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Equity crowdfunding: a systematic review of the literature

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  • Kazem Mochkabadi

    (University of Wuppertal)

  • Christine K. Volkmann

    (University of Wuppertal)

Abstract

Equity crowdfunding is an emerging area of research within the broader sphere of entrepreneurship. Since 2012, research activities are steadily advancing, providing the foundation for a promising field of research. Despite ongoing scientific discussions, equity crowdfunding research is still in its infancy and scholarly knowledge remains limited and fragmented. To bring clarity to this fragmented field and to further advance the scientific process, we conduct a systematic literature review of 113 journal contributions and gray papers, published between 2012 and 2017. Based on an in-depth analysis of identified publications, we describe the landscape of the equity crowdfunding field concentrating on two aspects. First, we conduct a descriptive analysis of equity crowdfunding research to illustrate the scientific development. Second, we categorize relevant contributions into five different perspectives: capital market, entrepreneur, institutional, investor, and platform and perform a thematic analysis to reveal dominant themes and sub-themes within each perspective. Our study highlights several promising directions for encouraging further advancements in equity crowdfunding research.

Suggested Citation

  • Kazem Mochkabadi & Christine K. Volkmann, 2020. "Equity crowdfunding: a systematic review of the literature," Small Business Economics, Springer, vol. 54(1), pages 75-118, January.
    • Handle: RePEc:kap:sbusec:v:54:y:2020:i:1:d:10.1007_s11187-018-0081-x
    DOI: 10.1007/s11187-018-0081-x
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    1. Nan Langowitz & Maria Minniti, 2007. "The Entrepreneurial Propensity of Women," Entrepreneurship Theory and Practice, , vol. 31(3), pages 341-364, May.
    2. Estrin, Saul & Gozman, Daniel & Khavul, Susanna, 2018. "The evolution and adoption of equity crowdfunding: entrepreneur and investor entry into a new market," LSE Research Online Documents on Economics 87351, London School of Economics and Political Science, LSE Library.
    3. Fayolle, Alain & Liñán, Francisco, 2014. "The future of research on entrepreneurial intentions," Journal of Business Research, Elsevier, vol. 67(5), pages 663-666.
    4. Ajay Agrawal & Christian Catalini & Avi Goldfarb, 2014. "Some Simple Economics of Crowdfunding," Innovation Policy and the Economy, University of Chicago Press, vol. 14(1), pages 63-97.
    5. Wallmeroth, Johannes & Wirtz, Peter & Groh, Alexander Peter, 2018. "Venture Capital, Angel Financing, and Crowdfunding of Entrepreneurial Ventures: A Literature Review," Foundations and Trends(R) in Entrepreneurship, now publishers, vol. 14(1), pages 1-129, February.
    6. Thomas H. Allison & Blakley C. Davis & Jeremy C. Short & Justin W. Webb, 2015. "Crowdfunding in a Prosocial Microlending Environment: Examining the Role of Intrinsic versus Extrinsic Cues," Entrepreneurship Theory and Practice, , vol. 39(1), pages 53-73, January.
    7. Alexandra Moritz & Joern Block & Eva Lutz, 2015. "Investor communication in equity-based crowdfunding: a qualitative-empirical study," Qualitative Research in Financial Markets, Emerald Group Publishing Limited, vol. 7(3), pages 309-342, August.
    8. Belleflamme, Paul & Omrani, Nessrine & Peitz, Martin, 2015. "The economics of crowdfunding platforms," Information Economics and Policy, Elsevier, vol. 33(C), pages 11-28.
    9. Gordon Burtch & Anindya Ghose & Sunil Wattal, 2013. "An Empirical Examination of the Antecedents and Consequences of Contribution Patterns in Crowd-Funded Markets," Information Systems Research, INFORMS, vol. 24(3), pages 499-519, September.
    10. Jones, Marian V. & Coviello, Nicole & Tang, Yee Kwan, 2011. "International Entrepreneurship research (1989–2009): A domain ontology and thematic analysis," Journal of Business Venturing, Elsevier, vol. 26(6), pages 632-659.
    11. Semen Son Turan, 2015. "Stakeholders in Equity-Based Crowdfunding: Respective Risks Over the Equity Crowdfunding Lifecycle," Journal of Financial Innovation, IBRIF - Instituto Brasileiro de Inovação Financeira, vol. 1(2), pages 1-6.
    12. Macpherson, Allan & Holt, Robin, 2007. "Knowledge, learning and small firm growth: A systematic review of the evidence," Research Policy, Elsevier, vol. 36(2), pages 172-192, March.
    13. Richard T. Harrison & Colin Mason & Donald Smith, 2015. "Heuristics, learning and the business angel investment decision-making process," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 27(9-10), pages 527-554, October.
    14. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    15. Reena Aggarwal & Nagpurnanand R. Prabhala & Manju Puri, 2002. "Institutional Allocation in Initial Public Offerings: Empirical Evidence," Journal of Finance, American Finance Association, vol. 57(3), pages 1421-1442, June.
    16. Sullivan, Mary Kay & Miller, Alex, 1996. "Segmenting the informal venture capital market: Economic, hedonistic, and altruistic investors," Journal of Business Research, Elsevier, vol. 36(1), pages 25-35, May.
    17. Jörn Block & Lars Hornuf & Alexandra Moritz, 2018. "Which updates during an equity crowdfunding campaign increase crowd participation?," Small Business Economics, Springer, vol. 50(1), pages 3-27, January.
    18. Hornuf, Lars & Schwienbacher, Armin, 2014. "The Emergence of Crowdinvesting in Europe," Discussion Papers in Economics 21388, University of Munich, Department of Economics.
    19. Friedemann Polzin & Helen Toxopeus & Erik Stam, 2018. "The wisdom of the crowd in funding: information heterogeneity and social networks of crowdfunders," Small Business Economics, Springer, vol. 50(2), pages 251-273, February.
    20. Blaseg, Daniel & Koetter, Michael, 2015. "Friend or Foe? Crowdfunding Versus Credit when Banks are Stressed," IWH Discussion Papers 8/2015, Halle Institute for Economic Research (IWH).
    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. 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.
    23. 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.
    24. Francisco Linan & Alain Fayolle, 2015. "A systematic literature review on entrepreneurial intentions : citation, thematic analyses, and research agenda," Post-Print hal-02313298, HAL.
    25. Gregor Dorfleitner & Lars Hornuf & Martina Weber, 2018. "Dynamics of investor communication in equity crowdfunding," Electronic Markets, Springer;IIM University of St. Gallen, vol. 28(4), pages 523-540, November.
    26. 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.
    27. Diego Zunino & Mirjam (C.M.) van Praag & Gary Dushnitsky, 2017. "Badge of Honor or Scarlet Letter? Unpacking Investors' Judgment of Entrepreneurs' Past Failure," Tinbergen Institute Discussion Papers 17-085/VII, Tinbergen Institute.
    28. Xuechun Li & Yuehuan Tang & Ningrui Yang & Ruiyao Ren & Haichao Zheng & Haibo Zhou, 2016. "The value of information disclosure and lead investor in equity-based crowdfunding," Nankai Business Review International, Emerald Group Publishing Limited, vol. 7(3), pages 301-321, August.
    29. Douglas Cumming & Sofia Johan, 2013. "Demand-driven securities regulation: evidence from crowdfunding," Venture Capital, Taylor & Francis Journals, vol. 15(4), pages 361-379, October.
    30. Johannes Wallmeroth & Alexander Groh & Peter Wirtz, 2018. "Venture Capital, Angel Financing, and Crowdfunding of Entrepreneurial Ventures : A Literature Review," Post-Print hal-02312128, HAL.
    31. 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.
    32. Cumming, Douglas & Groh, Alexander Peter, 2018. "Entrepreneurial finance: Unifying themes and future directions," Journal of Corporate Finance, Elsevier, vol. 50(C), pages 538-555.
    33. 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.
    34. BELLEFLAMME, Paul & LAMBERT, Thomas & SCHWIENBACHER, Armin, 2011. "Crowdfunding: tapping the right crowd," LIDAM Discussion Papers CORE 2011032, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    35. Hornuf, Lars & Schwienbacher, Armin, 2015. "Funding Dynamics in Crowdinvesting," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 112969, Verein für Socialpolitik / German Economic Association.
    36. Liang Chen & Zihong Huang & De Liu, 2016. "Pure and hybrid crowds in crowdfunding markets," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 2(1), pages 1-18, December.
    37. Armin Schwienbacher, 2018. "Entrepreneurial risk-taking in crowdfunding campaigns," Small Business Economics, Springer, vol. 51(4), pages 843-859, December.
    38. 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.
    39. David Grundy & Carolina Ohmer, 2016. "German crowd-investing platforms: Literature review and survey," Cogent Business & Management, Taylor & Francis Journals, vol. 3(1), pages 1138849-113, December.
    40. Audretsch, David B. & Bönte, Werner & Mahagaonkar, Prashanth, 2012. "Financial signaling by innovative nascent ventures: The relevance of patents and prototypes," Research Policy, Elsevier, vol. 41(8), pages 1407-1421.
    41. 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.
    42. Christina Guenther & Sofia Johan & Denis Schweizer, 2018. "Is the crowd sensitive to distance?—how investment decisions differ by investor type," Small Business Economics, Springer, vol. 50(2), pages 289-305, February.
    43. Urban, Glen L. & Amyx, Cinda & Lorenzon, Antonio, 2009. "Online Trust: State of the Art, New Frontiers, and Research Potential," Journal of Interactive Marketing, Elsevier, vol. 23(2), pages 179-190.
    44. Gregor Dorfleitner & Lars Hornuf & Martina Weber, 2017. "Dynamics of Investor Communication in Equity Crowdfunding," Research Papers in Economics 2017-04, University of Trier, Department of Economics.
    45. Sheth, Jagdish N. & Newman, Bruce I. & Gross, Barbara L., 1991. "Why we buy what we buy: A theory of consumption values," Journal of Business Research, Elsevier, vol. 22(2), pages 159-170, March.
    46. Astebro, Thomas B. & Lovo, Stefano & Fernandez Sierra, Manuel & Vulkan, Nir, 2017. "Herding in Equity Crowdfunding," HEC Research Papers Series 1245, HEC Paris, revised 04 Jun 2018.
    47. Saul Estrin & Daniel Gozman & Susanna Khavul, 2018. "The evolution and adoption of equity crowdfunding: entrepreneur and investor entry into a new market," Small Business Economics, Springer, vol. 51(2), pages 425-439, August.
    48. Douglas J. Cumming & Silvio Vismara, 2017. "De-segmenting research in entrepreneurial finance," Venture Capital, Taylor & Francis Journals, vol. 19(1-2), pages 17-27, January.
    49. Andreoni, James, 1990. "Impure Altruism and Donations to Public Goods: A Theory of Warm-Glow Giving?," Economic Journal, Royal Economic Society, vol. 100(401), pages 464-477, June.
    50. Frederic Delmar & Per Davidsson, 2000. "Where do they come from? Prevalence and characteristics of nascent entrepreneurs," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 12(1), pages 1-23, January.
    51. Alice Rossi & Silvio Vismara, 2018. "What do crowdfunding platforms do? A comparison between investment-based platforms in Europe," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 8(1), pages 93-118, March.
    52. Lars Hornuf & Matthias Schmitt & Eliza Stenzhorn, 2017. "Equity Crowdfunding in Germany and the UK: Follow-up Funding and Firm Failure," CESifo Working Paper Series 6642, CESifo.
    53. Joern H. Block & Massimo G. Colombo & Douglas J. Cumming & Silvio Vismara, 2018. "New players in entrepreneurial finance and why they are there," Small Business Economics, Springer, vol. 50(2), pages 239-250, February.
    54. Brem Alexander & Jovanović Tanja & Tomczak Alan, 2014. "Crowdsourcing, Crowdfunding, Crowdinvesting: Eine Renaissance von Genossenschaften bei Unternehmensgründungen?," Zeitschrift für das gesamte Genossenschaftswesen, De Gruyter, vol. 64(s1), pages 39-52, December.
    55. Signori, Andrea & Vismara, Silvio, 2018. "Does success bring success? The post-offering lives of equity-crowdfunded firms," Journal of Corporate Finance, Elsevier, vol. 50(C), pages 575-591.
    56. Victoriya Salomon, 2016. "Emergent models of financial intermediation for innovative companies: from venture capital to crowdinvesting platforms in Switzerland," Venture Capital, Taylor & Francis Journals, vol. 18(1), pages 21-41, January.
    57. Heath, Chip & Tversky, Amos, 1991. "Preference and Belief: Ambiguity and Competence in Choice under Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 4(1), pages 5-28, January.
    58. Lars Hornuf & Matthias Neuenkirch, 2017. "Pricing shares in equity crowdfunding," Small Business Economics, Springer, vol. 48(4), pages 795-811, April.
    59. Welch, Ivo, 1992. "Sequential Sales, Learning, and Cascades," Journal of Finance, American Finance Association, vol. 47(2), pages 695-732, June.
    60. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    61. Silvio Vismara, 2016. "Equity retention and social network theory in equity crowdfunding," Small Business Economics, Springer, vol. 46(4), pages 579-590, April.
    62. Rachel Croson & Uri Gneezy, 2009. "Gender Differences in Preferences," Journal of Economic Literature, American Economic Association, vol. 47(2), pages 448-474, June.
    63. Mäschle, Oliver & Dalvai, Wilfried, 2016. "Rationing and screening in crowdinvesting-markets," Thuenen-Series of Applied Economic Theory 142, University of Rostock, Institute of Economics.
    64. Alexander Brem & Niklas Wassong, 2014. "Wer investiert warum? Eine Analyse von Investmententscheidungen bei Crowdfunding-Projekten," ZfKE – Zeitschrift für KMU und Entrepreneurship, Duncker & Humblot, Berlin, vol. 62(1), pages 31-55.
    65. Juanjuan Zhang & Peng Liu, 2012. "Rational Herding in Microloan Markets," Management Science, INFORMS, vol. 58(5), pages 892-912, May.
    66. John R. Becker–Blease & Jeffrey E. Sohl, 2011. "The Effect of Gender Diversity on Angel Group Investment," Entrepreneurship Theory and Practice, , vol. 35(4), pages 709-733, July.
    67. Michael Lounsbury & Mary Ann Glynn, 2001. "Cultural entrepreneurship: stories, legitimacy, and the acquisition of resources," Strategic Management Journal, Wiley Blackwell, vol. 22(6‐7), pages 545-564, June.
    68. Kshetri, Nir, 2015. "Success of Crowd-based Online Technology in Fundraising: An Institutional Perspective," Journal of International Management, Elsevier, vol. 21(2), pages 100-116.
    69. Lars Hornuf & Armin Schwienbacher, 2017. "Should securities regulation promote equity crowdfunding?," Small Business Economics, Springer, vol. 49(3), pages 579-593, October.
    70. 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.
    71. Powell, Melanie & Ansic, David, 1997. "Gender differences in risk behaviour in financial decision-making: An experimental analysis," Journal of Economic Psychology, Elsevier, vol. 18(6), pages 605-628, November.
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