Computer-based mathematics learning studies in the scopus database between 2010-2023: A blibliometric review
DOI:
https://doi.org/10.30862/jhm.v6i2.408Keywords:
bibliometric analysis, Computer-Based Mathematics Learning, scopusAbstract
Computer-based Mathematics Learning (CBML) has become global in the last decade, providing opportunities for more significant interaction between schools and their environment. Although CBML has been widely applied, few studies highlight its growth trajectory, especially high-quality studies and those in the Scopus document. This study identifies CBML-related research that can provide a global perspective on learning and the development of the further investigation. Therefore, a bibliometric analysis was conducted to identify 651 journal articles between 2010 and 2023 using the Scopus database. Data search uses the publish or perish application, and the VOS viewer program assists in analyzing theme linkages. This research addresses two issues: (i) reviewing the growth trajectory of CBML-related studies; and (ii) mapping between themes to identify gaps and the most important topics. The analysis results show that the study's trajectory appears fluid and is mediated by the impact of social restrictions due to Covid-19. The main topics and research gaps are discussed. Several implications are presented as helpful information for scientists and stakeholders.
References
Ali, M, Allihyani, M, Abdulaziz, A, Alansari, S, Faqeh, S, & Kurdi, A. (2021). What just happened? Impact of on-campus activities suspension on pharmacy education during COVID-19 lockdown – A students’ perspective. Saudi Pharmaceutical Journal, 29(1), 59–66. https://doi.org/10.1016/j.jsps.2020.12.008
Aungamuthu, Y. (2013). Towards a Responsive Pedagogy: Using ICT as a Tool to Engage Access Students’ Academic Identities in Mathematics. Alternation Special Edition, 8, 66–85.
Chauhan, S. (2017). A meta-analysis of the impact of technology on learning effectiveness of elementary students. Computers and Education, 105, 14–30. https://doi.org/10.1016/j.compedu.2016.11.005
Cheung, A. C. K, & Slavin, R. E. (2013). The effectiveness of educational technology applications for enhancing mathematics achievement in K-12 classrooms: A. Educational Research Review, 9, 88–113. https://doi.org/10.1016/j.edurev.2013.01.001
Colado, A. Z, Vázquez, R. I. A, & Patrón, D. E. R. (2017). Evaluation of Using Mathematics Educational Software for the Learning of First-Year Primary School Students. Education Sciences, 7(79), 1–12. https://doi.org/10.3390/educsci7040079
Das, A. K, Das, S, & Mukherjee, J. (2021). Largest triangle inside a terrain. Theoretical Computer Science, 858, 90–99. https://doi.org/10.1016/j.tcs.2020.12.018
Demir, S, & Ba?ol, G. (2014). Effectiveness of computer-assisted mathematics education (CAME) over academic achievement: A meta-analysis study. Kuram ve Uygulamada Egitim Bilimleri, 14(5), 2026–2035. https://doi.org/10.12738/estp.2014.5.2311
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
Foster, M. E, Anthony, J. L, Clements, D. H, & Sarama, J. (2016). Improving Mathematics Learning of Kindergarten Students Through Computer-Assisted Instruction. Journal for Research in Mathematics Education, 47(3), 206–232. https://doi.org/10.5951/jresematheduc.47.3.0206
Hallinger, P, & Chatpinyakoop, C. (2019). A bibliometric review of research on higher education for sustainable development, 1998-2018. Sustainability (Switzerland), 11(8). https://doi.org/10.3390/su11082401
Hallinger, P, & Nguyen, V. T. (2020). Mapping the landscape and structure of research on education for sustainable development: A bibliometric review. Sustainability (Switzerland), 12(5), 1–16. https://doi.org/10.3390/su12051947
Juandi, D, Kusumah, Y. S, Tamur, M, Perbowo, K. S, & ... (2021). A meta-analysis of Geogebra software decade of assisted mathematics learning: what to learn and where to go? In Heliyon. Elsevier. https://www.sciencedirect.com/science/article/pii/S2405844021010562
Juandi, D, Kusumah, Y. S, Tamur, M, Perbowo, K. S, Siagian, M. D, Sulastri, R, & Negara, H. R. P. (2021). The Effectiveness of Dynamic Geometry Software Applications in Learning Mathematics: A Meta- Analysis Study. International Journal Interactive Mobile Technologies, 15(02), 18–37. https://doi.org/10.3991/ijim.v15i02.18853
Juandi, D, Suparman, Martadiputra, A. B. P, Tamur, M, & Hasanah, A. (2022). Does mathematics domain cause the heterogeneity of students’ mathematical critical thinking skills through problem- based learning? A meta-analysis. International Conference on Mathematics and Science Education (ICMScE 2021), 2468(1), 1–7.
Juandi, D, & Tamur, M. (2020). Pengantar Analisis Meta. Bandung: UPI PRESS.
Juandi, D, & Tamur, M. (2021). The impact of problem-based learning toward enhancing mathematical thinking: A meta-analysis study. Journal of Engineering Science and Technology, 16(4), 3548–3561.
Juandi, D, Tamur, M, Martadiputra, B. A. P, Suparman, & Kurnila, V. S. (2022). A meta-analysis of a year of virtual-based learning amidst the COVID-19 crisis: Possible solutions or problems? International Conference on Mathematics and Science Education (ICMScE 2021), 2468(1), 1–6.
Kim, S. J. (2022). Counting strategies of students struggling in mathematics in a computer-based learning environment. Journal of Mathematical Behavior, 68. https://doi.org/10.1016/j.jmathb.2022.101007
Kim, S. J, Kastberg, S. E, Xin, Y. P, Lei, Q, Liu, B, Wei, S, & Chen, Y. (2022). Counting strategies of students struggling in mathematics in a computer-based learning environment. The Journal of Mathematical Behavior, 68(12). https://doi.org/10.1016/j.jmathb.2022.101007
Kusumah, Y. S, Kustiawati, D, & Herman, T. (2020). The Effect of GeoGebra in Three-Dimensional Geometry Learning on Students’ Mathematical Communication Ability. International Journal of Instruction, 13(2), 895–908. https://doi.org/10.29333/iji.2020.13260a
Liu, Y. (2020). Bibliometric analysis of research on soil health from 1999 to 2018. Journal of Soils and Sediments, 20(3), 1513–1525. https://doi.org/10.1007/s11368-019-02519-9
McLaren, B. M. (2017). A computer-based game that promotes mathematics learning more than a conventional approach. International Journal of Game-Based Learning, 7(1), 36–56. https://doi.org/10.4018/IJGBL.2017010103
Nagendrababu, V, Pulikkotil, S. J, Sultan, O. S, Jayaraman, J, Soh, J. A, & Dummer, P. M. H. (2019). Effectiveness of technology?enhanced learning in Endodontic education: a systematic review and meta?analysis. International endodontic journal, 52(2), 181-192. https://doi.org/10.1111/iej.12995
Negara, H. R. P, Tamur, M, Syaharuddin, Apandi, T. H, Kusuma, J. W, & Hamidah. (2020). Computational modeling of ARIMA-based G-MFS methods: Long-term forecasting of increasing population. International Journal of Emerging Trends in Engineering Research, 8(7), 3665–3669. https://doi.org/10.30534/ijeter/2020/126872020
Nurjanah, L. B, Yuliardi, R, & Tamur, M. (2020). Computer-assisted learning using the Cabri 3D for improving spatial ability and self- regulated learning. Heliyon, 6(11), e05536. https://doi.org/10.1016/j.heliyon.2020.e05536
Ochkov, V, & Bogomolova, E. P. (2015). Teaching Mathematics with Mathematical Software. Journal of Humanistic Mathematics, 5(1), 265–285. https://doi.org/10.5642/jhummath.201501.15
Özkaya, A. (2018). Bibliometric analysis of the studies in the field of mathematics education. Educational Research and Reviews, 13(22), 723–734. https://doi.org/10.5897/err2018.3603
Pereira, J, Tang, J, Wijaya, T. T, Chen, J, Hermita, N, & Tamur, M. (2021). Modeling the Interior Angles of a Triangle using Hawgent Dynamic Mathematics Software. Universitas Riau International Conference on Education Technology (URICET-2021), 37–41.
Pham-Duc, B, Tran, T, Le, H. T. T, Nguyen, N. T, Cao, H. T, & Nguyen, T. T. (2021). Research on Industry 4.0 and on key related technologies in Vietnam: A bibliometric analysis using Scopus. Learned Publishing, 34(3), 414–428. https://doi.org/10.1002/leap.1381
Phan, T. T, Do, T. T, Trinh, T. H, Tran, T, Doung, H. T, Trinh, T. P. T, Do, B. C, & Nguyen, T.-T. (2021). A Bibliometric Review on Realistic Mathematics Education in Scopus Database Between 1972-2019. European Journal of Educational Research, 11(2), 1133–1149.
Sarría Martínez de Mendivil, Í, González Crespo, R, González-Castaño, A, Magreñán Ruiz, Á. A, & Orcos Palma, L. (2019). A pedagogical tool based on the development of a computer application to improve learning in advanced mathematics. Revista Espanola de Pedagogia, 77(274), 457–485. https://doi.org/10.22550/REP77-3-2019-06
Schleicher, A. (2020). The impact of COVID-19 on education: Insights from education at a glance 2020. OECD Journal: Economic Studies, 1–31. Retrieved from https://www.oecd.org/education/the-impact-of-covid-19-on-education-insights-education-at-a-glance-2020.pdf
Shyshkina, M. (2017). The systems of computer mathematics in the cloud-based learning environment of educational institutions. In CEUR Workshop Proceedings, 1844, 396-405. https://api.elsevier.com/content/abstract/scopus_id/85020529564
Sosa, G. W, Berger, D. E, Saw, A. T, & Mary, J. C. (2011). Effectiveness of Computer-Assisted Instruction in Statistics: A Meta-Analysis. Review of Educational Research, 81(1), 97–128. https://doi.org/10.3102/0034654310378174
Supinah, R, & Soebagyo, J. (2022). Analisis Bibliometrik Terhadap Tren Penggunaan ICT Pada Pembelajaran Matematika. JNPM (Jurnal Nasional Pendidikan Matematika), 6(2), 276. https://doi.org/10.33603/jnpm.v6i2.6153
Tamur, M, Kusumah, Y. S, Juandi, D, Kurnila, V. S, Jehadus, E, & Samura, A. O. (2021). A Meta-Analysis of the Past Decade of Mathematics Learning Based on the Computer Algebra System (CAS). Journal of Physics: Conference Series, 1882(1), 012060. https://doi.org/10.1088/1742-6596/1882/1/012060
Tamur, M. (2021). Pengaruh Computer-Assisted Mathematics Education (CAME) Terhadap Kemampuan Matematis Siswa Sekolah Menengah Atas di Indonesia: Studi Meta-Analisis. Bandung: Universitas Pendidikan Indonesia.
Tamur, M, Gahung, A, Belos, M. A. L, Limur, M, Sutrani, D. F, & Lagam, Y. E. W. (2022). Bermain dan Belajar dengan Kahoot! Meningkatkan Keterlibatan Siswa SMP Menggunakan GAME Digital. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 11(4), 2857–2865. https://doi.org/10.24127/ajpm.v11i4.6065
Tamur, M, Jedia, L. L, Kurniyati, R, & Banggut, M. A. (2022). Analisis Bibliometrik Penggunaan Geogebra dalam Meningkatkan Kemampuan Pemecahan Masalah Matematis Siswa Dekade Terakhir. Suska Journal of Mathematics Education, 8(2), 75–86. https://doi.org/10.24014/sjme.v8i2.19868
Tamur, M, Juandi, D, & Kusumah, Y. S. (2020). The Effectiveness of the Application of Mathematical Software in Indonesia: A Meta-Analysis Study. International Journal of Instruction, 13(4), 867–884. https://doi.org/10.29333/iji.2020.13453a
Tamur, M, Kusumah, Y. S, Juandi, D, Wijaya, T. T, Nurjaman, A, & Samura, A. O. (2021). Hawthorne effect and mathematical software-based learning: A meta- analysis study. Journal of Physics: Conference Series, 1806(1), 012072. https://doi.org/10.1088/1742-6596/1806/1/012072
Tamur, M, Men, F. E, Ermi, K. E, Muhut, A. M, Nunang, R, & Lay, O. A. (2022). Penggunaan ICT dan Pengaruhnya terhadap Kemampuan Penalaran Matematis Siswa : Sebuah Analisis Bibliometrik. Juring (Journal for Research in Mathematics Learning), 5(4), 261–270. https://doi.org//10.24014/juring.v5i4.19991
Tamur, M, Ndiung, S, Weinhandl, R, Wijaya, T. T, Jehadus, E, & Sennen, E. (2023). Meta-Analysis of Computer-Based Mathematics Learning in the Last Decade Scopus Database: Trends and Implications. Infinity Journal, 12(1), 101. https://doi.org/10.22460/infinity.v12i1.p101-116
Tamur, M, Weinhandl, R, Sennen, E, Ndiung, S, & Nurjaman, A. (2022). The Effect of Cabri Express in Geometry Learning on Students’ Mathematical Communication Ability. JTAM (Jurnal Teori Dan Aplikasi Matematika), 6(4), 1027–1033. https://doi.org/10.31764/jtam.v6i4.10865
Tatar, E, Berrin, T, Izmanli, K. A. ?, & Akkaya, A. (2014). The Effect of a Dynamic Software on the Success of Analytical Analysis of the Circle and Prospective Mathematics Teachers Opinions. Journal of Electronic Science and Mathematics Education, 8(1), 153–177. https://doi.org/10.12973/nefmed.2014.8.1.a7
Timmers, C. F, Braber-Van Den Broek, J, & Van Den Berg, S. M. (2013). Motivational beliefs, student effort, and feedback behaviour in computer-based formative assessment. Computers and Education, 60(1), 25–31. https://doi.org/10.1016/j.compedu.2012.07.007
Wang, A. I, & Tahir, R. (2020). The effect of using Kahoot! for learning – A literature review. Computers and Education, 149(1), 103818. https://doi.org/10.1016/j.compedu.2020.103818
Wijaya, T. T, Cao, Y, Weinhandl, R, & Tamur, M. (2022). A meta-analysis of the effects of E-books on students’ mathematics achievement. Heliyon, 8(6), e09432. https://doi.org/10.1016/j.heliyon.2022.e09432
Xin, Y. P, Park, J. Y, Tzur, R, & Si, L. (2020). The impact of a conceptual model-based mathematics computer tutor on multiplicative reasoning and problem-solving of students with learning disabilities. The Journal of Mathematical Behavior, 58, 100762.https://doi.org/10.1016/j.jmathb.2020.100762
Yesilyurt, M, Dogan, M, & Acar, S. (2019). The Meta-Analysis of the Effect of Computer Aided Instruction on Student Attitudes in Science and Mathematics. Journal of Primary Education, 1(2), 57–69.
Yohannes, Juandi, D, & Tamur, M. (2021). The Effect of Problem-Based Learning (PBL) Model On Mathematical Communication Skills of Junior High School Students – A Meta-Analysis Study. Jurnal Pengukuran Psikologi Dan Pendidikan Indonesia, 10(2), 142–157. https://doi.org/10.15408/jp3i.v10i2.17893
Zhang, Y, & Wang, Q. (2020). Content learning opportunities, computer-based instruction, and students’ mathematics and science achievement. International Journal of Mathematical Education in Science and Technology, 51(8), 1164–1180. https://doi.org/10.1080/0020739X.2020.1717659
Zupic, I, & ?ater, T. (2015). Bibliometric Methods in Management and Organization. Organizational Research Methods, 18(3), 429–472. https://doi.org/10.1177/1094428114562629
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