A Comparison of Student’s Mathematical Problem-Solving Ability between Realistic Mathematics Education Assisted by GeoSpace and Direct Instruction

https://doi.org/10.51574/kognitif.v5i4.3340

Authors

  • Febi Ayumni Department of Mathematics Education, Faculty of Teacher Training and Education, Universitas Muria Kudus
  • Himmatul Ulya Department of Mathematics Education, Faculty of Teacher Training and Education, Universitas Muria Kudus
  • Sumaji Department of Mathematics Education, Faculty of Teacher Training and Education, Universitas Muria Kudus

Keywords:

GeoSpace, Mathematical Problem-Solving Skills, Realistic Mathematics Education (RME)

Abstract

This study aims to compare the mathematical problem-solving skills between students who learn using  the Realistic Mathematics Education (RME) model assisted by the GeoSpace application and students who learn through direct learning. This study applies a quantitative method with a quasi-experimental design of the nonequivalent control group design. The research subject consisted of two entire classes at SMP Negeri 1 Jekulo. Class VIII C is designated as the treatment group, while class VIII D acts as a comparison group. The selection of the two classes was carried out through purposive cluster sampling because the researcher did not carry out a randomization process of the groups used. Thus, the generalization of the research results is limited to the context of the school and the class being studied. The research instrument in the form of an essay test was prepared referring to the indicators of mathematical problem-solving ability as formulated by NCTM (2000), which includes the ability to understand problems, plan strategies, implement solutions, and review results. Sample question items require students to model the contextual problem of building flat-sided spaces into mathematical representations. The validity of the content was tested by five experts with the results of Aiken's V = 0.87, internal reliability α = 0.82, and inter-rater reliability r = 0.74. Treatment is provided over six encounters with three main phases of RME learning, namely (1) exploration of realistic contexts, where students solve problems that are close to everyday life; (2) horizontal and vertical mathematicalization using GeoSpace applications to explore three-dimensional models and spatial relationships between building elements; and (3) reflection, when students discuss and review their solutions. GeoSpace itself is an Android-based learning application that facilitates 3D visualization, learning videos, interactive exercises, quizzes, and motivational videos, which help students in representing geometric concepts in a concrete way. Meanwhile, the control group received hands-on learning with teacher explanations and routine exercises without the help of digital media. Data analysis used a t-test of two independent samples to compare the posttest scores of the two groups. The average posttest of the RME + GeoSpace group was 68.30, higher than the control group of 55.45. The results of the t-test showed a significant difference, t(54) = 2.50; p < 0.05, with an effect size d = 0.61 (moderate category, CI 95% [0.14; 1.08]). An analysis of learning enhancement showed that  the N-Gain value of the  experimental group was g = 0.61 (medium category), while the control group g = 0.30 (low category), with significant differences (p = 0.008 < 0.05). These findings confirm that the application of GeoSpace-assisted RME models is more effective in improving mathematical problem-solving skills compared to hands-on learning. The improvement is due to a gradual mathematical process and interactive visual representations that facilitate students' conceptual understanding. However, the results of this study have limitations because they involve only two classes, so it has the potential to cause a clustering effect and a novelty effect. Therefore, further research is recommended to involve more schools or apply Hierarchical Linear Modeling (HLM) analysis to control for variation between classes and test replication of results more broadly.

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Author Biographies

Febi Ayumni, Department of Mathematics Education, Faculty of Teacher Training and Education, Universitas Muria Kudus

Department of Mathematics Education, Faculty of Teacher Training and Education, Universitas Muria Kudus

Himmatul Ulya, Department of Mathematics Education, Faculty of Teacher Training and Education, Universitas Muria Kudus

Department of Mathematics Education, Faculty of Teacher Training and Education, Universitas Muria Kudus

Sumaji, Department of Mathematics Education, Faculty of Teacher Training and Education, Universitas Muria Kudus

Department of Mathematics Education, Faculty of Teacher Training and Education, Universitas Muria Kudus

References

Adim, A., & Nafi’ah, J. (2025). Pengaruh Kompetensi Profesional Guru terhadap Hasil Belajar Siswa pada Pendidikan Pancasila. Pedagogik Journal of Islamic Elementary School, 694–707. https://doi.org/10.24256/pijies.v8i2.7800

Anis Sulistifa, Purnomo, E. A., & Prihaswati, M. (2025). Systematic Literature Review Kemampuan Pemecahan Masalah Matematis dalam HOTS. Proximal: Jurnal Penelitian Matematika Dan Pendidikan Matematika, 8(3), 749–759. https://doi.org/10.30605/proximal.v8i3.5836

Apriyani, cici. (2017). Pengaruh Pendekatan Realistic Mathematics Education (RME) Terhadap Hasil Belajar Siswa Pada Mata Pelajaran Matematika Kelas IV. 11–31.

Asmaarobiyah, R., Rosmilawati, I., & Juansah, D. E. (2025). Pendekatan Pendidikan Matematika melalui Realistic Mathematics Education (RME) di Sekolah Dasar: Systematic Literature Review. Journal of Instructional and Development Researches, 5(3), 251–267. https://doi.org/10.53621/jider.v5i3.527

Ayunda Lingga Pranova, Muntholib, M., & Dasianto, D. (2025). Upaya Meningkatkan Kecerdasan Visual-Spasial Siswa Kelas X melalui Penggunaan Simulator Interaktif pada Materi Bentuk Molekul. JURNAL PENDIDIKAN MIPA, 15(2), 741–750. https://doi.org/10.37630/jpm.v15i2.2805

Efendi, R., Inayah, S., Mardhotillah, B., Sholeh, R. N., Kulimbang, E., & Panjaitan, A. T. (2025). BELAJAR-DAN-PEMBELAJARAN-MATEMATIKA (V. Fitriani, Ed.). U ME Publishing. https://www.researchgate.net/profile/Shorihatul-Inayah/publication/393073721_BELAJAR_DAN_PEMBELAJARAN_MATEMATIKA/links/685e4e4339c358351205046e/BELAJAR-DAN-PEMBELAJARAN-MATEMATIKA.pdf

Faraditha, O. :, Dewi, K., Kartikasari, F. A., Dwi, S., & Sari, P. (2025). Analisis Kemampuan Pemecahan Masalah Matematika Siswa Kelas VII SMP PGRI 9 Jakarta pada Materi Perbandingan. Jurnal Media Akademik (JMA), 3(1), 3031–5220. https://doi.org/10.62281

Fitrianty, F., Yunita, A., & Juwita, R. (2022). Pengembangan Instrumen Tes Kemampuan Pemecahan Masalah Matematika di SMP Negeri 12 Padang. Lattice Journal : Journal of Mathematics Education and Applied, 2(1), 91. https://doi.org/10.30983/lattice.v2i1.5337

Hayati, M., & Jannah, M. (2024). Pentingnya kemampuan literasi matematika dalam pembelajaran matematika. Journal of Mathematics Education and Application, 4(1), 40. https://mathjournal.unram.ac.id/index.php/Griya/indexGriya

Indah Suciati. (2021). Permainan “Ular Tangga Matematika” Pada Materi Bilangan Pecahan. Kognitif: Jurnal Riset HOTS Pendidikan Matematika, 1(1), 10–21. https://doi.org/10.51574/kognitif.v1i1.5

Julia, M. A., Fitriani, N., & Setiawan, R. (2024). Proses Pembelajaran Konstruktivisme yang Bersifat Generatif di Sekolah Dasar. Jurnal Pendidikan Guru Sekolah Dasar, 1(3), 7. https://doi.org/10.47134/pgsd.v1i3.519

Lestari, A. P., Fitriani, N., Bernard, M., Siliwangi, I., Terusan, J., & Sudirman, J. (2025). Penerapan Pendekatan Realistic Matematics Education (RME) Berbantuan Teknologi Interaktif untukMeningkatkan Kemampuan Pemecahan Masalah Matematis Siswa Kelas VIII. 8(1). https://doi.org/10.22460/jpmi.v8i1.24468

Lestari, K. E., & Yudhanegara, M. R. (2015). Analisis Kemampuan Representasi Matematis Mahasiswa pada. 13(1), 28–33. https://doi.org/10.24198/jmi.v13.n1.11410.28-33

Lusianisita, R., & Rahaju, E. B. (2020). Proses Berpikir Siswa SMA dalam Menyelesaikan Soal Matematika Ditinjau dari Adversity Quotient. Jurnal Penelitian Pendidikan Matematika Dan Sains, 4(2), 94–102. http://journal.unesa.ac.id/index.php/jppms/

Mandar, Y., & Sihono. (2025). Implementasi Teori Konstruktivisme dalam PAI: Kajian Teori Jean Piaget dan Jerome Bruner. Jurnal Tarbiyah Islami, 10. https://ejournal.stairu.ac.id/index.php/raudhah/article/view/829

Mauleto, K. (n.d.). Analisis Kemampuan Pemachan Masalah Ditinjau dari Indikator NCTM dan Aspek Berpikir Ktritis Matematika Siswa di Kelas 7B SMP Kanisius Kalasan. Jurnal Ilmiah Pendidikan Matematika, 4(2), 125–134. Retrieved November 27, 2025, from https://scholar.archive.org/work/vre6le6f45eu5j4pmrryopugo4/access/wayback/http://journal.upgris.ac.id/index.php/JIPMat/article/download/4261/2794

Melati, B. P., Sudargo, Zuhri, M. S., & Nursyahidah, F. (2024). Menentukan Jarak Titik ke Titik: Pendekatan RME Berbantuan Geogebra. Jurnal Cendekia: Jurnal Pendidikan Matemtika, 8(2). https://eprints3.upgris.ac.id/id/eprint/4266/1/Berliana%20Putri%20Melati%20.pdf

Nasution, S. R., & Mujib, A. (2022). Peningkatan Kemampuan Pemecahan Masalah Matematis dan Kemandirian Belajar Siswa Melalui PembelajaranBerbasis Masalah. Edumaspul - Jurnal Pendidikan, 6(2). https://download.garuda.kemdikbud.go.id/article.php?article=2476335&val=13953&title=Peningkatan%20Kemampuan%20Pemecahan%20Masalah%20Matematis%20dan%20Kemandirian%20Belajar%20Siswa%20Melalui%20Pembelajaran%20Berbasis%20Masalah

Noviyana, H., & Fitriani, D. (2018). Pengaruh Model Realistic Mathematics Education (RME) Terhadap Kemampuan Pemecahan Masalah Matematis Siswa Kelas VIII SMP. https://journal.unsika.ac.id/index.php/sesiomadika/article/view/2511

Nuralan, S. (2022). Implementasi Penilaian Pembelajaran Kurikulum. Dalam Meningkatkan Partisipasi Aktif Siswa SDN 1 Buga, 4(1), 31–42. https://ojs.umada.ac.id/index.php/Tolis_Ilmiah/article/view/210

Nurwahid, M., Ashar, S., & Awantagusnik, A. (2025). Pembelajaran Realistic Mathematics Education (RME) Berbasis Literasi Numerasi: Strategi dan Tantangan. Jurnal Tadris Matematika, 3(1). https://ejournal.alqolam.ac.id/index.php/CONSISTAN

OECD. (2019). PISA 2018 Result. www.oecd.org/about/publishing/corrigenda.htm.

Pristiwanti, D., Badariah, B., Hidayat, S., & Dewi, R. S. (2022). Pengertian Pendidikan. Jurnal Pendidikan Dan Konseling, 4(6), 7911–7915. http://repo.iain-

Purwati, R. (2020). Potensi Pengembangan Komunikasi Matematis Siswa Sekolah Dasar Melalui Pendekatan Realistic Mathematic Education. EduBase : Journal of Basic Education, 1(2), 1. https://doi.org/10.47453/edubase.v1i2.168

Ramadhani, N., Ritonga, M. W., Pasaribu, E. Z., & Rahmi, S. Y. (2022). Pengaruh Pembelajaran Kooperatif Tipe STAD terhadap Kemampuan Pemecahan Masalah Matematis Siswa. Lattice Journal : Journal of Mathematics Education and Applied, 2(2), 154. https://doi.org/10.30983/lattice.v2i2.6014

Rismawati, M., Rahmawati, P., & Rindiani, A. B. (2022). Analisis Kemampuan Berpikir Tingkat Tinggi dalam Pemecahan Masalah Matematika Berbasis Higher Order Thinking Skill (HOTS). 06(02), 2134–2143.

Saedi, M., Mokat, S., & Herianto. (2011). Teori Pemecahan Masalah Polya dalam Pembelajaran Matematika. Sigma (Suara Intelektual Gaya Matematika), 3(1). https://download.garuda.kemdikbud.go.id/article.php?article=2564034&val=8199&title=TEORI%20PEMECAHAN%20MASALAH%20POLYA%20DALAM%20PEMBELAJARAN%20MATEMATIKA

Samho, B., & Princessa, M. (2025). Relevansi Filsafat Pendidikan Pragmatisme dalam Kurikulum Merdeka bagi Pengembangan Karakter Peserta Didik. 10(1), 350–367. https://doi.org/10.21067/jmk.v9i1.11835

Suhendra, F., & Ermanto, R. (2024). Pengaruh Kecerdasan Emosional Guru terhadap Kualitas Interaksi di Kelas. Jurnal Pendidikan Merdeka Belajar, 2(1). https://ejournal.marqchainstitute.or.id/index.php/merdeka

Utami, K. C., Efendi, U., Abung, M., & Nurwahidin, M. (2025). Pengaruh Pendekatan Realistic Mathematics Education (RME) Berbantuan Media Educandy terhadap Hasil Belajar Matematika Siswa SD. JURNAL RISET PEMBELAJARAN MATEMATIKA SEKOLAH, 9(2), 76–87. https://doi.org/10.21009/jrpms.092.08

Published

2025-12-30

How to Cite

Ayumni, F., Ulya, H., & Sumaji, S. (2025). A Comparison of Student’s Mathematical Problem-Solving Ability between Realistic Mathematics Education Assisted by GeoSpace and Direct Instruction. Kognitif: Jurnal Riset HOTS Pendidikan Matematika, 5(4). https://doi.org/10.51574/kognitif.v5i4.3340

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