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

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.

[1]  M E Newman,et al.  Scientific collaboration networks. I. Network construction and fundamental results. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[2]  Malcolm Tight Working in separate silos? What citation patterns reveal about higher education research internationally , 2014 .

[3]  David W. Chapman,et al.  Mapping Global Research on International Higher Education , 2015 .

[4]  J. Budd,et al.  Higher Education Literature Revisited: Citation Patterns Examined , 2010 .

[5]  Thomas Scherngell The Networked Nature of R&D in a Spatial Context , 2013 .

[6]  Lee Fleming,et al.  Small Worlds and Regional Innovation , 2006, Organ. Sci..

[7]  M. Newman,et al.  The structure of scientific collaboration networks. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[8]  Malcolm Tight Higher education journals: their characteristics and contribution , 2018 .

[9]  Martin Davies,et al.  Geographies of influence: a citation network analysis of Higher Education 1972–2014 , 2017, Scientometrics.

[10]  Malcolm Tight,et al.  Research into higher education: an a‐theoretical community of practice? , 2004 .

[11]  A. Barabasi,et al.  Evolution of the social network of scientific collaborations , 2001, cond-mat/0104162.

[12]  Robert E. Kraut,et al.  Patterns of contact and communication in scientific research collaboration , 1990, CSCW '88.

[13]  Mark S. Granovetter T H E S T R E N G T H O F WEAK TIES: A NETWORK THEORY REVISITED , 1983 .

[14]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994 .

[15]  Eldon Y. Li,et al.  Co-authorship networks and research impact: A social capital perspective , 2013 .

[16]  Luka Kronegger,et al.  Collaboration structures in Slovenian scientific communities , 2012, Scientometrics.

[17]  High Participation Systems of Higher Education , 2016 .

[18]  Robin Cowan,et al.  The dynamics of collective invention , 2003 .

[19]  Benjamin F. Jones,et al.  Supporting Online Material Materials and Methods Figs. S1 to S3 References the Increasing Dominance of Teams in Production of Knowledge , 2022 .

[20]  L. Fleming,et al.  Collaborative Brokerage, Generative Creativity, and Creative Success , 2007 .

[21]  Anna Kosmützky,et al.  Growth or steady state? A bibliometric focus on international comparative higher education research , 2014 .

[22]  O. Persson,et al.  Understanding Patterns of International Scientific Collaboration , 1992 .

[23]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[24]  Andrea Schiffauerova,et al.  On the Relation between the Small World Structure and Scientific Activities , 2015, PloS one.

[25]  Malcolm Tight Higher education research 2000–2010: changing journal publication patterns , 2012 .

[26]  M. Newman,et al.  Scientific collaboration networks. II. Shortest paths, weighted networks, and centrality. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[27]  J. Milam The presence of paradigms in the core higher education journal literature , 1991 .

[28]  Ali Gazni,et al.  Investigating different types of research collaboration and citation impact: a case study of Harvard University’s publications , 2011, Scientometrics.

[29]  A. Ferligoj,et al.  On the dynamics of national scientific systems , 2011 .

[30]  Angelito Calma,et al.  Studies in Higher Education 1976–2013: a retrospective using citation network analysis , 2015 .

[31]  A. Spithoven,et al.  Commercializing academic research: a social network approach exploring the role of regions and distance , 2019, The Journal of Technology Transfer.

[32]  Jisun Jung,et al.  Introduction: Higher Education Research as a Field of Study in Asia , 2018 .

[33]  R. Merton,et al.  The Sociology of Science: Theoretical and Empirical Investigations , 1975, Journal for the Scientific Study of Religion.

[34]  J. Moody The Structure of a Social Science Collaboration Network: Disciplinary Cohesion from 1963 to 1999 , 2004 .

[35]  K. Boudreau,et al.  A Field Experiment on Search Costs and the Formation of Scientific Collaborations , 2014, Review of Economics and Statistics.

[36]  David M. Woisetschläger,et al.  Mapping the luxury research landscape: A bibliometric citation analysis , 2017 .

[37]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[38]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[39]  Malcolm Tight,et al.  Higher education research as tribe, territory and/or community: a co-citation analysis , 2008 .

[40]  K. Gurney,et al.  Network ‘Small-World-Ness’: A Quantitative Method for Determining Canonical Network Equivalence , 2008, PloS one.

[41]  Hugo Horta,et al.  The research agenda setting of higher education researchers , 2018 .

[42]  Matjaz Perc,et al.  Growth and structure of Slovenia's scientific collaboration network , 2010, J. Informetrics.

[43]  Anna Kosmützky,et al.  Transcending Borders and Traversing Boundaries , 2016 .

[44]  L. A. Amaral,et al.  Small‐World Networks and Management Science Research: A Review , 2007 .

[45]  Barry Bozeman,et al.  The Impact of Research Collaboration on Scientific Productivity , 2005 .

[46]  Joan Crespo,et al.  Assortativity and Hierarchy in Localized R&D Collaboration Networks , 2013 .

[47]  Mark Newman,et al.  Models of the Small World , 2000 .

[48]  M E J Newman Assortative mixing in networks. , 2002, Physical review letters.

[49]  Jeroen Huisman,et al.  Mapping the scattered field of research on higher education. A correlated topic model of 17,000 articles, 1991–2018 , 2020 .

[50]  J. S. Katz,et al.  What is research collaboration , 1997 .

[51]  Hugo Horta,et al.  Higher Education Research in Asia: a Publication and Co-Publication Analysis , 2013 .

[52]  Jean-Loup Guillaume,et al.  Fast unfolding of communities in large networks , 2008, 0803.0476.

[53]  Loet Leydesdorff,et al.  Network Structure, Self-Organization and the Growth of International Collaboration in Science.Research Policy, 34(10), 2005, 1608-1618. , 2005, 0911.4299.

[54]  P. Kandlbinder Recognition and influence: the evolution of higher education research and development , 2012 .

[55]  Steven B. Andrews,et al.  Structural Holes: The Social Structure of Competition , 1995, The SAGE Encyclopedia of Research Design.

[56]  Radhamany Sooryamoorthy,et al.  Do types of collaboration change citation? Collaboration and citation patterns of South African science publications , 2009, Scientometrics.

[57]  A. Pritchard,et al.  Statistical bibliography or bibliometrics , 1969 .

[58]  Hugo Horta,et al.  Higher education research in Hong Kong, Japan, China, and Malaysia: exploring research community cohesion and the integration of thematic approaches , 2017 .