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Identifying the intellectual structure of fields: introduction of the MAK approach

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  • Mehmet Ali Köseoglu

    (The Hong Kong Polytechnic University)

Abstract

This study introduces MAK approach to investigate intellectual structure of fields which combines text-net analysis (TNA), latent dirichlet allocation (LDA), and co-citation analysis. Researchers have previously deployed co-citation analysis to reveal the intellectual structure of fields. However, in these applications, the research has two technical limitations—small representativeness in datasets analyzed and the primary consideration for dated documents—towards the co-citation analysis. These limitations impede the formation of a larger picture in the structure. The present study seeks to eliminate these limitations by utilizing TNA and LDA methods as topic modeling approaches for 38,368 journal articles as references with 125,154 appearances in 2680 articles published between 1980 and 2019 in the Strategic Management Journal (SMJ). We suggest researchers should embrace MAK approach as complementary approach to research, with its focus on the intellectual structures of the field. We provide a workflow to show potential research applications and address advantages and limitations associated with the two new methods.

Suggested Citation

  • Mehmet Ali Köseoglu, 2020. "Identifying the intellectual structure of fields: introduction of the MAK approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(3), pages 2169-2197, December.
    • Handle: RePEc:spr:scient:v:125:y:2020:i:3:d:10.1007_s11192-020-03719-8
    DOI: 10.1007/s11192-020-03719-8
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    References listed on IDEAS

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    1. Bragge, Johanna & Kauppi, Katri & Ahola, Tuomas & Aminoff, Anna & Kaipia, Riikka & Tanskanen, Kari, 2019. "Unveiling the intellectual structure and evolution of external resource management research: Insights from a bibliometric study," Journal of Business Research, Elsevier, vol. 97(C), pages 141-159.
    2. Aurora González-Teruel & Gregorio González-Alcaide & Maite Barrios & María-Francisca Abad-García, 2015. "Mapping recent information behavior research: an analysis of co-authorship and co-citation networks," Scientometrics, Springer;Akadémiai Kiadó, vol. 103(2), pages 687-705, May.
    3. Zhao, Hongyan & Zhang, Fenghua & Kwon, Jongwook, 2018. "Corporate social responsibility research in international business journals: An author co-citation analysis," International Business Review, Elsevier, vol. 27(2), pages 389-400.
    4. Pradeep Kumar Hota & Balaji Subramanian & Gopalakrishnan Narayanamurthy, 2020. "Mapping the Intellectual Structure of Social Entrepreneurship Research: A Citation/Co-citation Analysis," Journal of Business Ethics, Springer, vol. 166(1), pages 89-114, September.
    5. Liwen Tan & Jingkun Ding, 2015. "The frontier and evolution of the strategic management theory," Nankai Business Review International, Emerald Group Publishing Limited, vol. 6(1), pages 20-41, March.
    6. João José M. Ferreira & Cristina I. Fernandes & Vanessa Ratten, 2016. "A co-citation bibliometric analysis of strategic management research," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(1), pages 1-32, October.
    7. Jianhua Hou & Xiucai Yang & Chaomei Chen, 2018. "Emerging trends and new developments in information science: a document co-citation analysis (2009–2016)," Scientometrics, Springer;Akadémiai Kiadó, vol. 115(2), pages 869-892, May.
    8. Koseoglu, Mehmet Ali & Mehraliyev, Fuad & Xiao, Honggen, 2019. "Intellectual connections in tourism studies," Annals of Tourism Research, Elsevier, vol. 79(C).
    9. Antonio‐Rafael Ramos‐Rodríguez & José Ruíz‐Navarro, 2004. "Changes in the intellectual structure of strategic management research: a bibliometric study of the Strategic Management Journal, 1980–2000," Strategic Management Journal, Wiley Blackwell, vol. 25(10), pages 981-1004, October.
    10. Mary J. Culnan, 1986. "The Intellectual Development of Management Information Systems, 1972--1982: A Co-Citation Analysis," Management Science, INFORMS, vol. 32(2), pages 156-172, February.
    11. Guo, Yue & Barnes, Stuart J. & Jia, Qiong, 2017. "Mining meaning from online ratings and reviews: Tourist satisfaction analysis using latent dirichlet allocation," Tourism Management, Elsevier, vol. 59(C), pages 467-483.
    12. Mehmet Ali Koseoglu, 2016. "Mapping the institutional collaboration network of strategic management research: 1980–2014," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(1), pages 203-226, October.
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