Trends and production dynamics in university rankings research: A bibliometric analysis for higher education policy

Authors

DOI:

https://doi.org/10.38140/ijer-2026.vol8.1.15

Keywords:

University rankings, bibliometric analysis, higher education, research trends, production dynamics

Abstract

The globalisation of higher education has amplified demand for institutional rankings, influencing student decisions and shaping institutional strategies. Although substantial attention has been devoted to the methodology and validity of the indicators and metrics used in rankings, there is less understanding of how these rankings intersect with national and institutional policy objectives. The predominance of publication-based metrics has incentivised behaviours focused on maximising visibility and citation counts, raising concerns regarding the authenticity of scholarly impact. This paper explores current trends, influences, and debates surrounding university rankings, highlighting the pressures they exert on researchers, institutions, and policymakers. Employing a bibliometric approach, the authors analysed and mapped the evolution of the ranking discourse, identifying consistent themes and shifts in focus over time. A bibliometric analysis of 419 journal articles traced and analysed four decades of research on university rankings, spanning from the late 1980s to 2025. The study found that research on university rankings has expanded significantly in scale and complexity, increasingly addressing global trends and policy shifts. In the discussion, these findings are interpreted in light of ongoing debates regarding the balance between global benchmarking pressures and local transformation and equity priorities. The paper recommends policy reforms that strike a balance between worldwide visibility and local relevance, thereby contributing to discussions on equitable academic development in diverse higher education contexts.

References

Badat, S. (2010). Global rankings of universities: A perverse and present burden. In E. Unterhalter & V. Carpentier (Eds.), Whose interests are we serving? Global inequalities and higher education (pp. 117–141). Palgrave Macmillan. https://doi.org/10.1007/978-0-230-36507-0_5

Baty, P. (2014). The Times Higher Education World University Rankings, 2004–2012. Ethics in Science and Environmental Politics, 13(2), 125–130.

Bayanbayeva, A. (2025). Global university rankings and the dissemination of the Western university model: Balancing worldwide influence and national priorities in Kazakhstan. Globalisation, Societies and Education, 24(2), 1–15. https://doi.org/10.1080/14767724.2025.2515492

Bhattacharjee, Y. (2011). Saudi universities offer cash in exchange for academic prestige. https://doi.org/10.1126/science.334.6061.1344

Biagioli, M., Kenney, M., Martin, B. R., & Walsh, J. P. (2019). Academic misconduct, misrepresentation and gaming: A reassessment. Research Policy, 48(2), 401–413. https://doi.org/10.1016/j.respol.2018.10.025

Buckner, E. (2017). The worldwide growth of private higher education: Cross-national patterns of higher education institution foundings by sector. Sociology of Education, 90(4), 296–314. https://doi.org/10.1177/0038040717739613

Butler, L. (2003a). Explaining Australia's increased share of ISI publications: The effects of a funding formula based on publication counts. Research Policy, 32(1), 143–155. https://doi.org/10.1016/S0048-7333(02)00007-0

Butler, L. (2003b). Modifying publication practices in response to funding formulas. Research Evaluation, 12(1), 39-46. https://doi.org/10.3152/147154403781776780

Cheng, Y., Wang, Q., & Liu, N. C. (2014). How world-class universities affect global higher education. Springer. https://doi.org/10.1007/978-94-6209-821-3

Clarke, M. (2007). The impact of higher education rankings on student access, choice, and opportunity. Higher Education in Europe, 32(1), 59-70. https://doi.org/10.1080/03797720701618836

Daraio, C., Bonaccorsi, A., & Simar, L. (2015). Rankings and university performance: A conditional multidimensional approach. European Journal of Operational Research, 244(3), 918–930. https://doi.org/10.1016/j.ejor.2015.02.005

Daraio, C., & Bonaccorsi, A. & Bonaccorsi, A. (2016). Beyond university rankings? Generating new indicators on universities by linking data sources in open platforms. Springer. https://doi.org/10.1002/asi.23679

Darwin, S., & Barahona, M. (2024). Globalising or assimilating? Exploring the contemporary function of regionalised global university rankings in Latin America. Higher Education, 87(2), 287–304. https://doi.org/10.1007/s10734-023-01006-7

Dill, D. D. (2009). Convergence and diversity: The role and influence of university rankings. In D. D. Dill & M. Soo (Eds.), University rankings, diversity, and the new landscape of higher education (pp. 97–116). Sense Publishers.

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, 285–296. https://doi.org/10.1016/j.jbusres.2021.04.070

Ghani, N. A., Teo, P. C., Ho, T. C., Choo, L. S., Kelana, B. W. Y., Adam, S., & Ramliy, M. K. (2022). Bibliometric analysis of global research trends on higher education internationalization using Scopus database. Sustainability, 14(14), 8810. https://doi.org/10.3390/su14148810

Gläser, J., & Laudel, G. (2005). Advantages and dangers of "remote" peer evaluation. Research Evaluation, 14(3), 186–198. https://doi.org/10.3152/147154405781776003

Godin, B. (2006). On the origin of bibliometrics. Scientometrics, 68(1), 109–133. https://doi.org/10.1007/s11192-006-0086-0

Hazelkorn, E. (2007). The impact of league tables and ranking systems on higher education decision-making. Higher Education Management and Policy, 19(2), 87–110. https://doi.org/10.1787/hemp-v19-art12-en

Hazelkorn, E. (2013). Reflections on a Decade of Global Rankings: What we’ve learned and outstanding issues. European Journal of Education, 49(1), 12–28. https://doi.org/10.1111/ejed.12059

Hazelkorn, E. (2015). Rankings and the reshaping of higher education: The battle for world-class excellence (2nd ed.). Palgrave Macmillan. https://doi.org/10.1057/9780230306394

Hladchenko, M. (2025). Access models, authorship patterns, and citation impact in Ukrainian scholarly publishing (2020–2023). Scientometrics, 130(11), 6349–6374. https://doi.org/10.48550/arXiv.2511.20862

Hottenrott, H., Rose, M. E., & Lawson, C. (2021). The rise of multiple institutional affiliations in academia. Journal of the Association for Information Science and Technology, 72(8), 1039-1058.https://doi.org/10.1002/asi.24472

Ishak, M. F., Ali, A. M., Tajuddin, N. I. I., & Shamsudin, M. F. (2021). Does institution ranking influence students' decision-making to enrol at private higher education institutions? A PLS-SEM approach. Academy of Entrepreneurship Journal, 27(5), 1-10.

Kapfudzaruwa, F. (2025). Internationalization of higher education and emerging national rationales: Comparative analysis of the Global North and South. Higher Education Policy, 38(3), 493-522. https://doi.org/10.1057/s41307-024-00358-z

Kaycheng, S. (2015). Multicollinearity and indicator redundancy in world university rankings. Higher Education Quarterly, 69(2), 158-174. https://doi.org/10.1111/hequ.12058

Kochetkov, D. (2024). University rankings in the context of research evaluation: A state-of-the-art review. Quantitative Science Studies, 5(3), 533-555. https://doi.org/10.1162/qss_a_00317

Laudel, G., & Gläser, J. (2014). Beyond breakthrough research: Epistemic properties of research and their consequences for research funding. Research Policy, 43(7), 1204-1216. https://doi.org/10.1016/j.respol.2014.02.006

Leal Filho, W., Viera Trevisan, L., Wahaj, Z., Déda Araújo Nunes, D., Portela de Vasconcelos, C. R., Dibbern, T. A., & Dinis, M. A. P. (2025). University rankings and sustainable development: The state of the art. International Journal of Sustainability in Higher Education, 26(7), 1615-1636. https://doi.org/10.1108/IJSHE-112023-0530

Lee, S. J., Schneijderberg, C., Kim, Y., & Steinhardt, I. (2021). Have academics' citation patterns changed in response to the rise of world university rankings? A test using first-citation speeds. Sustainability, 13(17), 9515. https://doi.org/10.3390/su13179515

Maka, L. (2025). Mapping the shift from digitisation to digital transformation: A 20-year bibliometric analysis of higher education research. Interdisciplinary Journal of Education Research, 7(2), 1-16. https://doi.org/10.38140/ijer-2025.vol7.2.20

Mamdani, M. (2016). Between the public intellectual and the scholar: Decolonization and post-independence initiatives in African higher education. Inter-Asia Cultural Studies, 17(1), 68-83. https://doi.org/10.1080/14649373.2016.1140260

Maral, M. (2024). Global literature on higher education: A bibliometric analysis of the top 15 journals. Journal of Scientometric Research, 13(1), 272-284. https://doi.org/10.5530/jscires.13.1.23

Marginson, S. (2016). The worldwide trend toward high-participation higher education. Higher Education, 72(4), 413-434. https://doi.org/10.1007/s10734-016-0016-x

Marginson, S. (2022a). Research on international and global higher education. Oxford Review of Education, 48(4), 421–438. https://doi.org/10.1080/03054985.2022.2074608

Marginson, S. (2022b). What is global higher education? Oxford Review of Education, 48(4), 492-517. https://doi.org/10.1080/03054985.2022.2074609

Marginson, S. (2025). Space, power, and globalization: On the geopolitics of higher education. ECNU Review of Education, 1-39. https://doi.org/10.1177/20965311251352111

McCormick, A. C. (2019). Beyond performance indicators. International Journal of Chinese Education,8(1), 60-72. https://doi.org/10.1163/22125868-12340089

McKenna, S. (2024). The resilience of rankings in the neoliberal academy. Transformation in Higher Education, 9, 415. https://doi.org/10.4102/the.v9i0.415

Meho, L. I. (2025). Gaming the metrics: bibliometric anomalies in global university rankings and the research integrity risk index (RI2). Scientometrics, 130, 6683–6726. https://doi.org/https://doi.org/10.1007/s11192-025-05480-2

Mense, E. G., Lemoine, P. G., Garretson, C. J., & Richardson, M. D. (2018). The development of global higher education. Journal of Education and Development, 2(3), 47-60. https://doi.org/10.20849/jed.v2i3.492

Moosa, I. A. (2024). Publish or perish: Perceived benefits versus unintended consequences. Edward Elgar Publishing.

Mospan, N. (2023). Trends in emergency higher education digital transformation. Journal of University Teaching and Learning Practice, 20(1), 50–68. https://doi.org/10.53761/1.20.1.04

Musselin, C. (2013). How peer review empowers the academic profession. Research Policy, 42(5), 1165-1173. https://doi.org/10.1016/j.respol.2013.03.001

Ndofirepi, A. (2017). African universities on a global ranking scale. South African Journal of Higher Education, 31(1), 155-174. https://doi.org/10.20853/31-1-830

Ninkov, A., Frank, J. R., & Maggio, L. (2021). Bibliometrics. Perspectives on Medical Education, 11(3), 173-176. https://doi.org/10.1007/s40037-021-00695-4

Oravec, J. A. (2017). The manipulation of scholarly rating and measurement systems: Constructing excellence in an era of academic stardom. Teaching in Higher Education, 22(4), 423-436. https://doi.org/10.1080/13562517.2017.1301909

Özturk, Ö., Kocavan, R., & Kanbach, D. K. (2024). How to design bibliometric research. Review of Managerial Science, 18(1), 3333-3361. https://doi.org/10.1007/s11846-023-00609-6

Passas, I. (2024). Bibliometric analysis: The main steps. Encyclopedia, 4(2), 1014-1025. https://doi.org/10.3390/encyclopedia4020066

Pavlov, O. V., & Katsamakas, E. (2023). Tuition too high? Journal of Economic Behavior & Organization, 213, 409-431. https://doi.org/10.1016/j.jebo.2023.05.010

Pinheiro, R., Balbachevsky, E., Pillay, P., & Yonezawa, A. (2023). The impact of COVID-19 on the institutional fabric of higher education. Springer Nature. https://doi.org/https://doi.org/10.1007/978-3-031-26393-4

QS Quacquarelli Symonds. (2025). QS World University Rankings: Methodology. https://www.topuniversities.com/qs-world-university-rankings/methodology

Schildermans, H., & Tröhler, D. (2024). The future of higher education and the claim of globalisation. Globalisation, Societies and Education, 1-13. https://doi.org/10.1080/14767724.2024.2399649

Selten, F., Neylon, C., Huang, C. K., & Groth, P. (2020). A longitudinal analysis of university rankings. Quantitative Science Studies,1(3), 1109-1135. https://doi.org/10.1162/qss_a_00080

Teixeira da Silva, J. A., & Dobránszki, J. (2016). Multiple authorship in scientific manuscripts: ethical challenges, ghost and guest/gift authorship, and the cultural/disciplinary perspective. Science and engineering ethics, 22(5), 1457-1472. https://doi.org/https://doi.org/10.1007/s11948-015-9716-3

Times Higher Education. (2011). World university rankings 2010–11: Methodology. https://www.timeshighereducation.com/world-university-rankings-2010-11-methodology

Times Higher Education. (2013). The Academic Ranking of World Universities 2013 has been released. https://www.timeshighereducation.com/news/academic-ranking-of-world-universities-2013-released/2006515.article

Umar, S. B., Ahmad, J., Bukhori, M. A. B. M., Mohd Ali, K. A., & Wan Hussain, W. M. H. (2024). A decade in review. Frontiers in Education, 9, 1433525. https://doi.org/10.3389/feduc.2024.1433525

UNESCO. (2022). Higher education global data report: Working document for the UNESCO World Higher Education Conference. https://unesdoc.unesco.org/ark:/48223/pf0000389859

Usher, A., & Savino, M. (2009). A global survey of university rankings. In M. Tight, K. H. Mok, J. Huisman, & C. Morphew (Eds.), The Routledge International Handbook of Higher Education (pp. 255-264). Routledge.

Van Noorden, R. (2010). Metrics: A profusion of metrics. Nature, 465, 864-866. https://doi.org/10.1038/465864a

Wang, R. J., & Shih, Y. H. (2023). What are universities pursuing? Frontiers in Education, 8, 1185817. https://doi.org/10.3389/feduc.2023.1185817

Woelert, P., & McKenzie, L. (2018). Follow the money? Research Evaluation, 27(3), 184-195. https://doi.org/10.1093/reseval/rvy007

Wright, E., Yemini, M., Maxwell, C., Engel, L., & Lee, M. (2025). Cosmopolitan nationalism: analytical potentials and challenges. Discourse: Studies in the Cultural Politics of Education, 46(1), 1-7. https://doi.org/10.1080/01596306.2024.2301234

Zarifa, D., Sano, Y., & Milian, R. P. (2025). Stratification in countries with flatter institutional hierarchies. Sociology of Education, 98(3), 223-250. https://doi.org/10.1177/00380407241311551

Published

2026-04-18

How to Cite

Maka, L., Olatunji, O., & Strydom, C. (2026). Trends and production dynamics in university rankings research: A bibliometric analysis for higher education policy. Interdisciplinary Journal of Education Research, 8(1), a15. https://doi.org/10.38140/ijer-2026.vol8.1.15

Similar Articles

<< < 3 4 5 6 7 8 9 10 11 12 > >> 

You may also start an advanced similarity search for this article.