dependent-independent cognitive style in adolescence. Behavioral Sciences, 13(5), Article 397. https://doi.org/10.3390/bs13050397
Gilligan-Lee, K. A., & Hawes, Z. C. K. (2022). Spatial thinking as the missing piece in mathematics curricula. npj Science of Learning, 7, Article 10. https://doi.org/10.1038/s41539-022-00128-9
Harris, D. (2021). Spatial ability, skills, reasoning or thinking: What does it mean for mathematics? In Y. H. Leong et al. (Eds.), Excellence in mathematics education: Foundations and pathways (Proceedings of the 43rd Annual Conference of the Mathematics Education Research Group of Australasia, pp. 219–226). MERGA.
Harris, D. (2023). Spatial reasoning in context: Bridging cognitive and educational perspectives of spatial-mathematics relations. Frontiers in Education, 8, Article 1302099. https://doi.org/10.3389/feduc.2023.1302099
Hasdi, Manuharawati, & Sulaiman, R. (2024). Kemampuan pemecahan masalah matematika siswa sekolah dasar dengan gaya kognitif field dependent [Mathematical problem-solving abilities of elementary school students with field-dependent cognitive style]. EDUKASIA: Jurnal Pendidikan dan Pembelajaran, 5(1), 1431–1438. https://doi.org/10.62775/edukasia.v5i1.1040
Hawes, Z., Moss, J., Caswell, B., Naqvi, S., & MacKinnon, S. (2017). Enhancing children’s spatial and numerical skills through a dynamic spatial approach to early geometry instruction: Effects of a 32-week intervention. Cognition and Instruction, 35(3), 236–264. https://doi.org/10.1080/07370008.2017.1323902
Hidayati, A., Rusijono, R., Arianto, F., Prasetya, S. P., & Murtini, S. (2025). The influence of the map-assisted problem-based learning model and cognitive style on the spatial and critical thinking abilities of junior high school students. Edelweiss Applied Science and Technology, 9(9), 1968–1983. https://doi.org/10.55214/2576-8484.v9i9.10281
Koyunkaya, M. Y., & Boz-Yaman, B. (2023). Changes in students’ mental constructions of function transformations through the APOS framework. International Electronic Journal of Mathematics Education, 18(4), Article em0747. https://doi.org/10.29333/iejme/13515
Kurt, G., Önel, F., & Çakıoğlu, Ö. (2023). An investigation of middle school students’ spatial reasoning skills. International Electronic Journal of Elementary Education, 16(1), 123–141. https://doi.org/10.26822/iejee.2023.319
Lacko, D., Prošek, T., Čeněk, J., Helísková, M., Ugwitz, P., Svoboda, V., Počaji, P., Vais, M., Halířová, H., Juřík, V., & Šašinka, Č. (2023). Analytic and holistic cognitive style as a set of independent manifests: Evidence from a validation study of six measurement instruments. PLoS ONE, 18(6), Article e0287057. https://doi.org/10.1371/journal.pone.0287057
Li, C., Mu, X., Tan, Y., Gu, C., Hu, B. Y., & Fan, C. (2023). Do field-dependent individuals tend to have lower creativity than field-independent ones? The role of informational cues in electronic brainstorming. Interactive Learning Environments, 31(2), 1106–1125. https://doi.org/10.1080/10494820.2020.1821715
Lowrie, T., & Logan, T. (2023). Spatial visualization supports students’ math: Mechanisms for spatial transfer. Journal of Intelligence, 11(6), Article 127. https://doi.org/10.3390/jintelligence11060127
Lusiyana, D., & Juandi, D. (2024). Analysis of spatial ability in mathematics learning: A systematic literature review. Lentera Sriwijaya: Jurnal Ilmiah Pendidikan Matematika, 6(1), 28–36. https://doi.org/10.36706/jls.v6i1.2
Maier, P. H. (1996). Spatial geometry and spatial ability: How to make solid geometry solid? In K. P. Müller (Ed.), Beiträge zum Mathematikunterricht 1996: Vorträge auf der 30. Tagung für Didaktik der Mathematik (pp. 272–275). Franzbecker.
Maresch, G. (2013). Spatial ability: The phases of spatial ability research. Journal for Geometry and Graphics, 17(2), 237–250.
Mix, K. S., & Cheng, Y. L. (2012). The relation between space and math: Developmental and educational implications. In J. B. Benson (Ed.), Advances in child development and behavior, 42, 197–243. Elsevier. https://doi.org/10.1016/B978-0-12-394388-0.00006-X
Nadzeri, Musa, M., Meng, C. C., & Ismail, I. M. (2024). The effects of augmented reality geometry learning applications on spatial visualization ability for lower primary school pupils. International Journal of Interactive Mobile Technologies, 18(16), 104–118. https://doi.org/10.3991/ijim.v18i16.47079
Newcombe, N. S. (2016). Thinking spatially in the science classroom. Current Opinion in Behavioral Sciences, 10, 1–6. https://doi.org/10.1016/j.cobeha.2016.04.010
Newcombe, N. S., & Frick, A. (2010). Early education for spatial intelligence: Why, what, and how. Mind, Brain, and Education, 4(3), 102–111. https://doi.org/10.1111/j.1751-228X.2010.01089.x
Nori, R., Boccia, M., Palmiero, M., & Piccardi, L. (2023). The contribution of field independence in virtual spatial updating. Current Psychology, 42(6), 4567–4576. https://doi.org/10.1007/s12144-021-01788-3
Ramful, A., Lowrie, T., & Logan, T. (2017). Measurement of spatial ability: Construction and validation of the spatial reasoning instrument for middle school students. Journal of Psychoeducational Assessment, 35(7), 709–727. https://doi.org/10.1177/0734282916659207
Rutherford, T., Kessler, S., & Lee, D. S. (2018). Is the spatial/math connection unique? Associations between mental rotation and elementary mathematics and English achievement. Learning and Individual Differences, 62, 180–199. https://doi.org/10.1016/j.lindif.2018.01.014
Sabil, H., Simanjuntak, S. M. O. U., Iriani, D., & Junita, R. (2024). Analysis of students’ spatial ability in geometry material. JPI (Jurnal Pendidikan Indonesia), 13(3), 436–448. https://doi.org/10.23887/jpiundiksha.v13i3.77083
Schenck, K. E., & Nathan, M. J. (2024). Navigating spatial ability for mathematics education: A review and roadmap. Educational Psychology Review, 36(3), Article 89. https://doi.org/10.1007/s10648-024-09935-5
Syahbudin, F., Priatna, N., & Yulianti, K. (2024). Analyzing cognitive styles and spatial abilities in geometry transformations through the problem-based learning approach. Jurnal Pendidikan Progresif, 14(3), 2130–2144. https://doi.org/10.23960/jpp.v14.i3.2024144
Ubuz, B., & Aydınyer, Y. (2019). Project-based geometry learning: Knowledge and attitude of field-dependent/independent cognitive style students. Journal of Educational Research, 112(3), 285–300. https://doi.org/10.1080/00220671.2018.1502138
Wai, J., Lubinski, D., & Benbow, C. P. (2009). Spatial ability for STEM domains: Aligning over 50 years of cumulative psychological knowledge solidifies its importance. Journal of Educational Psychology, 101(4), 817–835. https://doi.org/10.1037/a0016127
Witkin, H. A., Moore, C. A., Goodenough, D. R., & Cox, P. W. (1977). Field-dependent and field-independent cognitive styles and their educational implications. Review of Educational Research, 47(1), 1–64. https://doi.org/10.3102/00346543047001001
Wulandari, E. D., Hidayanto, E., Subanji, & Rahardi, R. (2019). Mathematical representation of cerebral palsy students in constructing the concept of plane geometry based on APOS theory. Journal of Physics: Conference Series, 1227(1), Article 012018. https://doi.org/10.1088/1742-6596/1227/1/012018
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), Article 41. https://doi.org/10.3390/jintelligence13040041
Yıldızhan, B., & Ertekin, E. (2024). A bibliometric review on spatial ability studies in education. Educational Academic Research, 1–20. https://doi.org/10.33418/education.1421882
Yuliardi, R., & Rosjanuardi, R. (2021). Hypothetical learning trajectory in student’s spatial abilities to learn geometric transformation. JRAMathEdu (Journal of Research and Advances in Mathematics Education), 6(3), 174–190. https://doi.org/10.23917/jramathedu.v6i3.13338
Refbacks
- There are currently no refbacks.

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

