Make A Match Learning Model on Learning Outcomes in Elementary Schools: A Bibliometric Analysis

Aliyah Muslikah 1 Indonesia , Chairul Amriyah 1 Indonesia , Ayu Reza Ningrum 1 Indonesia
1 Pendidikan Guru Madrasah Ibtidaiyah, Universitas Islam Negeri Raden Intan Lampung
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Published 2025-12-12
Vol. 5 No. 1 (2025) PAGES 359-377
DOI 10.51574/ijrer.v5i1.4271
Views / Downloads 199 1133

This article will map the architecture and detect trends in scholarly papers on the Make a Match (MaM) Learning Model in Elementary Schools from 2020 to 2025. The goals of this study are to examine annual publication growth, identify the most prolific journals, map significant keyword networks, and detect new topic trends in this literature. The study employed bibliometrics. Data were obtained using Publish or Perish software from Google Scholar, Crossref, and OpenAlex by searching the keywords "make a match," ("hasil belajar" or "learning outcome"), and ("sd" or "elementary school"). We reviewed and examined 130 items from 582 documents. VOSviewer created network, overlay, and density visualizations. The results showed that: (1) Publication Growth: There was a significant and accelerating increase in publications, reaching a peak in 2024 (36 documents, or 28%). (2) Central Focus: The main keywords are “Learning Outcomes” (56 occurrences, TLS 77) and “Make a Match” (52 occurrences, TLS 65), confirming a strong relationship between the two variables. (3) Topic Concentration: The density visualization highlights the two highest concentration areas: “learning outcomes” with “mathematics” and “make a match” with “make a match learning model.” (4) Development Trend: The overlay visualization shows a shift from basic studies (blue/green, 2022–2023) to topic specialization, which is shown by the rise of terms like "Islamic education" (yellow, 2023–2024). This study empirically supports the Make a Match Learning Model as the best pedagogical intervention to improve primary school learning outcomes in 2020–2025. These findings outline the mathematics focus and provide new topic development opportunities for future academics and practitioners.

Muslikah, A., Amriyah, C., & Ningrum, A. R. (2025). Make A Match Learning Model on Learning Outcomes in Elementary Schools: A Bibliometric Analysis. ETDC: Indonesian Journal of Research and Educational Review , 5(1), 359–377. https://doi.org/10.51574/ijrer.v5i1.4271
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  1. Alaida, R. (2025). Improving Student Learning Outcomes through the Implementation of the Make A Match Cooperative Learning Model in Islamic Education Learning at SD Negeri 23 Bandar Baru. Journal of Indonesian Primary School, 2(1), 122-133. http://journal.mgedukasia.or.id/index.php/jips/article/view/424
  2. Al Husaeni, D. N., & Al Husaeni, D. F. (2022). How to calculate bibliometric using VOSviewer with Publish or Perish (using Scopus data): Science education keywords. Indonesian Journal of Educational Research and Technology, 2(3), 247-274. https://doi.org/10.17509/ijert.v4i1.57213
  3. Arni, Y., Putri, A., Marlina, S., & Tantri, S. T. (2024). Implementation in Improving Mathematics Learning Outcomes of the Elementary School Students Using Make a Match Cooperative Learning Model. Continuous Education: Journal of Science and Research, 5(1), 80-90. https://www.pusdikra-publishing.com/index.php/josr/article/view/1808
  4. Aseery, A. (2024). Enhancing learners’ motivation and engagement in religious education classes at elementary levels. British Journal of Religious Education, 46(1), 43-58. https://doi.org/10.1080/01416200.2023.2256487
  5. Atradinal, A., & Ockta, Y. (2024). How do the STAD cooperative learning model, conventional methods, and student confidence affect football learning outcomes?. Jurnal Konseling Dan Pendidikan, 12(3), 112-121. https://doi.org/10.29210/1118200
  6. Bukar, U. A., Sayeed, M. S., Razak, S. F. A., Yogarayan, S., Amodu, O. A., & Mahmood, R. A. R. (2023). A method for analyzing text using VOSviewer. MethodsX, 11, 102339. https://doi.org/10.1016/j.mex.2023.102339
  7. Cañabate, D., Bubnys, R., Nogué, L., Martínez-Mínguez, L., Nieva, C., & Colomer, J. (2021). Cooperative learning to reduce inequalities: instructional approaches and dimensions. Sustainability, 13(18), 10234. https://doi.org/10.3390/su131810234
  8. Clemente-Suárez, V. J., Beltrán-Velasco, A. I., Herrero-Roldán, S., Rodriguez-Besteiro, S., Martínez-Guardado, I., Martín-Rodríguez, A., & Tornero-Aguilera, J. F. (2024). Digital device usage and childhood cognitive development: Exploring effects on cognitive abilities. Children, 11(11), 1299. https://doi.org/10.3390/children11111299
  9. Dewi, F. F., Nasution, N. E. A., & Rizka, C. (2025). The effect of the make a match learning model assisted by picture card media on students' cognitive learning outcomes in the human respiratory system topic. Inornatus: Biology Education Journal, 5(1), 48-63. https://doi.org/10.30862/inornatus.v5i1.833
  10. Farman, F., Hamzah, R. A., Winarto, W., Setyaningrum, P. M. P., Reissyaf, M., Misesani, D., ... & Rahmah, S. (2024). Cooperative Learning dalam Kurikulum Merdeka. Penerbit Mifandi Mandiri Digital, 1(01). http://jurnal.mifandimandiri.com/index.php/penerbitmmd/article/view/30
  11. Fauhah, H., & Rosy, B. (2021). Analisis model pembelajaran make a match terhadap hasil belajar siswa. Jurnal Pendidikan Administrasi Perkantoran (JPAP), 9(2), 321-334. https://doi.org/10.26740/jpap.v9n2.p321-334
  12. Fauzan, F., Ansori, R. A. M., Dannur, M., Pratama, A., & Hairit, A. (2023). The implementation of the merdeka curriculum (independent curriculum) in strengthening students’ character in Indonesia. Aqlamuna: Journal of Educational Studies, 1(1), 136-155. https://doi.org/10.58223/aqlamuna.v1i1.237
  13. Haniah, A. H., Immanuel, K., Azzahra, A., & Andini, L. Z. (2023). The Relationship between Cognitive Development in the Concrete Operational Stage and Mathematical Problem Solving Abilities in Grade 4 children at SDN Podorejo 1. Education Generation Journal, 2(2), 31-34. https://edugen.thaifahmp.id/index.php/id/article/view/23
  14. Hidayat, M. T., Suryadi, S., Latifannisa, N., Sari, S. N., & Rino, R. (2025). Evolution of The Education Curriculum in Indonesia. Journal of Innovation in Educational and Cultural Research, 6(2), 381-395. https://doi.org/10.46843/jiecr.v6i2.1312
  15. Hunaepi, H., & Suharta, I. (2024). Transforming education in Indonesia: The impact and challenges of the Merdeka belajar curriculum. Path of Science, 10(6), 5026-5039. https://doi.org/10.22178/pos.105-31
  16. Juliani, A., Mustadi, A., & Lisnawati, I. (2021). “Make A Match Model” for Improving the Understanding of Concepts and Student Learning Results. Indonesian Journal on Learning and Advanced Education (IJOLAE), 48-56. https://doi.org/10.23917/ijolae.v3i1.10269
  17. Kebede, Y. A., Zema, F. K., Geletu, G. M., & Zinabu, S. A. (2025). Cooperative Learning Instructional Approach and Student’s Biology Achievement: A Quasi-Experimental Evaluation of Jigsaw Cooperative Learning Model in Secondary Schools in Gedeo Zone, South Ethiopia. Sage Open, 15(1), 21582440251318883. https://doi.org/10.1177/21582440251318883
  18. Kerimbayev, N., Umirzakova, Z., Shadiev, R., & Jotsov, V. (2023). A student-centered approach using modern technologies in distance learning: a systematic review of the literature. Smart Learning Environments, 10(1), 61. https://doi.org/10.1186/s40561-023-00280-8
  19. Klarin, A. (2024). How to conduct a bibliometric content analysis: Guidelines and contributions of content co‐occurrence or co‐word literature reviews. International Journal of Consumer Studies, 48(2), e13031. https://doi.org/10.1111/ijcs.13031
  20. Kusumaningtyas, D. A., & Mirtasari, S. (2024). Enhancing Elementary Students' Learning Interest in Science with the'Make-a-Match'Cooperative Learning Model. International Journal of Learning Reformation in Elementary Education, 3(02), 80-89. https://doi.org/10.56741/ijlree.v3i02.552
  21. Limbong, E. E. S., Pasaribu, S. D., Tampubolon, Y. B. S., & Lubis, R. H. (2024). The Relevance of The Independent Learning Curriculum to the 21st Century Learning Model in Development of Society Era 5.0. EDUCTUM: Journal Research, 3(3), 100-106. https://doi.org/10.56495/ejr.v3i3.606
  22. Martins, J., Gonçalves, R., & Branco, F. (2024). A bibliometric analysis and visualization of e-learning adoption using VOSviewer. Universal Access in the Information Society, 23(3), 1177-1191. https://doi.org/10.1007/s10209-022-00953-0
  23. Masjudin, M. (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
  24. Mawardah, N. A., Damayanti, S. K., Ramadhini, N., Suriansyah, W. R., & Pratiwi, D. A. (2025). Analisis Kendala Penerapan Cooperative Learning pada Peserta Didik dalam Konteks Kurikulum Merdeka di SDN Semangat Dalam 1. MARAS: Jurnal Penelitian Multidisiplin, 3(2), 516-529. https://doi.org/10.60126/maras.v3i2.894
  25. Oogarah-Pratap, B., Bholoa, A., & Ramma, Y. (2025). Stage theory of cognitive development—Jean Piaget. In Science education in theory and practice: An introductory guide to learning theory (pp. 125-142). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-81351-1_8
  26. Pessin, V. Z., Yamane, L. H., & Siman, R. R. (2022). Smart bibliometrics: an integrated method of science mapping and bibliometric analysis. Scientometrics, 127(6), 3695-3718. https://doi.org/10.1007/s11192-022-04406-6
  27. Pramesworo, I. S., Fathurrochman, I., Sembing, D., Bangkara, B. A., & Sudrajat, D. (2023). Relevance between Blended Learning and Students' Independent Learning Curriculum: An Overview of Digital Age Education, Student and Teacher Engagement, Technological Resources. Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran, dan Pembelajaran, 9(3), 858-869. https://doi.org/10.33394/jk.v9i3.8320
  28. Ratnaningsih, S. (2016). Character education in primary school students prepare to face challenges of the 21st century. In International Conference on Ethics in Governance (ICONEG 2016) (pp. 48-53). Atlantis Press. https://doi.org/10.2991/iconeg-16.2017.12
  29. Shvets, T., Shestakova, S., Kryvoshlykov, S., Lohvynenko, V., & Butrynovska, U. (2024). Enhancing students' social abilities via cooperative learning and project-based teaching methods: Pedagogical approaches and beneficial outcomes. Multidisciplinary Reviews, 7. https://doi.org/10.0.124.149/multirev.2024spe022
  30. Slavin, R. E. (2022). Cooperative learning in elementary schools. In Contemporary issues in primary education (pp. 102-111). Routledge. https://doi.org/10.4324/9781003316862-11
  31. Surtini, S., & Muhtar, T. (2024). Teachers' pedagogic competence in strengthening character education of students in elementary schools: Exploring effective strategies. Jurnal Paedagogy, 11(3), 568-579. https://doi.org/10.33394/jp.v11i3.11904
  32. Viyayanti, V., & Dwikoranto, D. (2021). Make a match techniques in cooperative learning: innovations to improve student learning outcomes, student learning activities and teacher performance. Studies in Learning and Teaching, 2(2), 35-46. https://doi.org/10.46627/silet.v2i2.74
  33. Vitasari, D., Noviani, D., Anggraini, L., Safitri, D., & Hile, A. (2025). The Effectiveness of Implementing the Independent Curriculum in Shaping an Innovative Generation in Indonesia. International Journal of Islamic Education, Research and Multiculturalism (IJIERM), 7(2), 506-523.
  34. Widjanarko, K. I., & Pranoto, A. (2024). Application of Couple Card Media With Make A Match Learning Model in Improving Students' Collaboration Skills at SMA Negeri 9 Surabaya. Jurnal Disastri, 6(2), 160-170. https://doi.org/10.33752/disastri.v6i2.6410
  35. Zainuddin, Z., Nafisah, A., & Muttaqin, M. (2025). Transforming Character Education through the Implementation of the Independent Curriculum in Indonesia. International Journal of Education and Humanities, 5(3), 560-572. https://doi.org/10.58557/(ijeh).v5i3.346
  36. Zhou, H. (2025). Exploring the dynamic teaching-learning relationship in interactive learning environments. Interactive Learning Environments, 1-31. https://doi.org/10.1080/10494820.2025.2462149
  37. Zhou, T., & Colomer, J. (2024). Cooperative learning promoting cultural diversity and individual accountability: A systematic review. Education Sciences, 14(6), 567. https://doi.org/10.3390/educsci14060567

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Bibliometric Analysis Cooperative Learning Elementary School Make a Match Learning Outcomes