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Standing out in crowdfunded microfinance: A topic modeling approach examining campaign distinctiveness and prosocial performance

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  • Williamson, Amanda J.
  • Short, Jeremy C.
  • Wolfe, Marcus T.

Abstract

We outline the promise of topic modeling as a tool to build knowledge in social entrepreneurship surrounding the role gender plays in prosocial crowdfunding. By leveraging a sample of 340,956 prosocial microfinance campaigns drawn from Kiva, we examine how distinctiveness from the prototypical narrative in men's and women's campaigns relates to crowdfunding performance. We find that distinctiveness in men's campaigns is associated with faster funding. Conversely, when women's campaigns are distinctive from other women, funding times vary depending on their sector. Our findings suggest that in prosocial microlending, deviating from the normal narrative of one's gender is advantageous for campaigns led by men, but that among women, it can often hinder prosocial microlending efforts.

Suggested Citation

  • Williamson, Amanda J. & Short, Jeremy C. & Wolfe, Marcus T., 2021. "Standing out in crowdfunded microfinance: A topic modeling approach examining campaign distinctiveness and prosocial performance," Journal of Business Venturing Insights, Elsevier, vol. 16(C).
    • Handle: RePEc:eee:jobuve:v:16:y:2021:i:c:s2352673421000391
    DOI: 10.1016/j.jbvi.2021.e00261
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    References listed on IDEAS

    as
    1. Ren, Jie & Raghupathi, Viju & Raghupathi, Wullianallur, 2021. "Exploring the subjective nature of crowdfunding decisions," Journal of Business Venturing Insights, Elsevier, vol. 15(C).
    2. Allison, Thomas H. & Davis, Blakley C. & Webb, Justin W. & Short, Jeremy C., 2017. "Persuasion in crowdfunding: An elaboration likelihood model of crowdfunding performance," Journal of Business Venturing, Elsevier, vol. 32(6), pages 707-725.
    3. Claudia Olivetti & Barbara Petrongolo, 2016. "The Evolution of Gender Gaps in Industrialized Countries," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 405-434, October.
    4. Karl Taeuscher & Hannes Rothe, 2021. "Optimal distinctiveness in platform markets: Leveraging complementors as legitimacy buffers," Strategic Management Journal, Wiley Blackwell, vol. 42(2), pages 435-461, February.
    5. Aaron F. McKenny & Thomas H. Allison & David J. Ketchen Jr. & Jeremy C. Short & R. Duane Ireland, 2017. "How Should Crowdfunding Research Evolve? A Survey of the Entrepreneurship Theory and Practice Editorial Board," Entrepreneurship Theory and Practice, , vol. 41(2), pages 291-304, March.
    6. Geiger, Mark & Oranburg, Seth C., 2018. "Female entrepreneurs and equity crowdfunding in the US: Receiving less when asking for more," Journal of Business Venturing Insights, Elsevier, vol. 10(C), pages 1-1.
    7. Claudia Olivetti & Barbara Petrongolo, 2014. "Gender gaps across countries and skills: Demand, supply and the industry structure," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 17(4), pages 842-859, October.
    8. Farhoud, Mohamed & Shah, Sheeza & Stenholm, Pekka & Kibler, Ewald & Renko, Maija & Terjesen, Siri, 2021. "Social enterprise crowdfunding in an acute crisis," Journal of Business Venturing Insights, Elsevier, vol. 15(C).
    9. Anglin, Aaron H. & Wolfe, Marcus T. & Short, Jeremy C. & McKenny, Aaron F. & Pidduck, Robert J., 2018. "Narcissistic rhetoric and crowdfunding performance: A social role theory perspective," Journal of Business Venturing, Elsevier, vol. 33(6), pages 780-812.
    10. Jenq, Christina & Pan, Jessica & Theseira, Walter, 2015. "Beauty, weight, and skin color in charitable giving," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 234-253.
    11. Andreas Schwab & Zhu Zhang, 2019. "A New Methodological Frontier in Entrepreneurship Research: Big Data Studies," Entrepreneurship Theory and Practice, , vol. 43(5), pages 843-854, September.
    12. repec:eee:jobuve:v:10:y:2018:i:c:p:- is not listed on IDEAS
    13. Claudia Olivetti & Barbara Petrongolo, 2016. "The Evolution of Gender Gaps in Industrialized Countries," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 405-434, October.
    14. Jancenelle, Vivien E. & Javalgi, Rajshekhar (Raj) G. & Cavusgil, Erin, 2019. "Cultural entrepreneurship and legitimate distinctiveness in international prosocial crowdfunding," International Business Review, Elsevier, vol. 28(4), pages 802-810.
    15. Geiger, Mark, 2020. "A meta-analysis of the gender gap(s) in venture funding: Funder- and entrepreneur-driven perspectives," Journal of Business Venturing Insights, Elsevier, vol. 13(C).
    16. Chan, C.S. Richard & Park, Haemin Dennis & Huang, Julie Y. & Parhankangas, Annaleena, 2020. "Less is more? Evidence for a curvilinear relationship between readability and screening evaluations across pitch competition and crowdfunding contexts," Journal of Business Venturing Insights, Elsevier, vol. 14(C).
    17. Jeremy C. Short & David J. Ketchen Jr. & Aaron F. McKenny & Thomas H. Allison & R. Duane Ireland, 2017. "Research on Crowdfunding: Reviewing the (Very Recent) past and Celebrating the Present," Entrepreneurship Theory and Practice, , vol. 41(2), pages 149-160, March.
    18. Gregor Dorfleitner & Eva-Maria Oswald & Rongxin Zhang, 2021. "From Credit Risk to Social Impact: On the Funding Determinants in Interest-Free Peer-to-Peer Lending," Journal of Business Ethics, Springer, vol. 170(2), pages 375-400, May.
    19. Rebecca Pearse & Raewyn Connell, 2016. "Gender Norms and the Economy: Insights from Social Research," Feminist Economics, Taylor & Francis Journals, vol. 22(1), pages 30-53, January.
    20. Richard F. J. Haans, 2019. "What's the value of being different when everyone is? The effects of distinctiveness on performance in homogeneous versus heterogeneous categories," Strategic Management Journal, Wiley Blackwell, vol. 40(1), pages 3-27, January.
    21. Prithwiraj Choudhury & Dan Wang & Natalie A. Carlson & Tarun Khanna, 2019. "Machine learning approaches to facial and text analysis: Discovering CEO oral communication styles," Strategic Management Journal, Wiley Blackwell, vol. 40(11), pages 1705-1732, November.
    22. Wesemann, Henrik & Wincent, Joakim, 2021. "A whole new world: Counterintuitive crowdfunding insights for female founders," Journal of Business Venturing Insights, Elsevier, vol. 15(C).
    23. Daniel J. Hopkins & Gary King, 2010. "A Method of Automated Nonparametric Content Analysis for Social Science," American Journal of Political Science, John Wiley & Sons, vol. 54(1), pages 229-247, January.
    24. Allison, Thomas H. & McKenny, Aaron F. & Short, Jeremy C., 2013. "The effect of entrepreneurial rhetoric on microlending investment: An examination of the warm-glow effect," Journal of Business Venturing, Elsevier, vol. 28(6), pages 690-707.
    25. Hmieleski, Keith M. & Sheppard, Leah D., 2019. "The Yin and Yang of entrepreneurship: Gender differences in the importance of communal and agentic characteristics for entrepreneurs' subjective well-being and performance," Journal of Business Venturing, Elsevier, vol. 34(4), pages 709-730.
    26. Anglin, Aaron H. & Short, Jeremy C. & Drover, Will & Stevenson, Regan M. & McKenny, Aaron F. & Allison, Thomas H., 2018. "The power of positivity? The influence of positive psychological capital language on crowdfunding performance," Journal of Business Venturing, Elsevier, vol. 33(4), pages 470-492.
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