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Tracing entrepreneurial spillovers: Evidence from the U.S. State Small Business Credit initiative and Kickstarter

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  • Hmaddi, Ouafaa
  • Lanahan, Lauren
  • Murray, Alex

Abstract

This paper delves into the multi-faceted relationship between large-scale institutional programs designed to alleviate financial constraints for small businesses and their extended impact on surrounding entrepreneurial ecosystems. We explore if and how entrepreneurial spillovers may occur through different channels which collectively stimulate market competition, promote latent ideas, and influence resource allocation for early-stage entrepreneurial activity. We contribute to the measurement of entrepreneurial spillovers by tracing the often-overlooked aspect of failed entrepreneurial outcomes, while also tracing successes. In addition, we unpack how, where, and when such spillovers occur. By leveraging the staggered entry of the US State Small Business Credit Initiative, we estimate the differential effect of program entry on Kickstarter activity at the US county level. We report positive and economically meaningful spillovers across the range of successful and failed outcomes. Moreover, we find that increasing the scope of disbursement from the large-scale institutional program (i.e., disbursement of smaller funding rations to more small business recipients) rather than scale (i.e., disbursement of larger funding rations to fewer small business recipients) accelerates entrepreneurial spillovers; we identify a complementary effect for counties with greater resource endowments; and we identify various lags of impact (i.e., a two-year lag for failed outcomes and three-year lag for successful outcomes) attesting to dynamic trends in timing of the spillover return. This study contributes to the literature on spillovers from large-scale institutional programs and offers implications for practice and policy.

Suggested Citation

  • Hmaddi, Ouafaa & Lanahan, Lauren & Murray, Alex, 2025. "Tracing entrepreneurial spillovers: Evidence from the U.S. State Small Business Credit initiative and Kickstarter," Research Policy, Elsevier, vol. 54(4).
  • Handle: RePEc:eee:respol:v:54:y:2025:i:4:s0048733325000265
    DOI: 10.1016/j.respol.2025.105197
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    as
    1. Ewens, Michael & Nanda, Ramana & Rhodes-Kropf, Matthew, 2018. "Cost of experimentation and the evolution of venture capital," Journal of Financial Economics, Elsevier, vol. 128(3), pages 422-442.
    2. Bruce Fallick & Charles A. Fleischman & James B. Rebitzer, 2006. "Job-Hopping in Silicon Valley: Some Evidence Concerning the Microfoundations of a High-Technology Cluster," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 472-481, August.
    3. Abhirup Chakrabarti & Will Mitchell, 2016. "The role of geographic distance in completing related acquisitions: Evidence from U.S. chemical manufacturers," Strategic Management Journal, Wiley Blackwell, vol. 37(4), pages 673-694, April.
    4. Mariassunta Giannetti & Andrei Simonov, 2009. "Social Interactions and Entrepreneurial Activity," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 18(3), pages 665-709, September.
    5. Pierre Azoulay & Toby Stuart & Yanbo Wang, 2014. "Matthew: Effect or Fable?," Management Science, INFORMS, vol. 60(1), pages 92-109, January.
    6. Feldman, Maryann & Johnson, Evan E. & Bellefleur, Remi & Dowden, Savannah & Talukder, Eshika, 2022. "Evaluating the tail of the distribution: the economic contributions of frequently awarded government R&D recipients," Research Policy, Elsevier, vol. 51(7).
    7. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    8. Feldman, Maryann P. & Kelley, Maryellen R., 2006. "The ex ante assessment of knowledge spillovers: Government R&D policy, economic incentives and private firm behavior," Research Policy, Elsevier, vol. 35(10), pages 1509-1521, December.
    9. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    10. Delgado, Mercedes & Porter, Michael E. & Stern, Scott, 2014. "Clusters, convergence, and economic performance," Research Policy, Elsevier, vol. 43(10), pages 1785-1799.
    11. Minniti, Maria, 2005. "Entrepreneurship and network externalities," Journal of Economic Behavior & Organization, Elsevier, vol. 57(1), pages 1-27, May.
    12. David Audretsch & Max Keilbach, 2004. "Entrepreneurship and regional growth: an evolutionary interpretation," Journal of Evolutionary Economics, Springer, vol. 14(5), pages 605-616, December.
    13. Alex Murray & Suresh Kotha & Greg Fisher, 2020. "Community-Based Resource Mobilization: How Entrepreneurs Acquire Resources from Distributed Non-Professionals via Crowdfunding," Organization Science, INFORMS, vol. 31(4), pages 960-989, July.
    14. Rosenthal, Stuart S. & Strange, William C., 2004. "Evidence on the nature and sources of agglomeration economies," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 49, pages 2119-2171, Elsevier.
    15. Mollick, Ethan, 2014. "The dynamics of crowdfunding: An exploratory study," Journal of Business Venturing, Elsevier, vol. 29(1), pages 1-16.
    16. Manju Puri & Rebecca Zarutskie, 2012. "On the Life Cycle Dynamics of Venture-Capital- and Non-Venture-Capital-Financed Firms," Journal of Finance, American Finance Association, vol. 67(6), pages 2247-2293, December.
    17. David, Paul A. & Hall, Bronwyn H. & Toole, Andrew A., 2000. "Is public R&D a complement or substitute for private R&D? A review of the econometric evidence," Research Policy, Elsevier, vol. 29(4-5), pages 497-529, April.
    18. Kyle R. Myers & Lauren Lanahan, 2022. "Estimating Spillovers from Publicly Funded R&D: Evidence from the US Department of Energy," American Economic Review, American Economic Association, vol. 112(7), pages 2393-2423, July.
    19. Maryann Feldman, 1999. "The New Economics Of Innovation, Spillovers And Agglomeration: Areview Of Empirical Studies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 8(1-2), pages 5-25.
    20. Coad, Alex & Rao, Rekha, 2008. "Innovation and firm growth in high-tech sectors: A quantile regression approach," Research Policy, Elsevier, vol. 37(4), pages 633-648, May.
    21. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    22. David Powell, 2022. "Quantile regression with nonadditive fixed effects," Empirical Economics, Springer, vol. 63(5), pages 2675-2691, November.
    23. Alicia M. Robb & David T. Robinson, 2014. "The Capital Structure Decisions of New Firms," The Review of Financial Studies, Society for Financial Studies, vol. 27(1), pages 153-179, January.
    24. Pierre Azoulay & Christian Fons-Rosen & Joshua S. Graff Zivin, 2019. "Does Science Advance One Funeral at a Time?," American Economic Review, American Economic Association, vol. 109(8), pages 2889-2920, August.
    25. Graddy-Reed, Alexandra & Lanahan, Lauren & Eyer, Jonathan, 2019. "Gender discrepancies in publication productivity of high-performing life science graduate students," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    26. Elizabeth Asiedu & James A. Freeman & Akwasi Nti-Addae, 2012. "Access to Credit by Small Businesses: How Relevant Are Race, Ethnicity, and Gender?," American Economic Review, American Economic Association, vol. 102(3), pages 532-537, May.
    27. Ashish Arora & Sharon Belenzon & Lia Sheer, 2021. "Knowledge Spillovers and Corporate Investment in Scientific Research," American Economic Review, American Economic Association, vol. 111(3), pages 871-898, March.
    28. Folta, Timothy B. & Cooper, Arnold C. & Baik, Yoon-suk, 2006. "Geographic cluster size and firm performance," Journal of Business Venturing, Elsevier, vol. 21(2), pages 217-242, March.
    29. Jiyoung Kimjeon & Per Davidsson, 2022. "External Enablers of Entrepreneurship: A Review and Agenda for Accumulation of Strategically Actionable Knowledge," Entrepreneurship Theory and Practice, , vol. 46(3), pages 643-687, May.
    30. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    31. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    32. Sunasir Dutta & Daniel Erian Armanios & Jaison D. Desai, 2022. "Beyond Spatial Proximity: The Impact of Enhanced Spatial Connectedness from New Bridges on Entrepreneurship," Organization Science, INFORMS, vol. 33(4), pages 1620-1644, July.
    33. Bakker, Rene M. & McMullen, Jeffery S., 2023. "Inclusive entrepreneurship: A call for a shared theoretical conversation about unconventional entrepreneurs," Journal of Business Venturing, Elsevier, vol. 38(1).
    34. Alex Murray & Greg Fisher, 2023. "When More Is Less: Explaining the Curse of Too Much Capital for Early-Stage Ventures," Organization Science, INFORMS, vol. 34(1), pages 246-282, January.
    35. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
    36. Johnson, Evan & Hemmatian, Iman & Lanahan, Lauren & Joshi, Amol M., 2022. "A Framework and Databases for Measuring Entrepreneurial Ecosystems," Research Policy, Elsevier, vol. 51(2).
    37. Gordon Burtch & Seth Carnahan & Brad N. Greenwood, 2018. "Can You Gig It? An Empirical Examination of the Gig Economy and Entrepreneurial Activity," Management Science, INFORMS, vol. 64(12), pages 5497-5520, December.
    38. Johnson, Evan E. & Hemmatian, Iman & Lanahan, Lauren & Joshi, Amol M., 2022. "A framework and databases for measuring entrepreneurial ecosystems," Research Policy, Elsevier, vol. 51(9).
    39. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    40. John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2013. "Who Creates Jobs? Small versus Large versus Young," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 347-361, May.
    41. Shi, Xianwei & Shi, Yongjiang, 2022. "Unpacking the process of resource allocation within an entrepreneurial ecosystem," Research Policy, Elsevier, vol. 51(9).
    42. repec:plo:pone00:0157325 is not listed on IDEAS
    43. Auerswald, Philip & Dani, Lokesh, 2022. "Entrepreneurial opportunity and related specialization in economic ecosystems," Research Policy, Elsevier, vol. 51(9).
    44. Ramana Nanda & Jesper B. Sørensen, 2010. "Workplace Peers and Entrepreneurship," Management Science, INFORMS, vol. 56(7), pages 1116-1126, July.
    45. Iacus, Stefano M. & King, Gary & Porro, Giuseppe, 2012. "Causal Inference without Balance Checking: Coarsened Exact Matching," Political Analysis, Cambridge University Press, vol. 20(1), pages 1-24, January.
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