Log in

The emergence of the higher education research field (1976–2018): preferential attachment, smallworldness and fragmentation in its collaboration networks

  • Published:
Higher Education Aims and scope Submit manuscript

Abstract

The field of higher education research is fast-growing, both in number of publications and in geographical reach. There is however limited evidence on how this growth in publication influences the structure of the underlying co-authorship network. This is important as structural network parameters can change quickly in a fast-growing network, leading to fundamental different network structures, e.g., in terms of hierarchy, fragmentation, and inequality. Ultimately, these network structures can influence the current and future innovation and knowledge production in the field. Empirically, we construct 34 different co-authorship networks of all authors published in 28 higher education journals listed in Web of Science between 1976 and 2018 and perform bibliometric network analyses. We find that the growth of publications and authors in the higher education research field leads to increased clustering among authors, creating a dense core of well-connected author clusters. At the same time, we observe an increasing inequality in the network. The co-authorship network is characterized by high fragmentation and reveals a core-periphery structure. Our analysis shows that co-authorship is a selective process, driven by a Matthew effect based on previous publications. As a result, core authors are unlikely to co-author with newer, less established authors. Moreover, we also detect a growing inequality in the average impact of an article. We conclude the paper by discussing possible explanations and by offering some suggestions for future research.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
EUR 32.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or Ebook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price includes VAT (United Kingdom)

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  • Albert, R., & Barabási, A.-L. (2002). Statistical mechanics of complex networks. Reviews of Modern Physics, 74(1), 47.

    Article  Google Scholar 

  • Barabási, A.-L., & Albert, R. (1999). Emergence of scaling in random networks. Science, 286(5439), 509–512.

    Article  Google Scholar 

  • Barabási, A.-L., Jeong, H., Néda, Z., Ravasz, E., Schubert, A., & Vicsek, T. (2002). Evolution of the social network of scientific collaborations. Physica A: Statistical Mechanics and its Applications, 311(3), 590–614. https://doi.org/10.1016/S0378-4371(02)00736-7.

    Article  Google Scholar 

  • Blondel, V. D., Guillaume, J.-L., Lambiotte, R., & Lefebvre, E. (2008). Fast unfolding of communities in large networks. Journal of Statistical Mechanics: Theory and Experiment, 2008(10), P10008. https://doi.org/10.1088/1742-5468/2008/10/P10008.

    Article  Google Scholar 

  • Boudreau, K. J., Brady, T., Ganguli, I., Gaule, P., Guinan, E., Hollenberg, A., & Lakhani, K. R. (2017). A field experiment on search costs and the formation of scientific collaborations. Review of Economics and Statistics, 99(4), 565–576.

    Article  Google Scholar 

  • Budd, J. M., & Magnuson, L. (2010). Higher education literature revisited: Citation patterns examined. Research in Higher Education, 51(3), 294–304. https://doi.org/10.1007/s11162-009-9155-6.

    Article  Google Scholar 

  • Burt, R. S. (1992). Structural holes: The social structure of competition. Cambridge: Harvard University Press.

    Book  Google Scholar 

  • Calma, A., & Davies, M. (2014). Studies in higher education 1976–2013: A retrospective using citation network analysis. Studies in Higher Education, 40(1), 4–21. https://doi.org/10.1080/03075079.2014.977858.

    Article  Google Scholar 

  • Calma, A., & Davies, M. (2017). Geographies of influence: A citation network analysis of Higher Education 1972–2014. Scientometrics, 110, 1579–1599. https://doi.org/10.1007/s11192-016-2228-3.

    Article  Google Scholar 

  • Cantwell, B., Marginson, S., & Smolentseva, A. (2018). High participation systems of higher education. Oxford University Press.

  • Cowan, R., & Jonard, N. (2003). The dynamics of collective invention. Journal of Economic Behavior & Organization, 52(4), 513–532. https://doi.org/10.1016/S0167-2681(03)00091-X.

    Article  Google Scholar 

  • Crespo, J., Suire, R., & Vicente, J. (2013). Assortativity and hierarchy in localized R&D collaboration networks. In T. Scherngell (Ed.), The geography of networks and R&D collaborations (pp. 115–128). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-02699-2_7.

    Chapter  Google Scholar 

  • Daenekindt, S., & Huisman, J. (2020) Map** the scattered field of research on higher education. A correlated topic model of 17,000 articles, 1991-2018. High Education. https://doi.org/10.1007/s10734-020-00500-x.

  • Ebadi, A., & Schiffauerova, A. (2015). On the relation between the small world structure and scientific activities. PLoS One, 10(3), e0121129–e0121129. https://doi.org/10.1371/journal.pone.0121129.

    Article  Google Scholar 

  • Fleming, L., King, C., & Juda, A. I. (2007a). Small worlds and regional innovation. Organization Science, 18(6), 938–954. https://doi.org/10.1287/orsc.1070.0289.

    Article  Google Scholar 

  • Fleming, L., Mingo, S., & Chen, D. (2007b). Collaborative brokerage, generative creativity, and creative success. Administrative Science Quarterly, 52(3), 443–475. https://doi.org/10.2189/asqu.52.3.443.

    Article  Google Scholar 

  • Gazni, A., & Didegah, F. (2011). Investigating different types of research collaboration and citation impact: A case study of Harvard University’s publications. Scientometrics, 87(2), 251–265.

    Article  Google Scholar 

  • Granovetter, M. (1983). The strength of weak ties: A network theory revisited. Sociological Theory, 1, 201–233.

    Article  Google Scholar 

  • Gurzki, H., & Woisetschlaeger, D. M. (2017). Map** the luxury research landscape: A bibliometric citation analysis. Journal of Business Research, 77, 147–166.

    Article  Google Scholar 

  • Humphries, M. D., & Gurney, K. (2008). Network ‘small-world-ness’: A quantitative method for determining canonical network equivalence. PLoS One, 3(4), e0002051. https://doi.org/10.1371/journal.pone.0002051.

    Article  Google Scholar 

  • Jung, J., & Horta, H. (2013). Higher education research in Asia: A publication and co-publication analysis. Higher Education Quarterly, 67(4), 398–419.

    Article  Google Scholar 

  • Jung, J., Horta, H., & Yonezawa, A. (2018). Introduction: Higher education research as a field of study in Asia, In Researching Higher Education in Asia (pp. 1–11). Singapore: Springer.

    Google Scholar 

  • Kandlbinder, P. (2012). Recognition and influence: The evolution of higher education research and development. Higher Education Research and Development, 31(1), 5–13. https://doi.org/10.1080/07294360.2012.642836.

    Article  Google Scholar 

  • Katz, J. S., & Martin, B. R. (1997). What is research collaboration? Research Policy, 26(1), 1–18.

    Article  Google Scholar 

  • Kim, Y., Horta, H., & Jung, J. (2017). Higher education research in Hong Kong, Japan, China, and Malaysia: Exploring research community cohesion and the integration of thematic approaches. Studies in Higher Education, 42(1), 149–168.

    Article  Google Scholar 

  • Kosmützky, A., & Krücken, G. (2014). Growth or steady state? A bibliometric focus on international comparative higher education research. Higher Education, 67(4), 457–472.

    Article  Google Scholar 

  • Kosmützky, A., & Putty, R. (2016). Transcending borders and traversing boundaries: A systematic review of the literature on transnational, offshore, cross-border, and borderless higher education. Journal of Studies in International Education, 20(1), 8–33.

    Article  Google Scholar 

  • Kraut, R. E., Egido, C., & Galegher, J. (2014). Patterns of contact and communication in scientific research collaborations. In Intellectual teamwork (pp. 163–186). Psychology Press.

  • Kronegger, L., Ferligoj, A., & Doreian, P. (2011). On the dynamics of national scientific systems. Quality & Quantity, 45(5), 989–1015.

    Article  Google Scholar 

  • Kronegger, L., Mali, F., Ferligoj, A., & Doreian, P. (2012). Collaboration structures in Slovenian scientific communities. Scientometrics, 90(2), 631–647.

    Article  Google Scholar 

  • Kuzhabekova, A., Hendel, D. D., & Chapman, D. W. (2015). Map** global research on international higher education. Research in Higher Education, 56(8), 861–882.

    Article  Google Scholar 

  • Lee, S., & Bozeman, B. (2005). The impact of research collaboration on scientific productivity. Social Studies of Science, 35(5), 673–702.

    Article  Google Scholar 

  • Li, E. Y., Liao, C. H., & Yen, H. R. (2013). Co-authorship networks and research impact: A social capital perspective. Research Policy, 42(9), 1515–1530.

    Article  Google Scholar 

  • Luukkonen, T., Persson, O., & Sivertsen, G. (1992). Understanding patterns of international scientific collaboration. Science, Technology & Human Values, 17(1), 101–126.

    Article  Google Scholar 

  • Merton, R. K. (1973). The sociology of science: Theoretical and empirical investigations. University of Chicago press.

  • Merton, R. K., & Merton, R. C. (1968). Social theory and social structure. Simon and Schuster.

  • Milam, J. H. (1991). The presence of paradigms in the core higher education journal literature. Research in Higher Education, 32(6), 651–668.

    Article  Google Scholar 

  • Moody, J. (2004). The structure of a social science collaboration network: Disciplinary cohesion from 1963 to 1999. American Sociological Review, 69(2), 213–238.

    Article  Google Scholar 

  • Newman, M. E. J. (2000). Models of the small world. Journal of Statistical Physics, 101(3–4), 819–841.

    Article  Google Scholar 

  • Newman, M. E. J. (2001a). Scientific collaboration networks. I. Network construction and fundamental results. Physical Review E, 64(1), 016131. https://doi.org/10.1103/PhysRevE.64.016131.

    Article  Google Scholar 

  • Newman, M. E. J. (2001b). Scientific collaboration networks. II. Shortest paths, weighted networks, and centrality. Physical Review E, 64(1), 016132. https://doi.org/10.1103/PhysRevE.64.016132.

    Article  Google Scholar 

  • Newman, M. E. J. (2001c). The structure of scientific collaboration networks. Proceedings of the National Academy of Sciences, 98(2), 404–409. https://doi.org/10.1073/pnas.98.2.404.

    Article  Google Scholar 

  • Newman, M. E. J. (2002). Assortative mixing in networks. Physical Review Letters, 89(20), 208701.

    Article  Google Scholar 

  • Perc, M. (2010). Growth and structure of Slovenia’s scientific collaboration network. Journal of Informetrics, 4(4), 475–482.

    Article  Google Scholar 

  • Pritchard, A. (1969). Statistical bibliography or bibliometrics. Journal of Documentation, 25(4), 348–349.

    Google Scholar 

  • Santos, J. M., & Horta, H. (2018). The research agenda setting of higher education researchers. Higher Education, 76(4), 649–668.

    Article  Google Scholar 

  • Scherngell, T. (2013). The networked nature of R&D in a spatial context. In Advances in Spatial Science (pp. 3–11). https://doi.org/10.1007/978-3-319-02699-2_1.

    Chapter  Google Scholar 

  • Sooryamoorthy, R. (2009). Do types of collaboration change citation? Collaboration and citation patterns of South African science publications. Scientometrics, 81(1), 177.

    Article  Google Scholar 

  • Spithoven, A., Vlegels, J., & Ysebaert, W. (2019). Commercializing academic research: A social network approach exploring the role of regions and distance. The Journal of Technology Transfer, 1–36.

  • Tight, M. (2004). Research into higher education: An a-theoretical community of practice? Higher Education Research and Development, 23(4), 395–411.

    Article  Google Scholar 

  • Tight, M. (2008). Higher education research as tribe, territory and/or community: A co-citation analysis. Higher Education, 55(5), 593–605. https://doi.org/10.1007/s10734-007-9077-1.

    Article  Google Scholar 

  • Tight, M. (2012). Higher education research 2000–2010: Changing journal publication patterns. Higher Education Research and Development, 31(5), 723–740. https://doi.org/10.1080/07294360.2012.692361.

    Article  Google Scholar 

  • Tight, M. (2014). Working in separate silos? What citation patterns reveal about higher education research internationally. Higher Education, 68(3), 379–395. https://doi.org/10.1007/s10734-014-9718-0.

    Article  Google Scholar 

  • Tight, M. (2018). Higher education journals: Their characteristics and contribution. Higher Education Research and Development, 37(3), 607–619. https://doi.org/10.1080/07294360.2017.1389858.

    Article  Google Scholar 

  • Uzzi, B., Amaral, L. A., & Reed-Tsochas, F. (2007). Small-world networks and management science research: A review. European Management Review, 4(2), 77–91.

    Article  Google Scholar 

  • Wagner, C. S., & Leydesdorff, L. (2005). Network structure, self-organization, and the growth of international collaboration in science. Research Policy, 34(10), 1608–1618. https://doi.org/10.1016/j.respol.2005.08.002.

    Article  Google Scholar 

  • Wasserman, S., & Faust, K. (1994). Social network analysis: Methods and applications. Cambridge: Cambridge university press.

    Book  Google Scholar 

  • Watts, D. J., & Strogatz, S. H. (1998). Collective dynamics of ‘small-world’ networks. Nature, 393, 440.

    Article  Google Scholar 

  • Wuchty, S., Jones, B. F., & Uzzi, B. (2007). The increasing dominance of teams in production of knowledge. Science, 316(5827), 1036–1039.

    Article  Google Scholar 

Download references

Acknowledgments

The authors like to thank Dr. Stijn Daenekindt for his help in collecting the data for this paper.

Funding

This study received financial support of the Research Foundation – Flanders (project G.OC42.13 N).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jef Vlegels.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Vlegels, J., Huisman, J. The emergence of the higher education research field (1976–2018): preferential attachment, smallworldness and fragmentation in its collaboration networks. High Educ 81, 1079–1095 (2021). https://doi.org/10.1007/s10734-020-00600-8

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10734-020-00600-8

Keywords

Navigation