The Effect of Realistic Mathematics Education (RME) Learning based STEM Activity on Students' Mathematical Representation Abilities

Authors

  • Nadia Alfiana Rosyada Al Hasani Universitas Tidar
  • Dita Tidar University
  • Aprilia Tidar University

DOI:

https://doi.org/10.33541/edumatsains.v11i1.8382

Keywords:

RME learning, STEM activity, mathematical representation ability

Abstract

The low ability of students to transform mathematical problems into verbal, visual,
or symbolic representations approached that teacher centered learning and the lack
of linking the material to real contexts. This research investigates how Realistic
Mathematics Education (RME) integrated with STEM activities influences students'
ability to represent mathematical concepts. This research adopted a quantitative
approach with a quasi-experimental pretest-posttest control group design to evaluate
the effectiveness of the implemented learning approach. The sampling of participants
was carried out through cluster random sampling. The instrument employed for data
collection comprised interview guides, observation sheets, validation forms, and test
items designed to measure students' mathematical representation ability. Data
collection was carried out through observation, interviews, and mathematical
representation ability tests. Data were analyzed using normality tests, homogeneity
tests, independent sample t-tests, paired sample t-tests, N-gain scores, and Cohen d
effect size. The results follow that RME learning based on STEM activities in the
experimental group was better with a high N-gain score (0.73) compared to the
control class with a medium N-gain score (0.54). The Cohen's d effect size analysis
yielded a value of 1.43, falling into the "very large" category. These results confirm
that RME instruction combined with STEM activities successfully enhances students'
mathematical representation ability.

Author Biographies

Dita, Tidar University

Dita Aldila Krisma, M.Pd., is a lecturer in the Mathematics Education Department at Tidar University. She was my research supervisor.

Aprilia, Tidar University

Aprilia Nurul Chasanah, M.Pd., is a lecturer in the Mathematics Education Department at Tidar University. She was my second supervisor.

References

Arafah, A. A., Sukriadi, & Samsuddin, A. F. (2023). Implikasi Teori Belajar Konstruktivisme pada Pembelajaran Matematika. Jurnal Pendidikan MIPA, 13(2), 358–366. https://doi.org/10.37630/jpm.v13i2.946

Arikunto, S. (2018). Dasar-Dasar Evaluasi Pendidikan Jakarta: Bumi Aksara

Batul, F. A., Pambudi, D. S., & Prihandoko, A. C. (2022). Pengembangan Perangkat Pembelajaran Model SSCS Dengan Pendekatan RME dan Pengaruhnya terhadap Kemampuan Berpikir Komputasional. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 11(2), 1282. https://doi.org/10.24127/ajpm.v11i2.5074

Fitri, F., Kartini, K., & Suanto, E. (2025). Relationship Between Students’ Mathematical Representation Ability and Self-Confidence. Mathline : Jurnal Matematika Dan Pendidikan Matematika, 10(1), 45–54. https://doi.org/10.31943/mathline.v10i1.694

Hadistian, F., Mariani, S., Agoestanto, A., & Sugiman, S. (2025). Meta Analysis: Realistic Mathematics Education (RME) in Improving Student’s Mathematical Problem Solving Abilities. Emteka: Jurnal Pendidikan Matematika, 6(1), 453–464. https://doi.org/10.24127/emteka.v6i1.7527

Hakiki, F. N., Pambudi, D. S., & Kurniati, D. (2022). Pengembangan Perangkat Pembelajaran Matematika Model Project Based Learning Terintegrasi STEM untuk Meningkatkan Kemampuan Berpikir Kritis. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 11(4), 2579–2592. https://doi.org/10.24127/ajpm.v11i4.6184

Haranti, M. R., Sari, N., & Sukmaningthias, N. (2025). Kemampuan Representasi Matematis Siswa Kelas VIII pada Problem-Based Learning Ditinjau dari Kemandirian Belajar. Indiktika : Jurnal Inovasi Pendidikan Matematika, 7(2), 437–450. https://doi.org/10.31851/indiktika.v7i2.18389

Hinon, R., & Polyiem, T. (2025). Development of Learning Activities Using Engineering Design Process within STEM Education Framework to Enhance Grade 7 Students’ Creative Problem-Solving Ability. Shanlax International Journal of Education, 14(1), 93–102. https://doi.org/10.34293/education.v14i1.9522

Hutapea, N. M. (2022). Kemampuan Pemecahan Masalah Matematika dalam Pembelajaran Kontekstual. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 11(2), 1391. https://doi.org/10.24127/ajpm.v11i2.4802

Izzati, N., & Listiyani, D. (2026). The Influence of Multi-Discourse Representation Learning Model on Students’ Mathematical Representation and Communication Skills. Jurnal Inovasi Matematika, 8(1), 249–259. https://doi.org/10.35438/inomatika.v8i1.595

Li, S., Fan, L., & Luo, J. (2025). How STEM Content is Presented in Mathematics Textbooks From the U.S. And China: A Comparative Study. International Journal of STEM Education, 12(1). https://doi.org/10.1186/s40594-025-00563-1

Maslihah, S., Waluya, S. B., Rochmad, Kartono, Karomah, N., & Iqbal, K. (2021). Increasing Mathematical Literacy Ability and Learning Independence Through Problem-Based Learning Model with Realistic Mathematic Education Approach. Journal of Physics: Conference Series, 1918(4), 042123. https://doi.org/10.1088/1742-6596/1918/4/042123

Mishra, P., Pandey, C. M., Uttam, S., Gupta, A., Sahu, C., & Keshri, A. (2019). Descriptive Statistics and Normality Tests for Statistical Data. Annals of Cardiac Anaesthesia, 22(1), 67–72. https://doi.org/10.4103/aca.ACA_157_18

National Council of Teacher of Mathematics (NCTM). (2000). Principles and Standars for School Mathematics. Reston, VA. National Council of Teacher of Mathematics.

Nguyen, Q. A., & Nguyen, N. G. (2024). Horizontal and Vertical Mathematization Processes of 10th Grade Students: The Case of Law Of Sines. Journal on Mathematics Education, 15(4), 1251–1276. https://doi.org/10.22342/jme.v15i4.pp1251-1276

Ningsi, G. P., Nendi, F., Sugiarti, L., Jeramat, E., & Gahung, A. (2024). Realistic Mathematics Education (RME) Kombinasi Flipped Classroom Ditinjau dari Kemampuan Pemecahan Masalah dan Representasi Matematis. MATHEMA JOURNAL E-ISSN, 6(1), 152–163. https://doi.org/https://doi.org/10.33365/jm.v6i1.3293

Noor, F. M., & Malichatin, H. (2025). STEM Learning for Pre-Service Science Teachers Through Engineering Design Process (EDP): Project-Based Sustainable Development Goals. J-IAMSTEM Journal of Innovation, Advancement, and Methodology in STEM Education, 2(3), 127–140. https://so13.tci-thaijo.org/index.php/j_iamstem

Nugraha, M. G., Kidman, G., & Tan, H. (2024). Interdisciplinary STEM Education Foundational Concepts: Implementation for Knowledge Creation. Eurasia Journal of Mathematics, Science and Technology Education, 20(10). https://doi.org/10.29333/ejmste/15471

Nugroho, H. (2024). Pendekatan STEM Berbantuan Geogebra pada Materi Sistem Persamaan Linear Dua Variabel untuk Meningkatkan Representasi Matematis. Jurnal Ilmiah WUNY, 4(1), 50–62. https://doi.org/10.21831/jwuny.v6i1.72275

Nurhadida, N., Suratman, D., Yusmin, E., & Hamdani, H. (2025). Kemampuan Representasi Matematis Siswa dalam Menyelesaikan Soal Berstandar PISA Konten Uncertainty and Data. EDU-MAT: Jurnal Pendidikan Matematika, 13(1), 17. https://doi.org/10.20527/edumat.v13i1.19558

OECD. (2023). PISA 2022 Results (Volume I): The State of Learning and Equity in Education.: I. OECD Publishing. https://doi.org/10.1787/53f23881-en

Puteri, A. R. K., & Priatna, N. (2025). Implementasi PBL dan RME pada Materi Statistika: Dampaknya terhadap Kemampuan Representasi Matematis Siswa. Sigma: Jurnal Pendidikan Matematika, 16(2), 529–543. https://doi.org/10.26618/sigma.v16i2.15021

Putra, R. W. Y., Sunyono, Haenilah, E. Y., Hariri, H., Sutiarso, S., Nurhanurawati, & Supriadi, N. (2023). Systematic Literature Review on the Recent Three-Year Trend Mathematical Representation Ability in Scopus Database. Infinity Journal, 12(2), 243–260. https://doi.org/10.22460/infinity.v12i2.p243-260

Putra, R. W. Y., Sutiarso, S., & Nurhanurawati, N. (2024). Using the Realistic Mathematics Education (RME) Approach with Scaffolding to Enhance Mathematical Representation Ability. Al-Jabar : Jurnal Pendidikan Matematika, 15(2), 535–546. https://doi.org/10.24042/ajpm.v15i2.24560

Putri, A. D., Noer, S. H., & Triana, M. (2025). Peningkatan Kemampuan Representasi Matematis Siswa Melalui Pendekatan Pembelajaran STEM. Teorema: Teori Dan Riset Matematika, 10(1), 35. https://doi.org/10.25157/teorema.v10i1.18467

Rahmania, A. A., & Shodikin, A. (2025). Embedding Realistic Mathematics Education within STEM to Promote Creative Thinking Skills. Beta: Jurnal Tadris Matematika, 18(2), 130–142. https://doi.org/10.20414/betajtm.v18i2.712

Retnawati, H. (2016). Analisis Kuantitatif Instrumen Penelitian. Parama Publishing.

Roehrig, G. H., Dare, E. A., Ring-Whalen, E., & Wieselmann, J. R. (2021). Understanding Coherence and Integration in Integrated STEM Curriculum. International Journal of STEM Education, 8(1). https://doi.org/10.1186/s40594-020-00259-8

Schifter, D., & Russell, S. J. (2022). The Centrality of Student-Generated Representation in Investigating Generalizations About the Operations. ZDM - Mathematics Education, 54(6), 1289–1302. https://doi.org/10.1007/s11858-022-01379-x

Siswanto, E. (2024). Kemampuan Pemecahan Masalah pada Pembelajaran Matematika: Systematic Literature Review. Jurnal Riset Pembelajaran Matematika Sekolah, 8(1). https://doi.org/https://doi.org/10.21009/jrpms.081.06

Suningsih, A., Istiani, A., Ahmad, J. K., Pringsewu, D., & Id;, A. S. A. (2021). Analisis Kemampuan Representasi Matematis Siswa. Mosharafa: Jurnal Pendidikan Matematika, 10, 225–234. https://doi.org/10.31980/mosharafa.v10i2.655

Supriadi, N., Sari, A. L., & JL, A. R. (2023). Analisis Hubungan Self-Efficacy dan Representasi Matematis terhadap Pemecahan Masalah Matematis. PYTHAGORAS Jurnal Pendidikan Matematika, 18(2), 148–158. https://doi.org/10.21831/pythagoras.v18i2.64588

Syahril, R. F., Maimunah, & Roza, Y. (2021). Analisis Kemampuan Pemecahan Masalah Matematis Siswa SMA Kelas XI SMAN 1 Bangkinang Kota Ditinjau dari Gaya Belajar. Edumatica:Jurnal Pendidikan Matematika, 11(03), 78–90. https://doi.org/https://doi.org/10.22437/edumatica.v11i03.15320

Sugiyono. (2017). Metode Penelitian Pendidikan: Pendekatan Kuantitatif, Kualitatif, dan R&D. PT Alfabeta.

Sundayana, R. (2018). Statistika Penelitian Pendidikan. Bandung: ALFABETA

Tamba, W. M. M., Sembiring, R. K., & Simanjuntak, S. D. (2021). Kemampuan Representasi Matematis Siswa Ditinjau dari Level Teori Belajar Van Hiele Pada Materi Segiempat. Indiktika : Jurnal Inovasi Pendidikan Matematika, 4(1), 15–24. https://doi.org/https://doi.org/10.31851/indiktika.v4i1.6420

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

Yusup, F. (2018). Uji Validitas dan Reliabilitas Instrumen Penelitian Kuantitatif. Jurnal Tarbiyah: Jurnal Ilmiah Kependidikan, 7(1), 17–23. https://doi.org/https://doi.org/10.18592/tarbiyah.v7i1.2100

Zentgraf, K., & Prediger, S. (2024). Demands and Scaffolds for Explaining the Connection of Multiple Representations: Revisiting the Bottle-Filling Task. Journal of Mathematical Behavior, 73. https://doi.org/10.1016/j.jmathb.2023.101118

Downloads

Published

2026-07-31

How to Cite

Nadia Alfiana Rosyada Al Hasani, Dita Aldila Krisma, & Aprilia Nurul Chasanah. (2026). The Effect of Realistic Mathematics Education (RME) Learning based STEM Activity on Students’ Mathematical Representation Abilities. EduMatSains : Jurnal Pendidikan, Matematika Dan Sains, 11(1), 155–171. https://doi.org/10.33541/edumatsains.v11i1.8382

Issue

Section

Articles