Mapping Research Trends on Mathematics Learning Motivation: A Bibliometric Analysis Using VOSViewer
Kata Kunci:
Mathematics Learning Motivation, Bibliometric Analysis, Learning Models, VOSViewerAbstrak
Mathematics learning motivation is one of the crucial factors influencing students’ success in understanding concepts and improving learning outcomes. This study aims to map the development of research on mathematics learning motivation through bibliometric analysis using the VOSViewer software. The data were obtained from 100 publications downloaded from the App.Dimensions database with the keyword “mathematics learning motivation” within the 2020–2025 period. The research process involved identification, selection, validation, and data analysis based on research type, learning tools, learning models, educational levels, and class groupings. The analysis results indicate three main clusters: issues of low learning outcomes associated with the RME approach, problem-solving strategies through problem-based learning (PBL), and global trends highlighting students’ motivation and engagement. Overall, research is more dominantly conducted using quantitative methods and classroom action research (CAR), with the use of teaching materials, media/applications, and student worksheets (LKPD) as the primary learning tools. Cooperative and collaborative models are the most frequently applied strategies, with the majority of studies focusing on junior and senior high school levels. In contrast, early childhood, elementary, and higher education levels are still rarely explored. These findings emphasize the importance of expanding research to early and higher education levels, as well as developing innovative learning tools and models to support the sustainable improvement of mathematics learning motivation.
Unduhan
Referensi
Alam, S. R., Siswanto, D. H., & Aprilia, D. (2025). Implementasi pembelajaran STEM terintegrasi computational thinking untuk meningkatkan kemampuan pemecahan masalah murid. Papanda Journal of Mathematics and Science Research, 4(1), 40–50.
Amalia, A. N., Alawiyah, F. S., & Agoro, S. (2025). Implementing the Problem-Based Learning Model to Enhance Critical Thinking Skills on the Theme of Environmental Diversity in Junior High School Students. Journal of Pedagogical and Teacher Professional Development Journal, 1(2), 336–351.
Astiwi, W., Siswanto, D. H., & Suryatama, H. (2024). Description regarding the influence of teacher qualifications and competence on early childhood learning achievement. Asian Journal of Applied Education (AJAE), 3(3), 347–358. https://doi.org/10.55927/ajae.v3i3.10360
Cevikbas, M., & Kaiser, G. (2022). Student Engagement in a Flipped Secondary Mathematics Classroom. International Journal of Science and Mathematics Education, 20(7), 1455–1480. https://doi.org/10.1007/s10763-021-10213-x
Efendi, R., Siswanto, D. H., & Saputra, S. A. (2025). Deep Learning approach to teaching multiplication concepts using coin media: Classroom ction research in Elementary School. Jurnal Padamu Negeri, 2(2), 87–97. https://doi.org/10.69714/xaewmx28
Fitriana, E., Siswanto, D. H., & Hanama, A. (2025). The impact of thematic worksheet-assisted meaningful learning implementation on students’ mathematical concept understanding and metacognitive skills. Jurnal Praktik Baik Pembelajaran Sekolah Dan Pesantren, 4(02), 54–67. https://doi.org/10.56741/pbpsp.v4i02.788
Groenewald, E. S., Kilag, O. K. T., Unabia, R. P., Manubag, M. V., Zamora, M. B., & Repuela, D. F. (2023). The Dynamics of Problem-Based Learning : A Study on its Impact on Social Science Learning Outcomes and Student Interest. International Multi-Disciplinary Journal of Education, 1(6), 303–313.
Hairuddin, Risnawati, & Destriani. (2016). Akademisi dalam Penuangan Gagasan, Strategi Serta Tantangan Dalam Pelaksanaan PTMT. In Journal of Modern African Studies (Vol. 35, Issue 17).
Harahap, A. S., Rambe, M. Y., Sadiyah, K., Pulungan, T. N., & Siswanto, D. H. (2025). Developing Financial Literacy and Investment Awareness to Promote Healthy Financial Behavior among High School Students. Jurnal Pengabdian Masyarakat Bestari (JPMB), 4(6), 459–468. https://doi.org/10.55927/jpmb.v4i6.180
Heryuriani, B., Efendi, R., Rambe, M. Y., & Siswanto, D. H. (2025). Fostering Academic Self-Efficacy in Adolescents: A Case Study of Counseling Strategies in Secondary Schools. JUPERAN: Jurnal Penedidikan Dan Pembelajaran, 04(02), 667–675.
Janse van Rensburg, J., & Rauscher, W. (2022). Strategies for fostering critical thinking dispositions in the technology classroom. International Journal of Technology and Design Education, 32(4), 2151–2171. https://doi.org/10.1007/s10798-021-09690-6
Khotami, M. H., Marlina, L., & Wiyono, K. (2023). The Needs Analysis of the Electronic Student Worksheets (e-LKPD) Based on Discovery Learning for the Topic of Traveling Waves in High School. Jurnal Pendidikan Fisika Dan Teknologi, 9(1), 163–170. https://doi.org/10.29303/jpft.v9i1.5223
Kintoko, Siswanto, D. H., Pamungkas, M. D., & Aisyah, A. K. (2025). Analysis of students’ mathematical literacy skills on the Pythagorean Theorem in Junior High School. JOELI: Journal of Educational and Learning Innovation, 1(3), 180–190. https://doi.org/10.72204/j6t4a573
Masjudin, Suharta, I. G. P., Lasmawan, I. W., & Fatwini. (2024). Strengthening 21st century skills through an independent curriculum in mathematics education in indonesia: Challenges, potential, and strategies. International Journal of Applied Science and Sustainable Development (IJASSD), 6(2), 92–113. https://doi.org/10.36733/ijassd.v6i2.9087
Muthmainnah, Ibna Seraj, P. M., & Oteir, I. (2022). Playing with AI to Investigate Human-Computer Interaction Technology and Improving Critical Thinking Skills to Pursue 21stCentury Age. Education Research International, 2022, 1–17. https://doi.org/10.1155/2022/6468995
Naufal, N., Apriani, F., Fajriana, Nurdin, Nurdin, K., & Siswanto, D. H. (2025). Analisis Multivariat. Padang: Literasi Langsung Terbit.
Niza, I. L., Bueno, A. M., & Broday, E. E. (2023). Indoor environmental quality (IEQ) and sustainable development goals (SDGs): technological advances, impacts and challenges in the management of healthy and sustainable environments. Urban Science, 7(3), 1–26.
Park, Y. S., Mun, K., Hwang, Y., & Green, J. (2022). The Development of a STEAM Program about Global Energy with a Focus on Democratic Citizenship. In Asia-Pacific Science Education (Vol. 8, Issue 1). https://doi.org/10.1163/23641177-bja10044
Perez, E., Manca, S., Fernández-Pascual, R., & Mc Guckin, C. (2023). A systematic review of social media as a teaching and learning tool in higher education: A theoretical grounding perspective. Education and Information Technologies, 28(9), 11921–11950. https://doi.org/10.1007/s10639-023-11647-2
Putri, H. A., Siswanto, D. H., & Suryatama, H. (2025). Development of student book as a means to instill social care, honesty, and responsibility to enhance academic achievement in elementary school. International Journal of Learning Reformation in Elementary Education, 4(01), 1–17. https://doi.org/10.56741/ijlree.v4i01.744
Restianingrum, I., & Isnawati. (2023). Development of E-LKPD Based on Local Wisdom in Conventional Biotechnology Sub-Materials To Train Student’S Creative Thinking Skills. BioEdu, 12(1), 138–150.
Rochmat, S., Andriyani, & Siswanto, D. H. (2025). Developing an RME-based 3D storybook with AR technology to enhance spatial ability. Bulletin of Applied Mathematics and Mathematics Education, 5(1), 9–22. https://doi.org/10.12928/bamme.v5i1.10880
Sadiyah, K., Setiawan, A., Siswanto, D. H., & Fitriyani. (2025). Self-efficacy, learning styles, and learning discipline as predictors of mathematics achievement among vocational school students. Jurnal Ilmiah Multidisiplin Ilmu, 2(3), 138–148. https://doi.org/10.69714/40sjf608
Saleh, F., Manalu, E. O., Amrizal, Nugroho, D. H., Pujowati, M., Siswanto, D. H., Rosnelli, Septikasari, D., Radhiyani, F., Rizku, A. I., Sabandar, V. F., & Tarso. (2025). Kurikulum dan Pengembangan Kurikulum. Padang: Literasi Langsung Terbit.
Saputra, S. A., Siswanto, D. H., & Suryatama, H. (2025). The Urgent Need for Mathematics Learning Innovation in the Era of Society 5.0. Academicus: Journal of Teaching and Learning, 4(2), 71–81. https://doi.org/10.59373/academicus.v4i2.82
Septiany, L. D., Puspitawati, R. P., Susantini, E., Budiyanto, M., Purnomo, T., & Hariyono, E. (2024). Analysis of High School Students’ Critical Thinking Skills Profile According to Ennis Indicators. IJORER : International Journal of Recent Educational Research, 5(1), 157–167. https://doi.org/10.46245/ijorer.v5i1.544
Siswanto, D. H., & Peni, N. R. N. (2023). Publication trend on the Plomp development model in mathematics education. Asian Pendidikan, 3(2), 71–80. https://doi.org/10.53797/aspen.v3i2.9.2023
Siswanto, D. H., Suparman, Samsinar, & Alam, S. R. (2023). Studi bibliometrik untuk mengidentifikasi novelty dalam model pengembangan Borg dan Gall. PELITA: Jurnal Penelitian Dan Karya Ilmiah, 23(1), 1–16.
Welerubun, R. C., Wambrauw, H. L., Jeni, J., Wolo, D., & Damopolii, I. (2022). Contextual Teaching and Learning in Learning Environmental Pollution: the Effect on Student Learning Outcomes. Prima Magistra: Jurnal Ilmiah Kependidikan, 3(1), 106–115. https://doi.org/10.37478/jpm.v3i1.1487
Wibowo, W. A., Suryatama, H., & Siswanto, D. H. (2025). Exploring the impact of the Merdeka Curriculum on mathematics education in Elementary Schools. International Journal of Learning Reformation in Elementary Education, 4(01), 27–38. https://doi.org/10.56741/ijlree.v4i01.793
Yurt, E. (2025). The relationships among pre-service teachers’ critical thinking disposition, self-efficacy, and creative thinking disposition in Turkey: a latent growth mediation model. Current Psychology, 44, 85–102. https://doi.org/10.1007/s12144-024-07147-2





