Home⇛Psychology and Education: A Multidisciplinary Journal⇛vol. 45 no. 2 (2025)

From Emergency to Transformation in Mathematics Education: A Bibliometric Analysis of the COVID-19 Era and Beyond

Hanifah Daluma | Aniceto Naval

Discipline: Education

 

Abstract:

When classrooms closed and chalkboards gave way to webcams, mathematics education rapidly shifted to digital and remote modalities, prompting a corresponding surge in research. As the crisis unfolded, scholarly priorities moved from emergency responses to more sustainable and innovation-focused approaches. This bibliometric study analyses 237 peer-reviewed publications from 2020 to 2025, retrieved from Lens.org through a targeted search. Records lacking author-supplied keywords were supplemented with an AI-assisted extraction of salient terms that researchers then verified and standardized. VOSviewer 1.6.20, a specialized software for visualizing bibliometric networks, produced keyword co-occurrence, citation, co-authorship, and bibliographic-coupling maps that reveal thematic clusters and patterns of influence. Results indicate a clear thematic evolution. Early studies concentrated on online access and emergency remote instruction, whereas later work emphasized blended-learning design, teacher agency in hybrid contexts, equity and access, assessment reform, and professional development. Citation analysis highlights a core set of highly influential documents that guided subsequent research. At the same time, co-authorship mapping identifies collaborative networks led mainly by scholars in the United States, the Netherlands, Germany, and the United Kingdom. Bibliographic coupling uncovers cohesive clusters centered on resilient, technology-enhanced pedagogies and equity-oriented frameworks. Overall, the findings trace mathematics-education research as it progressed from short-term solutions to durable instructional innovations.



References:

  1. Baidoo, J. (2024). Blended teaching methods in mathematics education: A theoretical framework integration and implementation strategy for South African high schools. Il Ponte, 80(1), 91–106.
  2. Daim, T., Rueda, G., Martin, H., & Gerdsri, P. (2006). Forecasting emerging technologies: Use of bibliometrics and patent analysis. Technological Forecasting and Social Change, 73, 981–1012. https://doi.org/10.1016/j.techfore.2006.04.004
  3. Driskell, S. O. S., Harrington, R., Wheeler, A., & Rhine, S. (2023). Mathematics teacher educators' migration to emergency remote teaching during the onset of COVID-19. Journal of Educational Research and Innovation, 11, Article 2. https://digscholarship.unco.edu/jeri/vol11/iss1/2
  4. English, L. D. (2016). STEM education K–12: Perspectives on integration. International Journal of STEM Education, 3(1), 3. https://doi.org/10.1186/s40594-016-0036-1
  5. Gutiérrez, R. (2013). Why (urban) mathematics teachers need political knowledge. Journal of Urban Mathematics Education, 6(2), 7–19.
  6. Hassan, W., & Duarte, A. (2024). Bibliometric analysis: A few suggestions. Current Problems in Cardiology, 49, 102640. https://doi.org/10.1016/j.cpcardiol.2024.102640
  7. Hodges, C., Moore, S., Lockee, B., Trust, T., & Bond, A. (2020). The difference between emergency remote teaching and online learning. Educause Review. https://er.educause.edu/articles/2020/3/the-difference-between-emergency-remote-teaching-and-online-learning
  8. Hu, X., & Wang, Y. (2023). A bibliometric analysis of pandemic and epidemic studies in economics: Future agenda for COVID-19 research. Emerging Markets Review, 54, 100884. https://doi.org/10.1016/j.ememar.2022.100884
  9. Jantan, R., & Idrus, F. M. (2022). A bibliometric review of The Mathematics Journal: Themes, collaborations, and future directions (2000–2020). Journal of Mathematical Research, 14(2), 95–112. https://doi.org/10.5539/jmr.v14n2p95
  10. Kilpatrick, J., Swafford, J., & Findell, B. (Eds.). (2001). Adding it up: Helping children learn mathematics. National Academies Press. https://doi.org/10.17226/9822
  11. Lee, J. S., & Choi, H. S. (2024). Mathematics learning gap during pandemic among early adolescents: Roles of own aspiration and parental involvement. Educational Psychology, 44(1), 28–45. https://doi.org/10.1080/01443410.2023.2187652
  12. Lima, L., Silva, P., & Khan, O. (2025). Adapting blended learning models in post-pandemic education systems. International Journal of Educational Narrative, 3(2), 143–152.
  13. Martinez, L. R., & Patel, D. K. (2023). The COVID-19 pandemic's impact on 9th grade students' mathematics achievement. Journal of Adolescent Learning, 9(3), 215–230. https://doi.org/10.3390/jal9030215
  14. Moral-Muñoz, J., Herrera-Viedma, E., Santisteban-Espejo, A., & Cobo, M. J. (2020). Software tools for conducting bibliometric analysis in science: An up-to-date review. El Profesional de la Información, 29(1). https://doi.org/10.3145/epi.2020.ene.03
  15. Ní Fhloinn, E., & Fitzmaurice, O. (2021). Challenges and opportunities: Experiences of mathematics lecturers engaged in emergency remote teaching during the COVID-19 pandemic. Mathematics, 9(18), 2303. https://doi.org/10.3390/math9182303  
  16. Rodriguez, M. A. Y., & Naval, A. B. (2025). Studies on chatbots in education over 14 years: A bibliometric study. Psychology and Education: A Multidisciplinary Journal. http://dx.doi.org/10.70838/pemj.400503
  17. Rogers, E. M. (2003). Diffusion of innovations (5th ed.). Free Press.

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