IDEAS home Printed from https://ideas.repec.org/a/eee/jbvent/v39y2024i1s0883902623000757.html
   My bibliography  Save this article

Just a number? Using artificial intelligence to explore perceived founder age in entrepreneurial fundraising

Author

Listed:
  • Matthews, Michael J.
  • Anglin, Aaron H.
  • Drover, Will
  • Wolfe, Marcus T.

Abstract

Leveraging work on role theory and age stereotypes, we deploy a randomized experiment that uses AI to manipulate founder age in fundraising appeals. Broadly, we find that age perceptions matter to investors. Using 949 equity crowdfunding observations, we show that entrepreneurs benefit from appearing older when seeking funding. However, these benefits wane as age perceptions increase, and age perceptions eventually become detrimental to funding efforts, resulting in an inverted-U relationship between age perceptions and funding evaluations. Perceptions of founder intelligence, creativity, energy, and experience mediate this relationship. This study opens new frontiers by introducing founder age perceptions as an important, yet overlooked factor in entrepreneurial fundraising.

Suggested Citation

  • Matthews, Michael J. & Anglin, Aaron H. & Drover, Will & Wolfe, Marcus T., 2024. "Just a number? Using artificial intelligence to explore perceived founder age in entrepreneurial fundraising," Journal of Business Venturing, Elsevier, vol. 39(1).
  • Handle: RePEc:eee:jbvent:v:39:y:2024:i:1:s0883902623000757
    DOI: 10.1016/j.jbusvent.2023.106361
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0883902623000757
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbusvent.2023.106361?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. Mahmood, Ammara & Luffarelli, Jonathan & Mukesh, Mudra, 2019. "What's in a logo? The impact of complex visual cues in equity crowdfunding," Journal of Business Venturing, Elsevier, vol. 34(1), pages 41-62.
    2. Sarooghi, Hessamoddin & Libaers, Dirk & Burkemper, Andrew, 2015. "Examining the relationship between creativity and innovation: A meta-analysis of organizational, cultural, and environmental factors," Journal of Business Venturing, Elsevier, vol. 30(5), pages 714-731.
    3. Bruce A. Weinberg & David W. Galenson, 2019. "Creative Careers: The Life Cycles of Nobel Laureates in Economics," De Economist, Springer, vol. 167(3), pages 221-239, September.
    4. Weinberger, Eva & Wach, Dominika & Stephan, Ute & Wegge, Jürgen, 2018. "Having a creative day: Understanding entrepreneurs' daily idea generation through a recovery lens," Journal of Business Venturing, Elsevier, vol. 33(1), pages 1-19.
    5. Anthony Strittmatter & Uwe Sunde & Dainis Zegners, 2020. "Life cycle patterns of cognitive performance over the long run," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 117(44), pages 27255-27261, November.
    6. Chatman, Jennifer A. & Sharps, Daron & Mishra, Sonya & Kray, Laura J. & North, Michael S., 2022. "Agentic but not warm: Age-gender interactions and the consequences of stereotype incongruity perceptions for middle-aged professional women," Organizational Behavior and Human Decision Processes, Elsevier, vol. 173(C).
    7. Peter Younkin & Venkat Kuppuswamy, 2018. "The Colorblind Crowd? Founder Race and Performance in Crowdfunding," Management Science, INFORMS, vol. 64(7), pages 3269-3287, July.
    8. Bruce A. Weinberg & David W. Galenson, 2019. "Correction to: Creative Careers: The Life Cycles of Nobel Laureates in Economics," De Economist, Springer, vol. 167(3), pages 241-241, September.
    9. Holtz-Eakin, Douglas & Joulfaian, David & Rosen, Harvey S, 1994. "Sticking It Out: Entrepreneurial Survival and Liquidity Constraints," Journal of Political Economy, University of Chicago Press, vol. 102(1), pages 53-75, February.
    10. Diego Zunino & Gary Dushnitsky & Mirjam van Praag, 2022. "How Do Investors Evaluate Past Entrepreneurial Failure? Unpacking Failure Due to Lack of Skill versus Bad Luck," Post-Print hal-03895729, HAL.
    11. Ward, Thomas B., 2004. "Cognition, creativity, and entrepreneurship," Journal of Business Venturing, Elsevier, vol. 19(2), pages 173-188, March.
    12. Davis, Blakley C. & Hmieleski, Keith M. & Webb, Justin W. & Coombs, Joseph E., 2017. "Funders' positive affective reactions to entrepreneurs' crowdfunding pitches: The influence of perceived product creativity and entrepreneurial passion," Journal of Business Venturing, Elsevier, vol. 32(1), pages 90-106.
    13. 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.
    14. Sofia Bapna & Martin Ganco, 2021. "Gender Gaps in Equity Crowdfunding: Evidence from a Randomized Field Experiment," Management Science, INFORMS, vol. 67(5), pages 2679-2710, May.
    15. Zhao, Hao & O'Connor, Gina & Wu, Jihong & Lumpkin, G.T., 2021. "Age and entrepreneurial career success: A review and a meta-analysis," Journal of Business Venturing, Elsevier, vol. 36(1).
    16. Pierre Azoulay & Benjamin F. Jones & J. Daniel Kim & Javier Miranda, 2020. "Age and High-Growth Entrepreneurship," American Economic Review: Insights, American Economic Association, vol. 2(1), pages 65-82, March.
    17. Martin Obschonka & Kai Hakkarainen & Kirsti Lonka & Katariina Salmela-Aro, 2017. "Entrepreneurship as a twenty-first century skill: entrepreneurial alertness and intention in the transition to adulthood," Small Business Economics, Springer, vol. 48(3), pages 487-501, March.
    18. Sofia Bapna, 2019. "Complementarity of Signals in Early-Stage Equity Investment Decisions: Evidence from a Randomized Field Experiment," Management Science, INFORMS, vol. 65(2), pages 933-952, February.
    19. Tommaso Minola & Giuseppe Criaco & Martin Obschonka, 2016. "Age, culture, and self-employment motivation," Small Business Economics, Springer, vol. 46(2), pages 187-213, February.
    20. Congcong Zheng & Mujtaba Ahsan & Alex F. DeNoble, 2020. "Entrepreneurial Networking During Early Stages of Opportunity Exploitation: Agency of Novice and Experienced New Venture Leaders," Entrepreneurship Theory and Practice, , vol. 44(4), pages 671-699, July.
    21. Camerer, Colin & Loewenstein, George & Weber, Martin, 1989. "The Curse of Knowledge in Economic Settings: An Experimental Analysis," Journal of Political Economy, University of Chicago Press, vol. 97(5), pages 1232-1254, October.
    22. Mellor, David Thomas & Nosek, Brian A., 2018. "Easy preregistration will benefit any research," MetaArXiv dhc2e, Center for Open Science.
    23. Nevena Radoynovska & Brayden G. King, 2019. "To Whom Are You True? Audience Perceptions of Authenticity in Nascent Crowdfunding Ventures," Organization Science, INFORMS, vol. 30(4), pages 781-802, July.
    24. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    25. Aaron H. Anglin & Christopher Courtney & Thomas H. Allison, 2022. "Venturing for Others, Subject to Role Expectations? A Role Congruity Theory Approach to Social Venture Crowd Funding," Entrepreneurship Theory and Practice, , vol. 46(2), pages 421-448, March.
    26. Alex Coad & Jacob Rubæk Holm & Jackie Krafft & Francesco Quatraro, 2018. "Firm age and performance," Journal of Evolutionary Economics, Springer, vol. 28(1), pages 1-11, January.
    27. Norbert Steigenberger & Hendrik Wilhelm, 2018. "Extending Signaling Theory to Rhetorical Signals: Evidence from Crowdfunding," Organization Science, INFORMS, vol. 29(3), pages 529-546, June.
    28. Tommaso Minola & Giuseppe Criaco & Martin Obschonka, 2016. "Age, culture, and self-employment motivation," Small Business Economics, Springer, vol. 46(2), pages 187-213, February.
    29. Yang, Shu & Kher, Romi & Newbert, Scott L., 2020. "What signals matter for social startups? It depends: The influence of gender role congruity on social impact accelerator selection decisions," Journal of Business Venturing, Elsevier, vol. 35(2).
    30. Warnick, Benjamin J. & Davis, Blakley C. & Allison, Thomas H. & Anglin, Aaron H., 2021. "Express yourself: Facial expression of happiness, anger, fear, and sadness in funding pitches," Journal of Business Venturing, Elsevier, vol. 36(4).
    31. Logg, Jennifer M. & Dorison, Charles A., 2021. "Pre-registration: Weighing costs and benefits for researchers," Organizational Behavior and Human Decision Processes, Elsevier, vol. 167(C), pages 18-27.
    32. David T. Mellor & Brian A. Nosek, 2018. "Easy preregistration will benefit any research," Nature Human Behaviour, Nature, vol. 2(2), pages 98-98, February.
    33. 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.
    34. 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.
    35. Burmeister, Katrin & Schade, Christian, 2007. "Are entrepreneurs' decisions more biased? An experimental investigation of the susceptibility to status quo bias," Journal of Business Venturing, Elsevier, vol. 22(3), pages 340-362, May.
    36. Jenny Rodriguez & Evangelina Holvino & Joyce K. Fletcher & Stella M. Nkomo & Jenny K. Rodriguez & Evangelina Holvino & Joyce K. Fletcher & Stella M. Nkomo, 2016. "The Theory and Praxis of Intersectionality in Work and Organisations: Where Do We Go From Here?," Gender, Work and Organization, Wiley Blackwell, vol. 23(3), pages 201-222, May.
    37. 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.
    38. Stevenson, Regan M. & Ciuchta, Michael P. & Letwin, Chaim & Dinger, Jenni M. & Vancouver, Jeffrey B., 2019. "Out of control or right on the money? Funder self-efficacy and crowd bias in equity crowdfunding," Journal of Business Venturing, Elsevier, vol. 34(2), pages 348-367.
    39. Bradley J. Ruffle & Ze'ev Shtudiner, 2015. "Are Good-Looking People More Employable?," Management Science, INFORMS, vol. 61(8), pages 1760-1776, August.
    40. Shane, Scott & Drover, Will & Clingingsmith, David & Cerf, Moran, 2020. "Founder passion, neural engagement and informal investor interest in startup pitches: An fMRI study," Journal of Business Venturing, Elsevier, vol. 35(4).
    41. 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.
    42. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    43. Levesque, Moren & Minniti, Maria, 2006. "The effect of aging on entrepreneurial behavior," Journal of Business Venturing, Elsevier, vol. 21(2), pages 177-194, March.
    44. Nosek, Brian A. & Ebersole, Charles R. & DeHaven, Alexander Carl & Mellor, David Thomas, 2018. "The Preregistration Revolution," OSF Preprints 2dxu5, Center for Open Science.
    45. Corbett, Andrew C., 2007. "Learning asymmetries and the discovery of entrepreneurial opportunities," Journal of Business Venturing, Elsevier, vol. 22(1), pages 97-118, January.
    46. Milanov, Hana & Justo, Rachida & Bradley, Steven W., 2015. "Making the most of group relationships: The role of gender and boundary effects in microcredit groups," Journal of Business Venturing, Elsevier, vol. 30(6), pages 822-838.
    47. Sternberg, Robert J., 2004. "Successful intelligence as a basis for entrepreneurship," Journal of Business Venturing, Elsevier, vol. 19(2), pages 189-201, March.
    48. Ewald Kibler & Thomas Wainwright & Teemu Kautonen & Robert Blackburn, 2015. "Can Social Exclusion Against “Older Entrepreneurs” Be Managed?," Journal of Small Business Management, Taylor & Francis Journals, vol. 53(S1), pages 193-208, October.
    49. Teemu Kautonen & Erno Tornikoski & Ewald Kibler, 2011. "Entrepreneurial intentions in the third age: the impact of perceived age norms," Small Business Economics, Springer, vol. 37(2), pages 219-234, September.
    50. Kautonen, Teemu & Kibler, Ewald & Minniti, Maria, 2017. "Late-career entrepreneurship, income and quality of life," Journal of Business Venturing, Elsevier, vol. 32(3), pages 318-333.
    Full references (including those not matched with items on IDEAS)

    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. Aaron H. Anglin & Christopher Courtney & Thomas H. Allison, 2022. "Venturing for Others, Subject to Role Expectations? A Role Congruity Theory Approach to Social Venture Crowd Funding," Entrepreneurship Theory and Practice, , vol. 46(2), pages 421-448, March.
    2. Murmann, Martin & Salmivaara, Virva & Kibler, Ewald, 2023. "How does late-career entrepreneurship relate to innovation?," Research Policy, Elsevier, vol. 52(6).
    3. Aaron H. Anglin & Shane W. Reid & Jeremy C. Short, 2023. "More Than One Way to Tell a Story: A Configurational Approach to Storytelling in Crowdfunding," Entrepreneurship Theory and Practice, , vol. 47(2), pages 461-494, March.
    4. Warnick, Benjamin J. & Davis, Blakley C. & Allison, Thomas H. & Anglin, Aaron H., 2021. "Express yourself: Facial expression of happiness, anger, fear, and sadness in funding pitches," Journal of Business Venturing, Elsevier, vol. 36(4).
    5. 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).
    6. McSweeney, Jordan J. & McSweeney, Kevin T. & Webb, Justin W. & Devers, Cynthia E., 2022. "The right touch of pitch assertiveness: Examining entrepreneurs' gender and project category fit in crowdfunding," Journal of Business Venturing, Elsevier, vol. 37(4).
    7. Oo, Pyayt P. & Jiang, Lin & Sahaym, Arvin & Parhankangas, Annaleena & Chan, Richard, 2023. "Actions in words: How entrepreneurs use diversified and changing speech acts to achieve funding success," Journal of Business Venturing, Elsevier, vol. 38(2).
    8. Guarana, Cristiano L. & Stevenson, Regan M. & Jeffrey Gish, J. & Ryu, Ji Woon & Crawley, Rohan, 2022. "Owls, larks, or investment sharks? The role of circadian process in early-stage investment decisions," Journal of Business Venturing, Elsevier, vol. 37(1).
    9. Calic, Goran & Shevchenko, Anton, 2020. "How signal intensity of behavioral orientations affects crowdfunding performance: The role of entrepreneurial orientation in crowdfunding business ventures," Journal of Business Research, Elsevier, vol. 115(C), pages 204-220.
    10. Mochkabadi, Kazem & Kleinert, Simon & Urbig, Diemo & Volkmann, Christine, 2024. "From distinctiveness to optimal distinctiveness: External endorsements, innovativeness and new venture funding," Journal of Business Venturing, Elsevier, vol. 39(1).
    11. Tajvarpour, Mohammad Hossein & Pujari, Devashish, 2022. "The influence of narrative description on the success of crowdfunding campaigns: The moderating role of quality signals," Journal of Business Research, Elsevier, vol. 149(C), pages 123-138.
    12. Seigner, Benedikt David Christian & Milanov, Hana, 2023. "Mirror, mirror—A gendered lens on female entrepreneurs’ facial attractiveness in reward-based crowdfunding," Journal of Business Venturing Insights, Elsevier, vol. 20(C).
    13. Anglin, Aaron H. & Pidduck, Robert J., 2022. "Choose your words carefully: Harnessing the language of crowdfunding for success," Business Horizons, Elsevier, vol. 65(1), pages 43-58.
    14. Kincaid, Paula A. & Short, Jeremy C. & Wolfe, Marcus T., 2022. "Got ink, get paid? Exploring the impact of tattoo visibility on crowdfunding performance," Journal of Business Venturing Insights, Elsevier, vol. 17(C).
    15. Yang Zhao & Xuemei Xie & Liuyong Yang, 0. "Female entrepreneurs and equity crowdfunding: the consequential roles of lead investors and venture stages," International Entrepreneurship and Management Journal, Springer, vol. 0, pages 1-29.
    16. Aaron H. Anglin & Hana Milanov & Jeremy C. Short, 2023. "Religious Expression and Crowdfunded Microfinance Success: Insights from Role Congruity Theory," Journal of Business Ethics, Springer, vol. 185(2), pages 397-426, June.
    17. Yang Zhao & Xuemei Xie & Liuyong Yang, 2021. "Female entrepreneurs and equity crowdfunding: the consequential roles of lead investors and venture stages," International Entrepreneurship and Management Journal, Springer, vol. 17(3), pages 1183-1211, September.
    18. Jin, Xianzhe & Li, Jingnan & Gao, Jijun, 2022. "Joint effect of linguistic style and ethnicity on entrepreneurial fundraising: Evidence from equity crowdfunding," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 81(C).
    19. Steven A. Brieger & Anne Bäro & Giuseppe Criaco & Siri A. Terjesen, 2021. "Entrepreneurs’ age, institutions, and social value creation goals: A multi-country study," Small Business Economics, Springer, vol. 57(1), pages 425-453, June.
    20. Ying Zhu & Ayse Collins & Zhixing Xu & Deepak Sardana & S. Tamer Cavusgil, 2022. "Achieving aging well through senior entrepreneurship: a three-country empirical study," Small Business Economics, Springer, vol. 59(2), pages 665-689, August.

    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:jbvent:v:39:y:2024:i:1:s0883902623000757. 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.elsevier.com/locate/jbusvent .

    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.