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Riding the Waves of Change: Using Qualitative Comparative Analysis to Analyze Complex Growth Patterns in Entrepreneurship

Author

Listed:
  • Yunzhou Du
  • Qiuchen Liu
  • Phillip H. Kim
  • Jiaxin Li

Abstract

Studying temporal change using Qualitative Comparative Analysis (QCA) allows researchers to examine complex and dynamic causal pathways between configurations of time-based conditions and a desired outcome. No comprehensive QCA technique currently addresses complex temporal changes in a unified manner. To remedy these shortcomings, we introduce Growth Pattern QCA—a mixed-method technique for studying complex growth dynamics. We integrate a quantitative computational toolkit for calculating growth slopes with QCA and demonstrate it using an illustrative multiyear panel. We offer practical guidance for researchers to apply these mixed methods for analyzing and forecasting complex growth patterns in various entrepreneurship research settings. We also review existing techniques and provide a decision roadmap of time-related QCA methods for researchers to use the best option for their research objectives.

Suggested Citation

  • Yunzhou Du & Qiuchen Liu & Phillip H. Kim & Jiaxin Li, 2025. "Riding the Waves of Change: Using Qualitative Comparative Analysis to Analyze Complex Growth Patterns in Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 49(1), pages 312-353, January.
  • Handle: RePEc:sae:entthe:v:49:y:2025:i:1:p:312-353
    DOI: 10.1177/10422587241249330
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    References listed on IDEAS

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    1. Paul Reynolds & Niels Bosma & Erkko Autio & Steve Hunt & Natalie De Bono & Isabel Servais & Paloma Lopez-Garcia & Nancy Chin, 2005. "Global Entrepreneurship Monitor: Data Collection Design and Implementation 1998–2003," Small Business Economics, Springer, vol. 24(3), pages 205-231, February.
    2. Frédéric Delmar & Johan Wiklund, 2008. "The Effect of Small Business Managers’ Growth Motivation on Firm Growth: A Longitudinal Study," Entrepreneurship Theory and Practice, , vol. 32(3), pages 437-457, May.
    3. Vincent Arel-Bundock, 2022. "The Double Bind of Qualitative Comparative Analysis," Sociological Methods & Research, , vol. 51(3), pages 963-982, August.
    4. David Rogosa & John Willett, 1985. "Understanding correlates of change by modeling individual differences in growth," Psychometrika, Springer;The Psychometric Society, vol. 50(2), pages 203-228, June.
    5. Du, Yunzhou & Kim, Phillip H., 2021. "One size does not fit all: Strategy configurations, complex environments, and new venture performance in emerging economies," Journal of Business Research, Elsevier, vol. 124(C), pages 272-285.
    6. Kier, Alexander S. & McMullen, Jeffery S., 2020. "Entrepreneurial imaginativeness and new venture ideation in newly forming teams," Journal of Business Venturing, Elsevier, vol. 35(6).
    7. Christian Linder & Christian Lechner & Frank Pelzel, 2020. "Many Roads Lead to Rome: How Human, Social, and Financial Capital Are Related to New Venture Survival," Entrepreneurship Theory and Practice, , vol. 44(5), pages 909-932, September.
    8. Douglas, Evan J. & Shepherd, Dean A. & Prentice, Catherine, 2020. "Using fuzzy-set qualitative comparative analysis for a finer-grained understanding of entrepreneurship," Journal of Business Venturing, Elsevier, vol. 35(1).
    9. Siddharth Vedula & Phillip H Kim, 2019. "Gimme shelter or fade away: the impact of regional entrepreneurial ecosystem quality on venture survival," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(4), pages 827-854.
    10. Phillip H. Kim & Karl Wennberg & Gregoire Croidieu, 2016. "Untapped Riches of Meso-Level Applications in Multilevel Entrepreneurship Mechanisms," Grenoble Ecole de Management (Post-Print) hal-02276717, HAL.
    11. de Vaan, Mathijs, 2014. "Interfirm networks in periods of technological turbulence and stability," Research Policy, Elsevier, vol. 43(10), pages 1666-1680.
    12. Herbert A. Simon, 1996. "The Sciences of the Artificial, 3rd Edition," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262691914, December.
    13. Phillip H. Kim & Karl Wennberg & Grégoire Croidieu, 2016. "Untapped Riches of Meso-Level Applications in Multilevel Entrepreneurship Mechanisms," Post-Print hal-02312380, HAL.
    14. Wennberg, Karl & Delmar, Frédéric & McKelvie, Alexander, 2016. "Variable risk preferences in new firm growth and survival," Journal of Business Venturing, Elsevier, vol. 31(4), pages 408-427.
    15. Du, Yunzhou & Kim, Phillip H. & Fourné, Sebastian P.L. & Wang, Xiaowei, 2022. "In times of plenty: Slack resources, R&D investment, and entrepreneurial firms in challenging institutional environments," Journal of Business Research, Elsevier, vol. 145(C), pages 360-376.
    16. Michael Baumgartner & Alrik Thiem, 2020. "Often Trusted but Never (Properly) Tested: Evaluating Qualitative Comparative Analysis," Sociological Methods & Research, , vol. 49(2), pages 279-311, May.
    17. Phillip H. Kim & Karl Wennberg & Gregoire Croidieu, 2016. "Untapped Riches of Meso-Level Applications in Multilevel Entrepreneurship Mechanisms," Post-Print hal-02276717, HAL.
    18. Du, Yunzhou & Kim, Phillip H. & Aldrich, Howard E., 2016. "Hybrid Strategies, Dysfunctional Competition, and New Venture Performance in Transition Economies," Management and Organization Review, Cambridge University Press, vol. 12(3), pages 469-501, September.
    19. Barbara Vis & Jaap Woldendorp & Hans Keman, 2013. "Examining variation in economic performance using fuzzy-sets," Quality & Quantity: International Journal of Methodology, Springer, vol. 47(4), pages 1971-1989, June.
    20. Sascha Kraus & Domingo Ribeiro-Soriano & Miriam Schüssler, 2018. "Fuzzy-set qualitative comparative analysis (fsQCA) in entrepreneurship and innovation research – the rise of a method," International Entrepreneurship and Management Journal, Springer, vol. 14(1), pages 15-33, March.
    21. Kim, Phillip H. & Longest, Kyle C. & Lippmann, Stephen, 2015. "The tortoise versus the hare: Progress and business viability differences between conventional and leisure-based founders," Journal of Business Venturing, Elsevier, vol. 30(2), pages 185-204.
    22. Beynon, Malcolm J. & Jones, Paul & Pickernell, David, 2020. "Country-level entrepreneurial attitudes and activity through the years: A panel data analysis using fsQCA," Journal of Business Research, Elsevier, vol. 115(C), pages 443-455.
    23. Omar A. El Sawy & Arvind Malhotra & YoungKi Park & Paul A. Pavlou, 2010. "Research Commentary ---Seeking the Configurations of Digital Ecodynamics: It Takes Three to Tango," Information Systems Research, INFORMS, vol. 21(4), pages 835-848, December.
    24. Jake G. Messersmith & Jeong-Yeon Lee & James P. Guthrie & Yong-Yeon Ji, 2014. "Turnover at the Top: Executive Team Departures and Firm Performance," Organization Science, INFORMS, vol. 25(3), pages 776-793, June.
    25. Kumar, Satish & Sahoo, Saumyaranjan & Lim, Weng Marc & Kraus, Sascha & Bamel, Umesh, 2022. "Fuzzy-set qualitative comparative analysis (fsQCA) in business and management research: A contemporary overview," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
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    1. Farrell, Matthew & Skorodziyevskiy, Vitaliy & Willis, Chris H., 2025. "Analytic induction: A novel approach in entrepreneurship," Journal of Business Venturing Insights, Elsevier, vol. 23(C).

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