The Learning of Mathematics Based on Individual Differences : A Topic Trend Bibliometric Analysis Using VOSviewer
Abstract
This study aims to establish a foundation for the development of differentiated learning through an analysis of trends in articles related to personality type differences in the field of mathematics education. The research method used was descriptive, using Bibliometric Analysis. These 422 data from Scopus have been from Scopus-indexed journals and were obtained by defining search keywords, namely "individual differences." These articles were then filtered based on the highest citation, resulting in 100 articles that were analyzed using Vos Viewer and Microsoft Excel to display the necessary data for analysis. The results of this study indicated that from many articles that had been analyzed, individual differences have a wide meaning, it could be gender, characteristics, thinking process, fear, attitude, and others. Those differences should be taken into consideration by the teacher and cannot be neglected because they can influence the learners. From the data that has been analyzed, the topic above has been increasing after 2017 with the United States and the United Kingdom as the most recent country that published this topic. Cognition is the journal that has the most publications on this topic, with Engle, R. W. as the most productive writer. The most trending article was about Mathematics in general, mathematics concepts, and the phenomena in teaching and learning math. The next piece of advice is about the development of the individual learning model, its evaluation, and its utilization in creating a differentiated learning model.
Keywords
Full Text:
PDFReferences
Admoko, S., Mukhayyarotin, N. R. J., & Madlazim, E. H. (2021). Bibliometric Profile of Science Education Research on Argumentation and the Contribution of Indonesia. International Journal of Education in Mathematics, Science and Technology, 209(Ijcse), 502–509.
Al-Hamad, N. Q. (2022). Moodle As a Learning Management System: Perceived Efficacy And Actual Use. JOURNAL OF EDUCATORS ONLINE, 19(3).
Al-Seghayer, K. (2005). The effects of verbal and spatial abilities on reading comprehension task performance in multimedia environments with respect to individual differences among learners. CALL-EJ Online, 7(1), 22–36.
Bahri, S., Adnyana, I. K., Hasan, M. F., Ray, H. R. D., & Paramitha, S. T. (2022). Science Mapping for Nutrition Education in Sports Recovery Research: A Bibliometric Analysis. International Journal of Education in Mathematics, Science and Technology, 10(4), 795–811. https://doi.org/10.46328/ijemst.2620
Braithwaite, D. W., Leib, E. R., Siegler, R. S., & McMullen, J. (2019). Individual differences in fraction arithmetic learning. Cognitive Psychology, 112(April), 81–98. https://doi.org/10.1016/j.cogpsych.2019.04.002
Carr, T. H. (1981). Building theories of reading ability: On the relation between individual differences in cognitive skills and reading comprehension. Cognition, 9(1), 73–114. https://doi.org/10.1016/0010-0277(81)90015-9
Coulanges, L., Abreu-Mendoza, R. A., Varma, S., Uncapher, M. R., Gazzaley, A., Anguera, J., & Rosenberg-Lee, M. (2021). Linking inhibitory control to math achievement via comparison of conflicting decimal numbers. Cognition, 214(June 2020), 104767. https://doi.org/10.1016/j.cognition.2021.104767
Deta, U. A., Arika, A., Lentika, D. L., Al Lathifah, S. A. S., Suliyanah, S., Admoko, S., & Suprapto, N. (2021). Research Trend of Socio Scientific Issues (SSI) in Physics Learning Through Bibliometric Analysis in 2011-2020 using Scopus Database and the Contribution of Indonesia. Jurnal Penelitian Pendidikan IPA, 7(4), 682–692. https://doi.org/10.29303/jppipa.v7i4.862
Dewiyani, M. J., Budayasa, I. K., & Juniati, D. (2017). Profil Proses Berpikir Mahasiswa Tipe Kepribadian Sensing dalam Memecahkan masalah Logika Matematika. Cakrawala Pendidikan, 36(2), 299–308.
Dhian Nur Rahayu, & Lila Setiyani. (2022). Systematic Literature Review: Delone and Mclean Model using VOSViewer on Google Scholar Database Case Year 2010-2020. International Journal of Science, Technology & Management, 3(1), 22–30. https://doi.org/10.46729/ijstm.v3i1.402
Donthu, N., Kumar, S., Mukherjee, D., Pandey, N., & Lim, W. M. (2021). How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research, 133(April), 285–296. https://doi.org/10.1016/j.jbusres.2021.04.070
Drijvers, P., Grauwin, S., & Trouche, L. (2020). When bibliometrics met mathematics education research: the case of instrumental orchestration. ZDM - Mathematics Education, 52(7), 1455–1469. https://doi.org/10.1007/s11858-020-01169-3
Efklides, A., Papadaki, M., Papantoniou, G., Kiosseoglou, G., European, S., June, N., & Efklides, A. (2018). Individual differences in feelings of difficulty : The case of school mathematics Linked references are available on JSTOR for this article : Individual differences in feelings of difficulty : The case of school mathematics. European Journal of Psychology of Education, 13(2), 207–226.
Hashim, A., Ruzaina, S., Aris, S., & Fook, C. Y. (2022). Assessing Gender Differences in Creative Self-Efficacy , Creative Ability and Creative Environment Dimensions among Lower Secondary School Students in Selangor , Malaysia. 18(4), 879–892.
Huang, X. J. L. M.-L. H. (2022). Choice of Pedagogical Agents As Virtual Math Tutors: Perspectives from Children and Colleges Syudents. JOURNAL OF EDUCATORS ONLINE, 19(2).
Jamian, L. S., Ibadallah, B. X., & Fook, C. Y. (2019). A conceptual framework: The influence of school culture types and personality traits on psychological empowerment amongst secondary school teachers in malaysia. Asian Journal of University Education, 15(3), 1–13. https://doi.org/10.24191/ajue.v15i3.01
Killingsworth, S. S., Clark, D. B., & Adams, D. M. (2015). Self-Explanation and Explanatory Feedback in Games: Individual Differences, Gameplay, and Learning. International Journal of Education in Mathematics, Science and Technology, 3(3), 162. https://doi.org/10.18404/ijemst.15600
Kramer, A. W., Schaaf, J. V., & Huizenga, H. M. (2023). How much do you want to learn? High-school students’ willingness to invest effort in valenced feedback-learning tasks. Learning and Individual Differences, 108(September), 102375. https://doi.org/10.1016/j.lindif.2023.102375
Kubat, U. (2018). Identifying the individual differences among students during learning and teaching process by science teachers. International Journal of Research in Education and Science, 4(1), 30–38. https://doi.org/10.21890/ijres.369746
Kurniadi, E., Sari, N., & Darmawijoyo, D. (2021). Cognitive Processes of Using Representational Form in Mathematical Modeling Based on Gender Differences. Jurnal Elemen, 7(2), 463–474. https://doi.org/10.29408/jel.v7i2.3627
Lestariningsih, L., Maulidah, N. S., & Lutfianto. (2021). Students’ Quantitative Literacy in Solving PISA Problem Based on Gender Differences. Jurnal Elemen, 7(2), 438–449. https://doi.org/10.29408/jel.v7i2.3557
Lyons, I. M., & Beilock, S. L. (2009). Beyond quantity: Individual differences in working memory and the ordinal understanding of numerical symbols. Cognition, 113(2), 189–204. https://doi.org/10.1016/j.cognition.2009.08.003
Martin, J. D., Shipstead, Z., Harrison, T. L., Redick, T. S., Bunting, M., & Engle, R. W. (2020). Journal of Experimental Psychology: Learning, Memory, and Cognition: Editor. Journal of Experimental Psychology: Learning, Memory, and Cognition, 46(1), 140–154. https://doi.org/10.1037/0278-7393.29.3.c2
Mishra, M., Sudarsan, D., Santos, C. A. G., Mishra, S. K., Kar, D., Baral, K., & Pattnaik, N. (2021). An overview of research on natural resources and indigenous communities: a bibliometric analysis based on Scopus database (1979–2020). Environmental Monitoring and Assessment, 193(2). https://doi.org/10.1007/s10661-020-08793-2
Mulholland, A. M. (1964). The Impact of Individual Differences on Language Learning. Exceptional Children, 30, 359–364.
Nurul Zakiyyah, F., & Winoto, Y. (2022). Pemetaan bibliometrik terhadap perkembangan penelitian dengan topik arsitektur informasi pada Google scholar menggunakan Vosviewer. Informatio: Journal of Library and Information Science, 2(1), 43–60. http://jurnal.unpad.ac.id/informatioDOI:https://doi.org/10.24198/inf.v2i1.37766
Pilotti, M. A. E., Abdelsalam, H., Anjum, F., Muhi, I., Nasir, S., Daqqa, I., Gunderson, G. D., & Latif, R. M. (2022). Adaptive Individual Differences in Math Courses. Sustainability (Switzerland), 14(13). https://doi.org/10.3390/su14138197
Pitaloka, H., & Arsanti, M. (2022). Pembelajaran Diferensiasi dalam Kurikulum Merdeka. Seminar Nasional Pendidikan Sultan …, November, 2020–2023. http://jurnal.unissula.ac.id/index.php/sendiksa/article/view/27283
Prahani, B. K., Alfin, J., Saphira, H. V., Hariyono, E., & Suprapto, N. (2021). Learning Management System ( LMS ) Research During 1991 – 2021 : How Technology Affects Education. 1.
Qi, C. (2019). A double-edged sword? Exploring the impact of students’ academic usage of mobile devices on technostress and academic performance. Behaviour and Information Technology, 38(12), 1337–1354. https://doi.org/10.1080/0144929X.2019.1585476
Saito, K., Kachlicka, M., Suzukida, Y., Petrova, K., Lee, B. J., & Tierney, A. (2022). Auditory precision hypothesis-L2: Dimension-specific relationships between auditory processing and second language segmental learning. Cognition, 229(July), 105236. https://doi.org/10.1016/j.cognition.2022.105236
Sanders, P., & Conti, G. (2012). Identifying individual differences: A cognitive styles tool. MPAEA Journal of Adult Education, 41(2), 43–63. https://www.mpaea.org
Şimşek, Ö. F. (2012). Higher-order factors of personality in self-report data: Self-esteem really matters. Personality and Individual Differences, 53(5), 568–573. https://doi.org/10.1016/j.paid.2012.04.023
Snow, R. E., Tiffin, J., & Seibert, W. F. (1965). Individual differences and instructional film effects. Journal of Educational Psychology, 56(6), 315–326. https://doi.org/10.1037/h0022788
Stern, E. (2024). Research on intelligence and learning : How to unite estranged siblings. Personality and Individual Differences, 221(January), 112555. https://doi.org/10.1016/j.paid.2024.112555
Supriyadi, E. (2022). a Bibliometrics Analysis on Mathematical Thinking in Indonesia From Scopus Online Database With Affiliation From Indonesia. Alifmatika: Jurnal Pendidikan Dan Pembelajaran Matematika, 4(1), 82–98. https://doi.org/10.35316/alifmatika.2022.v4i1.82-98
Susilo, B. E. (2022). Students’ mathematical critical thinking ability in problem-based learning viewed based on learning style. Jurnal Elemen, 8(1), 187–200. https://doi.org/10.29408/jel.v8i1.4536
Warren, J. M. (1961). Individual differences in discrimination learning by cats. Journal of Genetic Psychology, 98(1), 89–93. https://doi.org/10.1080/00221325.1961.10534356
Wei, W., Liao, H., Xu, C., Ye, X., & LeFevre, J. A. (2023). The home mathematics environment and its relation to children’s mathematical skills for Chinese families. Learning and Individual Differences, 108(October), 102381. https://doi.org/10.1016/j.lindif.2023.102381
Williams, B., Myerson, J., & Hale, S. (2018). Individual Differences, Intelligence, and Behavior Analysis. Journal of the Experimental Analysis of Behavior, 90(2), 219–231. https://doi.org/10.1901/jeab.2008.90-219
DOI: https://doi.org/10.33394/jk.v10i1.10238
Refbacks
- There are currently no refbacks.
Copyright (c) 2024 The Author(s)

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Jurnal Kependidikan : Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran, dan Pembelajaran
E-ISSN: 2442-7667
Published by LPPM Universitas Pendidikan Mandalika
Email: [email protected]
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.