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The emergence and evolution of ambiguous ideas: an innovative application of social network analysis to support systematic literature reviews

Author

Listed:
  • Thomas Cowhitt

    (University of Glasgow)

  • Joshua Travis Brown

    (Johns Hopkins University)

  • Anthony Lising Antonio

    (Stanford University)

Abstract
Systematic literature reviews are attempts to understand conversations between researchers working to develop solutions to common problems. These conversations often stretch back decades and can involve the participation of dozens of authors. Traditional approaches to systematic reviews are ill-equipped to make sense of the sheer volume of relevant literature when exploring the emergence and evolution of ambiguous ideas across large knowledge communities. This article presents three innovative applications of Social Network Analysis (SNA) methods to explore the emergence and evolution of accountability in higher education across a collection of 450 peer-reviewed articles published from 1974-2017 and their corresponding 12,270 references. First, qualitative data from articles and references were integrated into new interactive joint displays called Narrated Network Diagrams, creating opportunities to more accurately assess themes and meanings in literature by connecting structures in co-citation networks with relevant relational stories. Second, time was elevated in the analysis procedure to capture the dynamism of knowledge formation. Third, underutilized descriptive network statistics were applied to the co-citation network analysis to generate new insights such as different mechanisms for authors gaining influence in a knowledge community. Ultimately, this article presents an innovative longitudinal Mixed Methods Social Network Analysis (MMSNA) approach to systematic literature reviews, significantly advancing previous SNA methods integration in this critical research practice.

Suggested Citation

  • Thomas Cowhitt & Joshua Travis Brown & Anthony Lising Antonio, 2024. "The emergence and evolution of ambiguous ideas: an innovative application of social network analysis to support systematic literature reviews," Scientometrics, Springer;Akadémiai Kiadó, vol. 129(11), pages 7005-7033, November.
    • Handle: RePEc:spr:scient:v:129:y:2024:i:11:d:10.1007_s11192-024-05144-7
    DOI: 10.1007/s11192-024-05144-7
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    References listed on IDEAS

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    1. Aria, Massimo & Cuccurullo, Corrado, 2017. "bibliometrix: An R-tool for comprehensive science mapping analysis," Journal of Informetrics, Elsevier, vol. 11(4), pages 959-975.
    2. Chaomei Chen, 2006. "CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 57(3), pages 359-377, February.
    3. Aksnes, Dag W. & Rip, Arie, 2009. "Researchers' perceptions of citations," Research Policy, Elsevier, vol. 38(6), pages 895-905, July.
    4. Luc Phan Tan, 2021. "Mapping the social entrepreneurship research: Bibliographic coupling, co-citation and co-word analyses," Cogent Business & Management, Taylor & Francis Journals, vol. 8(1), pages 1896885-189, January.
    5. Dennys Eduardo Rossetto & Roberto Carlos Bernardes & Felipe Mendes Borini & Cristiane Chaves Gattaz, 2018. "Structure and evolution of innovation research in the last 60 years: review and future trends in the field of business through the citations and co-citations analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 115(3), pages 1329-1363, June.
    6. Jersone Tasso Moreira Silva & Jose Humberto Ablanedo-Rosas & Dennys Eduardo Rossetto, 2019. "A longitudinal literature network review of contributions made to the academy over the past 55 years of the IJPR," International Journal of Production Research, Taylor & Francis Journals, vol. 57(15-16), pages 4627-4653, August.
    7. David J. Weerts & Justin M. Ronca, 2006. "Examining Differences in State Support for Higher Education: A Comparative Study of State Appropriations for Research I Universities," The Journal of Higher Education, Taylor & Francis Journals, vol. 77(6), pages 935-967, November.
    8. Nees Jan Eck & Ludo Waltman, 2010. "Software survey: VOSviewer, a computer program for bibliometric mapping," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(2), pages 523-538, August.
    9. Benoît Godin, 2006. "On the origins of bibliometrics," Scientometrics, Springer;Akadémiai Kiadó, vol. 68(1), pages 109-133, July.
    10. Graham N. S. Miller & Christopher C. Morphew, 2017. "Merchants of Optimism: Agenda-Setting Organizations and the Framing of Performance-Based Funding for Higher Education," The Journal of Higher Education, Taylor & Francis Journals, vol. 88(5), pages 754-784, September.
    11. Ronald Rousseau, 2014. "Forgotten founder of bibliometrics," Nature, Nature, vol. 510(7504), pages 218-218, June.
    12. Juan Luis Sanz-Cabanillas & Juan Ruano & Francisco Gomez-Garcia & Patricia Alcalde-Mellado & Jesus Gay-Mimbrera & Macarena Aguilar-Luque & Beatriz Maestre-Lopez & Marcelino Gonzalez-Padilla & Pedro J , 2017. "Author-paper affiliation network architecture influences the methodological quality of systematic reviews and meta-analyses of psoriasis," PLOS ONE, Public Library of Science, vol. 12(4), pages 1-14, April.
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    More about this item

    Keywords

    Systematic literature review; Social network analysis; Co-citation network; Accountability; Higher education; Education policy;
    All these keywords.

    JEL classification:

    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • D85 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Network Formation
    • Z18 - Other Special Topics - - Cultural Economics - - - Public Policy

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