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Birds of a Feather Flock Together: The Inclusive Effect of Similarity Patterns in Equity Crowdfunding

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  • Valeria Venturelli

    (Marco Biagi Department of Economics, University of Modena and Reggio Emilia, 41121 Modena, Italy
    CEFIN (Centre for Research in Banking and Finance), University of Modena and Reggio Emilia, 41121 Modena, Italy)

  • Alessia Pedrazzoli

    (Marco Biagi Department of Economics, University of Modena and Reggio Emilia, 41121 Modena, Italy)

  • Giovanni Gallo

    (Marco Biagi Department of Economics, University of Modena and Reggio Emilia, 41121 Modena, Italy
    National Institute for the Analysis of Public Policies (INAPP), 00198 Rome, Italy)

Abstract

Crowdfunding is helping to drive financial inclusion by expanding the availability of funds to traditionally excluded and underserved groups of individuals, such as ethnic minority and female entrepreneurs. This study verifies how ethnic and gender similarity between investor and entrepreneur can affect the invested amount in an equity crowdfunding campaign. Using an integrated approach with linear regression and Shapley decomposition, we analyze 8600 investments made by 5996 unique personal shareholder investors in 81 equity crowdfunding campaigns. Results show that similarity patterns seem to significantly influence the amount invested in a campaign but their effects change according to investor’s gender and ethnic origin. In fact, even if female investors give a higher amount to men-led companies, their preference changes if the company is run by a female founder belonging to the same ethnic minority group. Results emphasize equity crowdfunding’s potential as a tool for the financial inclusion of ethnic minority groups of investors and entrepreneurs.

Suggested Citation

  • Valeria Venturelli & Alessia Pedrazzoli & Giovanni Gallo, 2020. "Birds of a Feather Flock Together: The Inclusive Effect of Similarity Patterns in Equity Crowdfunding," Sustainability, MDPI, vol. 12(9), pages 1-24, April.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:9:p:3539-:d:350769
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    as
    1. Gompers, Paul A. & Mukharlyamov, Vladimir & Xuan, Yuhai, 2016. "The cost of friendship," Journal of Financial Economics, Elsevier, vol. 119(3), pages 626-644.
    2. Ratan J. S. Dheer, 2018. "Entrepreneurship by immigrants: a review of existing literature and directions for future research," International Entrepreneurship and Management Journal, Springer, vol. 14(3), pages 555-614, September.
    3. Allen, Franklin & Demirguc-Kunt, Asli & Klapper, Leora & Martinez Peria, Maria Soledad, 2016. "The foundations of financial inclusion: Understanding ownership and use of formal accounts," Journal of Financial Intermediation, Elsevier, vol. 27(C), pages 1-30.
    4. Ali Mohammadi & Kourosh Shafi, 2018. "Gender differences in the contribution patterns of equity-crowdfunding investors," Small Business Economics, Springer, vol. 50(2), pages 275-287, February.
    5. Chan, Ho Fai & Moy, Naomi & Schaffner, Markus & Torgler, Benno, 2021. "The effects of money saliency and sustainability orientation on reward based crowdfunding success," Journal of Business Research, Elsevier, vol. 125(C), pages 443-455.
    6. Mandira Sarma, 2008. "Index of Financial Inclusion," Working Papers id:1575, eSocialSciences.
    7. Mandira Sarma, "undated". "Index of Financial Inclusion," Indian Council for Research on International Economic Relations, New Delhi Working Papers 215, Indian Council for Research on International Economic Relations, New Delhi, India.
    8. William R. Kerr & William F. Lincoln, 2010. "The Supply Side of Innovation: H-1B Visa Reforms and U.S. Ethnic Invention," Journal of Labor Economics, University of Chicago Press, vol. 28(3), pages 473-508, July.
    9. Cumming, Douglas & Groh, Alexander Peter, 2018. "Entrepreneurial finance: Unifying themes and future directions," Journal of Corporate Finance, Elsevier, vol. 50(C), pages 538-555.
    10. Asli Demirguc-Kunt & Leora Klapper & Dorothe Singer & Saniya Ansar & Jake Hess, 2018. "Global Findex Database 2017 [La base de datos Global Findex 2017]," World Bank Publications - Books, The World Bank Group, number 29510, December.
    11. Nataliya Barasinska & Dorothea Schäfer, 2014. "Is Crowdfunding Different? Evidence on the Relation between Gender and Funding Success from a German Peer-to-Peer Lending Platform," German Economic Review, Verein für Socialpolitik, vol. 15(4), pages 436-452, November.
    12. Fabrice Hervé & Elodie Manthé & Aurélie Sannajust & Armin Schwienbacher, 2019. "Determinants of individual investment decisions in investment‐based crowdfunding," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 46(5-6), pages 762-783, May.
    13. William R. Kerr, 2008. "Ethnic Scientific Communities and International Technology Diffusion," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 518-537, August.
    14. Deepak Hegde & Justin Tumlinson, 2014. "Does Social Proximity Enhance Business Partnerships? Theory and Evidence from Ethnicity's Role in U.S. Venture Capital," Management Science, INFORMS, vol. 60(9), pages 2355-2380, September.
    15. Gerrit K.C. Ahlers & Douglas Cumming & Christina Günther & Denis Schweizer, 2015. "Signaling in Equity Crowdfunding," Entrepreneurship Theory and Practice, , vol. 39(4), pages 955-980, July.
    16. Magdalena Cholakova & Bart Clarysse, 2015. "Does the Possibility to Make Equity Investments in Crowdfunding Projects Crowd Out Reward–Based Investments?," Entrepreneurship Theory and Practice, , vol. 39(1), pages 145-172, January.
    17. Xiaobei Liang & Xiaojuan Hu & Jiang Jiang, 2020. "Research on the Effects of Information Description on Crowdfunding Success within a Sustainable Economy—The Perspective of Information Communication," Sustainability, MDPI, vol. 12(2), pages 1-36, January.
    18. Andrea Rey-Martí & Antonia Mohedano-Suanes & Virginia Simón-Moya, 2019. "Crowdfunding and Social Entrepreneurship: Spotlight on Intermediaries," Sustainability, MDPI, vol. 11(4), pages 1-23, February.
    19. Rachel Croson & Uri Gneezy, 2009. "Gender Differences in Preferences," Journal of Economic Literature, American Economic Association, vol. 47(2), pages 448-474, June.
    20. Richard T. Harrison & Colin M. Mason, 2007. "Does Gender Matter? Women Business Angels and the Supply of Entrepreneurial Finance," Entrepreneurship Theory and Practice, , vol. 31(3), pages 445-472, May.
    21. Garry Bruton & Susanna Khavul & Donald Siegel & Mike Wright, 2015. "New Financial Alternatives in Seeding Entrepreneurship: Microfinance, Crowdfunding, and Peer–to–Peer Innovations," Entrepreneurship Theory and Practice, , vol. 39(1), pages 9-26, January.
    22. Bengtsson, Ola & Hsu, David H., 2015. "Ethnic matching in the U.S. venture capital market," Journal of Business Venturing, Elsevier, vol. 30(2), pages 338-354.
    23. Aladino Fernandez-Blanco & Joaquin Villanueva-Balsera & Vicente Rodriguez-Montequin & Henar Moran-Palacios, 2020. "Key Factors for Project Crowdfunding Success: An Empirical Study," Sustainability, MDPI, vol. 12(2), pages 1-19, January.
    24. Jianakoplos, Nancy Ammon & Bernasek, Alexandra, 1998. "Are Women More Risk Averse?," Economic Inquiry, Western Economic Association International, vol. 36(4), pages 620-630, October.
    25. Leland, Hayne E & Pyle, David H, 1977. "Informational Asymmetries, Financial Structure, and Financial Intermediation," Journal of Finance, American Finance Association, vol. 32(2), pages 371-387, May.
    26. Anthony Shorrocks, 2013. "Decomposition procedures for distributional analysis: a unified framework based on the Shapley value," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 11(1), pages 99-126, March.
    27. Brad M. Barber & Terrance Odean, 2001. "Boys will be Boys: Gender, Overconfidence, and Common Stock Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 261-292.
    28. Douglas Cumming & Michele Meoli & Silvio Vismara, 0. "Does equity crowdfunding democratize entrepreneurial finance?," Small Business Economics, Springer, vol. 0, pages 1-20.
    29. Hornuf, Lars & Schwienbacher, Armin, 2018. "Market mechanisms and funding dynamics in equity crowdfunding," Journal of Corporate Finance, Elsevier, vol. 50(C), pages 556-574.
    30. Vincenzo Butticè & Massimo G. Colombo & Mike Wright, 2017. "Serial Crowdfunding, Social Capital, and Project Success," Entrepreneurship Theory and Practice, , vol. 41(2), pages 183-207, March.
    31. Mandira Sarma, 2008. "Index of Financial Inclusion," Finance Working Papers 22259, East Asian Bureau of Economic Research.
    32. Vulkan, Nir & Åstebro, Thomas & Sierra, Manuel Fernandez, 2016. "Equity crowdfunding: A new phenomena," Journal of Business Venturing Insights, Elsevier, vol. 5(C), pages 37-49.
    33. Goran Calic & Elaine Mosakowski, 2016. "Kicking Off Social Entrepreneurship: How A Sustainability Orientation Influences Crowdfunding Success," Journal of Management Studies, Wiley Blackwell, vol. 53(5), pages 738-767, July.
    34. Kenney, Martin & Patton, Donald, 2015. "Gender, ethnicity and entrepreneurship in initial public offerings: illustrations from an open database," Research Policy, Elsevier, vol. 44(9), pages 1773-1784.
    35. Cumming, Douglas & Meoli, Michele & Vismara, Silvio, 2019. "Investors’ choices between cash and voting rights: Evidence from dual-class equity crowdfunding," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    36. Silvio Vismara, 2016. "Equity retention and social network theory in equity crowdfunding," Small Business Economics, Springer, vol. 46(4), pages 579-590, April.
    37. Gamal Ibrahim & Vaughan Galt, 2003. "Ethnic Business Development: Toward a Theoretical Synthesis and Policy Framework," Journal of Economic Issues, Taylor & Francis Journals, vol. 37(4), pages 1107-1119, December.
    38. Monder Ram & Nicholas Theodorakopoulos & Trevor Jones, 2008. "Forms of capital, mixed embeddedness and Somali enterprise," Work, Employment & Society, British Sociological Association, vol. 22(3), pages 427-446, September.
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