IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v178y2022ics0040162522000907.html
   My bibliography  Save this article

Effective strategies to attract crowdfunding investment based on the novelty of business ideas

Author

Listed:
  • Jung, Eunjun
  • Lee, Changjun
  • Hwang, Junseok

Abstract

Whether the novelty of an idea is a factor that directly influences crowdfunding success remains an area of ambiguity. We hypothesize that target funder diversification is effective with incremental ideas. However, focused business proposals are better suited to assert radical ideas. We also hypothesize the impact of two different strategic actions that founders can take during fundraising campaigns, agile information update and communication, on crowdfunding success. A deep-learning-based novelty detection model combined with statistical analysis is used to empirically test 7406 crowdfunding projects crawled from online platform. Our results support our hypotheses and reveal that information updates from startup founders show non-linear quadratic relationships with fundraising performance, whereas two-sided communication helps stimulate investors. We also revealed that novelty level can influence strategic choice, indicating that a project with a higher novelty should have a focused target. Our finding suggests a solution to the conflicting conclusions in previous studies on the direct impact of novelty level and target diversification, by explaining the process of novelty-dependent behavioral strategies based on signaling theory.

Suggested Citation

  • Jung, Eunjun & Lee, Changjun & Hwang, Junseok, 2022. "Effective strategies to attract crowdfunding investment based on the novelty of business ideas," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
  • Handle: RePEc:eee:tefoso:v:178:y:2022:i:c:s0040162522000907
    DOI: 10.1016/j.techfore.2022.121558
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162522000907
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2022.121558?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Bagheri, Afsaneh & Chitsazan, Hasti & Ebrahimi, Ashkan, 2019. "Crowdfunding motivations: A focus on donors' perspectives," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 218-232.
    2. Yan Zhang & Margarethe F. Wiersema, 2009. "Stock market reaction to CEO certification: the signaling role of CEO background," Strategic Management Journal, Wiley Blackwell, vol. 30(7), pages 693-710, July.
    3. Lowell W. Busenitz & James O. Fiet & Douglas D. Moesel, 2005. "Signaling in Venture Capitalist—New Venture Team Funding Decisions: Does it Indicate Long–Term Venture Outcomes?," Entrepreneurship Theory and Practice, , vol. 29(1), pages 1-12, January.
    4. Massimo G. Colombo & Chiara Franzoni & Cristina Rossi–Lamastra, 2015. "Internal Social Capital and the Attraction of Early Contributions in Crowdfunding," Entrepreneurship Theory and Practice, , vol. 39(1), pages 75-100, January.
    5. Song, Yang & Berger, Ron & Yosipof, Abraham & Barnes, Bradley R., 2019. "Mining and investigating the factors influencing crowdfunding success," Technological Forecasting and Social Change, Elsevier, vol. 148(C).
    6. Michael Spence, 2002. "Signaling in Retrospect and the Informational Structure of Markets," American Economic Review, American Economic Association, vol. 92(3), pages 434-459, June.
    7. 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.
    8. Dirk Sliwka, 2007. "Trust as a Signal of a Social Norm and the Hidden Costs of Incentive Schemes," American Economic Review, American Economic Association, vol. 97(3), pages 999-1012, June.
    9. Ajay Agrawal & Christian Catalini & Avi Goldfarb, 2015. "Crowdfunding: Geography, Social Networks, and the Timing of Investment Decisions," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 24(2), pages 253-274, June.
    10. Paul Belleflamme & Thomas Lambert & Armin Schwienbacher, 2013. "Individual crowdfunding practices," Venture Capital, Taylor & Francis Journals, vol. 15(4), pages 313-333, October.
    11. Jain, Bharat A. & Jayaraman, Narayanan & Kini, Omesh, 2008. "The path-to-profitability of Internet IPO firms," Journal of Business Venturing, Elsevier, vol. 23(2), pages 165-194, March.
    12. Gülşen Akman & Cengiz Yilmaz, 2019. "Innovative Capability, Innovation Strategy and Market Orientation: An Empirical Analysis in Turkish Software Industry," World Scientific Book Chapters, in: Alexander Brem & Joe Tidd & Tugrul Daim (ed.), Managing Innovation What Do We Know About Innovation Success Factors?, chapter 7, pages 139-181, World Scientific Publishing Co. Pte. Ltd..
    13. Mollick, Ethan, 2014. "The dynamics of crowdfunding: An exploratory study," Journal of Business Venturing, Elsevier, vol. 29(1), pages 1-16.
    14. Andrew B. Hargadon & Beth A. Bechky, 2006. "When Collections of Creatives Become Creative Collectives: A Field Study of Problem Solving at Work," Organization Science, INFORMS, vol. 17(4), pages 484-500, August.
    15. Elitzur, Ramy & Gavious, Arieh, 2003. "Contracting, signaling, and moral hazard: a model of entrepreneurs, 'angels,' and venture capitalists," Journal of Business Venturing, Elsevier, vol. 18(6), pages 709-725, November.
    16. Frank J. Van Rijnsoever & Marijn A. Van Weele & Chris P. Eveleens, 2017. "Network brokers or hit makers? Analyzing the influence of incubation on start-up investments," International Entrepreneurship and Management Journal, Springer, vol. 13(2), pages 605-629, June.
    17. Sidney G. Winter, 2006. "Toward a neo-Schumpeterian theory of the firm," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 15(1), pages 125-141, February.
    18. Ming Hu & Xi Li & Mengze Shi, 2015. "Product and Pricing Decisions in Crowdfunding," Marketing Science, INFORMS, vol. 34(3), pages 331-345, May.
    19. 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.
    20. Dutta, Supradeep & Folta, Timothy B., 2016. "A comparison of the effect of angels and venture capitalists on innovation and value creation," Journal of Business Venturing, Elsevier, vol. 31(1), pages 39-54.
    21. Michael Marcin Kunz & Ulrich Bretschneider & Max Erler & Jan Marco Leimeister, 2017. "An empirical investigation of signaling in reward-based crowdfunding," Electronic Commerce Research, Springer, vol. 17(3), pages 425-461, September.
    22. Kollmann, Tobias & Kuckertz, Andreas, 2010. "Evaluation uncertainty of venture capitalists' investment criteria," Journal of Business Research, Elsevier, vol. 63(7), pages 741-747, July.
    23. Jennings, Jennifer E. & Jennings, P. Devereaux & Greenwood, Royston, 2009. "Novelty and new firm performance: The case of employment systems in knowledge-intensive service organizations," Journal of Business Venturing, Elsevier, vol. 24(4), pages 338-359, July.
    24. James Henderson & Karel Cool, 2003. "Learning to time capacity expansions: an empirical analysis of the worldwide petrochemical industry, 1975–95," Strategic Management Journal, Wiley Blackwell, vol. 24(5), pages 393-413, May.
    25. Wojciech Hardy, 2013. "How to perfectly discriminate in a crowd? A theoretical model of crowdfunding," Working Papers 2013-16, Faculty of Economic Sciences, University of Warsaw.
    26. 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.
    27. Paolo Crosetto & Tobias Regner, 2014. "Crowdfunding: Determinants of success and funding dynamics," Jena Economics Research Papers 2014-035, Friedrich-Schiller-University Jena.
    28. Barry L. Bayus, 2013. "Crowdsourcing New Product Ideas over Time: An Analysis of the Dell IdeaStorm Community," Management Science, INFORMS, vol. 59(1), pages 226-244, June.
    29. Evila Piva & Cristina Rossi-Lamastra, 2018. "Human capital signals and entrepreneurs’ success in equity crowdfunding," Small Business Economics, Springer, vol. 51(3), pages 667-686, October.
    30. Denis Frydrych & Adam J. Bock & Tony Kinder & Benjamin Koeck, 2014. "Exploring entrepreneurial legitimacy in reward-based crowdfunding," Venture Capital, Taylor & Francis Journals, vol. 16(3), pages 247-269, July.
    31. Hyytinen, Ari & Pajarinen, Mika & Rouvinen, Petri, 2015. "Does innovativeness reduce startup survival rates?," Journal of Business Venturing, Elsevier, vol. 30(4), pages 564-581.
    32. Maurizio Zollo & Sidney G. Winter, 2002. "Deliberate Learning and the Evolution of Dynamic Capabilities," Organization Science, INFORMS, vol. 13(3), pages 339-351, June.
    33. Alexander Chernev, 2006. "Decision Focus and Consumer Choice among Assortments," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 33(1), pages 50-59, June.
    34. C. S. Richard Chan & Annaleena Parhankangas, 2017. "Crowdfunding Innovative Ideas: How Incremental and Radical Innovativeness Influence Funding Outcomes," Entrepreneurship Theory and Practice, , vol. 41(2), pages 237-263, March.
    35. Norbert Steigenberger & Hendrik Wilhelm, 2018. "Extending Signaling Theory to Rhetorical Signals: Evidence from Crowdfunding," Organization Science, INFORMS, vol. 29(3), pages 529-546, June.
    36. 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.
    37. Wehnert, Peter & Baccarella, Christian V. & Beckmann, Markus, 2019. "In crowdfunding we trust? Investigating crowdfunding success as a signal for enhancing trust in sustainable product features," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 128-137.
    38. 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.
    39. Daily, Catherine M. & Certo, S. Trevis & Dalton, Dan R., 2005. "Investment bankers and IPO pricing: does prospectus information matter?," Journal of Business Venturing, Elsevier, vol. 20(1), pages 93-111, January.
    40. 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.
    41. Steven C. Michael, 2009. "Entrepreneurial signaling to attract resources: the case of franchising," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 30(6), pages 405-422.
    42. Koc, T. & Bozdag, E., 2017. "Measuring the degree of novelty of innovation based on Porter's value chain approach," European Journal of Operational Research, Elsevier, vol. 257(2), pages 559-567.
    43. Davies, William E. & Giovannetti, Emanuele, 2018. "Signalling experience & reciprocity to temper asymmetric information in crowdfunding evidence from 10,000 projects," Technological Forecasting and Social Change, Elsevier, vol. 133(C), pages 118-131.
    44. Block, Joern H. & De Vries, Geertjan & Schumann, Jan H. & Sandner, Philipp, 2014. "Trademarks and venture capital valuation," Journal of Business Venturing, Elsevier, vol. 29(4), pages 525-542.
    45. Boyd D. Cohen & Thomas J. Dean, 2005. "Information asymmetry and investor valuation of IPOs: top management team legitimacy as a capital market signal," Strategic Management Journal, Wiley Blackwell, vol. 26(7), pages 683-690, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Li, Liangqiang & Yang, Liang & Zhao, Meng & Liao, Miyan & Cao, Yunzhong, 2022. "Exploring the success determinants of crowdfunding for cultural and creative projects: An empirical study based on signal theory," Technology in Society, Elsevier, vol. 70(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Thomas Clauss & Thomas Niemand & Sascha Kraus & Patrick Schnetzer & Alexander Brem, 2019. "Increasing Crowdfunding Success Through Social Media: The Importance Of Reach And Utilisation In Reward-Based Crowdfunding," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 24(03), pages 1-30, May.
    2. Cai, Wanxiang & Polzin, Friedemann & Stam, Erik, 2021. "Crowdfunding and social capital: A systematic review using a dynamic perspective," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    3. 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.
    4. Fabrice Hervé & Armin Schwienbacher, 2018. "Crowdfunding And Innovation," Journal of Economic Surveys, Wiley Blackwell, vol. 32(5), pages 1514-1530, December.
    5. Simon Kleinert & Christine Volkmann & Marc Grünhagen, 2020. "Third-party signals in equity crowdfunding: the role of prior financing," Small Business Economics, Springer, vol. 54(1), pages 341-365, January.
    6. Shuangfa Huang & David Pickernell & Martina Battisti & Thang Nguyen, 2022. "Signalling entrepreneurs’ credibility and project quality for crowdfunding success: cases from the Kickstarter and Indiegogo environments," Small Business Economics, Springer, vol. 58(4), pages 1801-1821, April.
    7. Ferrer, José María & Ulrich, Klaus & Blanco-González-Tejero, Cristina & Caño-Marín, Enrique, 2023. "Investors’ confidence in the crowdlending platform and the impact of Covid-19," Journal of Business Research, Elsevier, vol. 155(PA).
    8. Fisch, Christian, 2019. "Initial coin offerings (ICOs) to finance new ventures," Journal of Business Venturing, Elsevier, vol. 34(1), pages 1-22.
    9. Boudreau, Kevin J. & Jeppesen, Lars Bo & Reichstein, Toke & Rullani, Francesco, 2021. "Crowdfunding as Donations to Entrepreneurial Firms," Research Policy, Elsevier, vol. 50(7).
    10. Sardar Muhammad Usman & Farasat Ali Shah Bukhari & Huiwei You & Daniel Badulescu & Darie Gavrilut, 2020. "The Effect and Impact of Signals on Investing Decisions in Reward-Based Crowdfunding: A Comparative Study of China and the United Kingdom," JRFM, MDPI, vol. 13(12), pages 1-20, December.
    11. Janina Sundermeier & Tyge-F. Kummer, 2022. "Does personality still matter in e-commerce? How perceived hubris influences the assessment of founders’ trustworthiness using the example of reward-based crowdfunding," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(3), pages 1127-1144, September.
    12. Maximilian Goethner & Sebastian Luettig & Tobias Regner, 2021. "Crowdinvesting in entrepreneurial projects: disentangling patterns of investor behavior," Small Business Economics, Springer, vol. 57(2), pages 905-926, August.
    13. Bagheri, Afsaneh & Chitsazan, Hasti & Ebrahimi, Ashkan, 2019. "Crowdfunding motivations: A focus on donors' perspectives," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 218-232.
    14. Henry Sauermann & Chiara Franzoni & Kourosh Shafi, 2019. "Crowdfunding scientific research: Descriptive insights and correlates of funding success," PLOS ONE, Public Library of Science, vol. 14(1), pages 1-26, January.
    15. Julian Bafera & Simon Kleinert, 2023. "Signaling Theory in Entrepreneurship Research: A Systematic Review and Research Agenda," Entrepreneurship Theory and Practice, , vol. 47(6), pages 2419-2464, November.
    16. Xiahua Wei & Ming Fan & Weijia You & Yong Tan, 2021. "An Empirical Study of the Dynamic and Differential Effects of Prefunding," Production and Operations Management, Production and Operations Management Society, vol. 30(5), pages 1331-1349, May.
    17. Johannes Wallmeroth & Peter Wirtz & Alexander Peter Groh, 2017. "Institutional Seed Financing, Angel Financing, and Crowdfunding of Entrepreneurial Ventures: A Literature Review," Working Papers hal-01527999, HAL.
    18. Taj, Saud A., 2016. "Application of signaling theory in management research: Addressing major gaps in theory," European Management Journal, Elsevier, vol. 34(4), pages 338-348.
    19. Maurer, Joshua D. & Creek, Steven A. & Allison, Thomas H. & Bendickson, Joshua S. & Sahaym, Arvin, 2023. "Affiliation rhetoric and digital orientation in crowdfunding appeals," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    20. Daniel Blaseg & Christian Schulze & Bernd Skiera, 2020. "Consumer Protection on Kickstarter," Marketing Science, INFORMS, vol. 39(1), pages 211-233, January.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:tefoso:v:178:y:2022:i:c:s0040162522000907. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.