Spatial-Visual Ability Profiles Across Mathematics Achievement Levels: Identifying Key Discriminating Dimensions
DOI:
https://doi.org/10.33394/jp.v13i4.21839Keywords:
Spatial-Visual Ability, Spatial Visualization, Geometric Transformation, Mathematics AchievementAbstract
This study aims to describe students’ spatial-visual ability profiles across different levels of mathematics achievement, examine differences among high-, medium-, and low-achievement groups, and identify the spatial-ability dimension that most clearly distinguishes these groups. This mixed-methods study employed a sequential explanatory design involving 65 eleventh-grade students selected through purposive sampling. Quantitative data were collected using a spatial-visual ability test and analyzed using descriptive statistics, the Kruskal–Wallis test, effect size estimation, and pairwise comparisons with Bonferroni correction. Qualitative data were obtained through questionnaires and semi-structured interviews with nine students selected using maximum variation sampling and were analyzed thematically. The results showed that students in the high- and medium-achievement groups obtained nearly identical mean scores (76.08 and 76.19, respectively), whereas the low-achievement group obtained a substantially lower mean score (39.40). The Kruskal–Wallis test revealed significant differences among the three groups, H(2) = 13.768, p = .001, with a medium effect size (ε² = .190). Pairwise comparisons showed significant differences between the low- and high-achievement groups (p = .014) and between the low- and medium-achievement groups (p = .003), but not between the high- and medium-achievement groups (p = .913). Spatial visualization emerged as the most distinctive dimension, particularly in multi-step transformation tasks. These findings contribute to mathematics education by demonstrating that achievement-based grouping may mask distinct spatial-visual ability profiles.
References
Agustina, L. A., & Masyithoh, S. (2025). Pengaruh lingkungan sekolah terhadap prestasi belajar siswa di sekolah dasar: Tinjauan literatur. Jurnal Pendidikan Dan Keguruan, 3(3), 692–702.
Alia, H., Lisnani, L., Widyawati, H., Walker, J., & Azhar, R. H. (2026). Integrated Non-Digital Media Innovation ‘Space Capsule’ to Train Spatial Visualization Skills in Solid Geometry for Students. Mosharafa: Jurnal Pendidikan Matematika, 15(1), 311–323. https://doi.org/10.31980/mosharafa.v15i1.3551
Anisa, U. I., Suanto, E., Yuanita, P., & Maimunah, M. (2023). Analisis Kesalahan Siswa pada Pembelajaran Matematika Berdasarkan Teori Newman dalam Menyelesaikan Soal SPLDV. Jurnal Paedagogy, 10(1), 250. https://doi.org/10.33394/jp.v10i1.6496
Creswell, J. W. , & Plano Clark, V. L. (2007). Designing and Conducting Mixed Methods Research. In Library & Information Science Research (Vol. 29, Number 3). SAGE. https://doi.org/10.1016/j.lisr.2007.02.001
Disman, & Gunawan. (2026). The Influence of Three-Dimensional Visualization Media on Spatial Skills and Creative Thinking of Elementary School Students. Desimal: Jurnal Matematika, 9(2), 134–154. https://doi.org/10.24042/djm.v9i1
Orrissa, R. D., & Suwarno. (2024). Skepticism of Students Participating in National Science Olympiad in Solving Geometry Problems across Gender Differences. Jurnal Pendidikan MIPA, 25(1), 496–511. https://doi.org/10.23960/jpmipa/v25i1.pp496-511
Erfansyah, M., Munzir, S., & Johar, R. (2023). Kemampuan Spasial Siswa Di Daerah Pedesaan Ditinjau Dari Perbedaan Gender. JUMPER: Journal of Educational Multidisciplinary Research, 2(2), 1–12. https://doi.org/10.56921/jumper.v2i2.82
Fineldi, R. J., Jupri, A., & Khatami, M. (2026). Exploring the Role of ChatGPT in Enhancing Students’ Mathematical Creative Thinking in Geometry Learning: A Qualitative Case Study. Mosharafa: Jurnal Pendidikan Matematika, 15(1), 149–164. https://doi.org/10.31980/mosharafa.v15i1.3567
Fitriawan, D., Siregar, N., Hartoyo, A., & Sulistyowati, E. (2026). Developing STEM integrated analysis geometry learning materials through digital visualization and e-learning platforms. Al-Jabar : Jurnal Pendidikan Matematika, 17(1), 91–105. https://doi.org/10.24042/ajpm.v17i1.29388
Hafizh F. A., & Kusno. (2025). Analisis kesulitan berpikir abstrak siswa dalam materi transformasi geometri: Studi kualitatif pada siswa SMP. Jurnal Ilmiah Pendidikan Citra Bakti, 12(2), 570–584. 10.38048/jipcb.v12i2.5367
Hariri, D. D., Mahmudah, H., Wibawa, F. S., & Kania, N. (2025). Unraveling the connection: A systematic review of learning styles and mathematics achievement. In Pedagogical Research (Vol. 10, Number 1). Modestum. https://doi.org/10.29333/pr/15681
Harris, D., Logan, T., & Lowrie, T. (2023). Spatial visualization and measurement of area: A case study in spatialized mathematics instruction. The Journal of Mathematical Behavior, 70. https://doi.org/10.1016/j.jmathb.2023.101038
Hasanah, H., Farida, A., & Yoga, P. P. (2022). Implementation of Simple Linear Regression for Predicting of Students’ Academic Performance in Mathematics. Jurnal Pendidikan Matematika (Kudus), 5(1), 39–52. https://doi.org/10.21043/jpmk.v5i1.14430
Hawes, Z. C. K., Gilligan-Lee, K. A., & Mix, K. S. (2022). Effects of Spatial Training on Mathematics Performance: A Meta-Analysis. Developmental Psychology, 58(1), 112–137. https://doi.org/10.1037/dev0001281
Hidayah, H., Riyadi, R., & Matsuri, M. (2025). The Role of Spatial Visual Intelligence in the Problem Solving Process of Building Spatial Geometry. Social, Humanities, and Educational Studies (SHEs): Conference Series, 8, 13–21. 10.20961/shes.v8i4.109327
Izzati, N., Widyastuti, W., & Nurhadiansyah, N. (2024). Improving Students’ Mathematical Spatial Ability in the Spatial Geometry Course Using GeoGebra. Journal of Mathematics Instruction, Social Research and Opinion, 3(3), 389–398. https://doi.org/10.58421/misro.v3i3.331
Khoirunnisa, S., & Iba, K. (2022). Correlation Study Of Visual, Auditorial and Kinesthetic Learning Styles (VAK) With Mathematics Learning Outcomes For Elementary School Students. Jurnal Paedagogy, 9(4), 790. https://doi.org/10.33394/jp.v9i4.5495
Kus, M., & Newcombe, N. S. (2025). Facilitation of students’ disembedding in an online visual arts and mathematics education program. International Journal of STEM Education, 12(1). https://doi.org/10.1186/s40594-024-00524-0
Linn, M. C., & Petersen, A. C. (1985). Emergence and Characterization of Sex Differences in Emergence and Characterization of Sex Differences in Spatial Ability: A Meta-Analysis Spatial Ability: A Meta-Analysis. Child Development, 56(6), 1479–1498. 10.2307/1130467
Lochhead, I., Hedley, N., Çöltekin, A., & Fisher, B. (2022). The Immersive Mental Rotations Test: Evaluating Spatial Ability in Virtual Reality. Frontiers in Virtual Reality, 3. https://doi.org/10.3389/frvir.2022.820237
Lowrie, T., & Logan, T. (2023). Spatial Visualization Supports Students’ Math: Mechanisms for Spatial Transfer. Journal of Intelligence, 11(6). https://doi.org/10.3390/jintelligence11060127
Margaret Spellings. (1994). Helpin g Your Child Learn Mathematics. www.edpubs.org/webstore/Content/search.asp
Mashingaidze, S. (2012). The teaching of geometric (isometric) transformations at secondary school level: What approach to use and why? Asian Social Science, 8(15), 197–210. https://doi.org/10.5539/ass.v8n15p197
Montague, M. (2008). Hammill Institute on Disabilities Self-Regulation Strategies to Improve Mathematical Problem Solving for Students with Learning Disabilities. Learning Disability Quarterly, 31(1), 37–44. 10.2307/30035524
Mulianah, M., Thalib, A., Habsyi, R., & Ahmad, K. A. (2025). Pengaruh Kecerdasan Logis Matematis, Interpersonal, Visual Spasial, Dan Eksistensial Terhadap Prestasi Belajar Transformasi Geometri. Jurnal Ilmiah Matematika (JIMAT), 6(2), 668–680.
Nolte, N., Fleischer, J., Spoden, C., & Leutner, D. (2025). Cross-Disciplinary Impact of Spatial Visualization Ability on Study Success in Higher Education. Journal of Educational Psychology, 117(5), 817–831. https://doi.org/10.1037/edu0000847.supp
Ningsih, I. P., Budiarto, M. T., & Khabibah, S. (2021). Literasi spasial siswa SMP dalam menyelesaikan soal geometri ditinjau dari perbedaan gaya belajar. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 10(3), 1531. https://doi.org/10.24127/ajpm.v10i3.3650
Nurhidayah, A., Mawarsari, V. D., & Suprapto, R. (2025). Systematic Literature Review : Penggunaan Media Articulate Storyline Dalam Kemampuan Berpikir Geometri Siswa SMP. INNOVATIVE: Journal Of Social Science Research, 5, 6866–6885.
Nurwita, F., Kusumah, Y. S., & Juandi, D. (2025). Design and evaluation of a mobile application for achieving computational thinking skills through geometric transformation learning in middle school. Infinity Journal, 14(4), 877–898. https://doi.org/10.22460/infinity.v14i4.p877-898
Oktaviana, D., Maimunah, M., & Roza, Y. (2022). Analisis Kemampuan Penalaran Siswa SMP dalam Memecahkan Masalah Matematika Berdasarkan Jenis Gaya Belajar. Jurnal Paedagogy, 9(3), 521. https://doi.org/10.33394/jp.v9i3.5286
Pebrian, M., & Bektiningsih, K. (2026). Pemberian Reward dalam Meningkatkan Semangat Belajar dan Kemampuan Berpikir Kritis Siswa Kelas V SDN Bringin 01 Kota Semarang. Jurnal Papeda: Jurnal Publikasi Pendidikan Dasar, 8(1), 94–102. 10.36232/jurnalpendidikandasar.v8i1.4454
Piri, Z., & Cagiltay, K. (2024). Can 3-Dimensional Visualization Enhance Mental Rotation (MR) Ability?: A Systematic Review. International Journal of Human-Computer Interaction, 40(14), 3683–3698. https://doi.org/10.1080/10447318.2023.2196161
Prediger, S. (2024). Fifty ways to work with students’ diverse abilities? A video study on inclusive teaching practices in secondary mathematics classrooms. International Journal of Inclusive Education, 28(2), 124–143. https://doi.org/10.1080/13603116.2021.1925361
Prediger, S., & Neugebauer, P. (2023). Can students with different language backgrounds profit equally from a language-responsive instructional approach for percentages? Differential effectiveness in a field trial. Mathematical Thinking and Learning, 25(1), 2–22. https://doi.org/10.1080/10986065.2021.1919817
Purbaningrum, M., Ramadhan, S., & Thauzahra, R. (2023). Why is Math Difficult? : Beliefs That Affecting Students’ Mathematics Skills. Jurnal Paedagogy, 10(4), 1000. https://doi.org/10.33394/jp.v10i4.8652
Lantu, F. R., Manggopa, H. K., & Batmetan, J. R. (2025). Pengaruh Aktivitas dan Motivasi Belajar terhadap Hasil Belajar Informatika Siswa di SMA Negeri 1 Remboken. GuruNesia: Jurnal Inovasi Dan Transformasi Pendidikan Guru Nusantara, 1(1), 1–12. 10.67142/gurunesia.v1i1.181
Rizzik, F., Mawarsari, V. D., & Purnomo, E. A. (2025). Systematic literature review: Pengembangan media pembelajaran berbasis android untuk meningkatkan kemampuan visual spasial siswa. Pedagogy: Jurnal Pendidikan Matematika, 10(4), 2182–2193.
Shaghaghian, Z., Burte, H., Song, D., & Yan, W. (2024). An augmented reality application and experiment for understanding and learning spatial transformation matrices. Virtual Reality, 28(1), 12. 10.1007/s10055-023-00904-x
Amalia, S., Supriadi, S., & Arisetyawan, A. (2025). Problem-Based Learning with Pop-Up Books to Boost Mathematical Critical Thinking in 6th Grade Geometry. Journal of Innovation and Research in Primary Education, 4(4), 3682–3698. https://doi.org/10.56916/jirpe.v4i4.2471
Sri Handayani, Agis Mulya Akbar, & Namira Septia. (2025). Konsep Pendidikan sebagai Suatu Sistem dan Komponen Sistem Pendidikan. Jurnal Bintang Pendidikan Indonesia, 3(1), 322–329. https://doi.org/10.55606/jubpi.v3i1.3606
Rahman, M. S. (2025). Eksplorasi Hubungan Augmented Reality Dan Kecemasan Terhadap Penerapan Kecakapan Matematis Pada Pembelajaran Geometri FMIPA Universitas Negeri Makassar. RADIAN Journal: Research, 4(2), 59–70. https://doi.org/10.35706/radian.v4i2.13169
Thomas, D. (1976). Understanding of selected concepts of transformation geometry among elementary and secondary students. The Ohio State University.
Uttal, D. H., McKee, K., Simms, N., Hegarty, M., & Newcombe, N. S. (2024). How Can We Best Assess Spatial Skills? Practical and Conceptual Challenges. In Journal of Intelligence (Vol. 12, Number 1). Multidisciplinary Digital Publishing Institute (MDPI). https://doi.org/10.3390/jintelligence12010008
Yang, R., Zhu, Z., Li, Y., Huang, J., Yan, S., Zhou, S., Liu, Z., Li, X., Li, S., Wang, W., Lin, Y., & Zhao, H. (2025). Visual Spatial Tuning. http://arxiv.org/abs/2511.05491
Downloads
Published
How to Cite
Issue
Section
Citation Check
License
Copyright (c) 2026 The Author(s)

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
License and Publishing Agreement
In submitting the manuscript to the journal, the authors certify that:
- They are authorized by their co-authors to enter into these arrangements.
- The work described has not been formally published before, except in the form of an abstract or as part of a published lecture, review, thesis, or overlay journal.
- That it is not under consideration for publication elsewhere,
- That its publication has been approved by all the author(s) and by the responsible authorities tacitly or explicitly of the institutes where the work has been carried out.
- They secure the right to reproduce any material that has already been published or copyrighted elsewhere.
- They agree to the following license and publishing agreement.
Copyright
Authors who publish with Jurnal Paedagogy agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License (CC BY-SA 4.0) that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work.
Licensing for Data Publication
-
Open Data Commons Attribution License, http://www.opendatacommons.org/licenses/by/1.0/ (default)








