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Can Starving Start‐ups Beat Fat Labs? A Bandit Model of Innovation with Endogenous Financing Constraint

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  • Alessandro Spiganti

Abstract

Is there any such thing as too much capital when it comes to the financing of innovative projects? We study a principal–agent model in which the principal chooses the scale of the experiment, and the agent privately observes the outcome realizations and can privately choose the novelty of the project. When the agent has private access to a safe but non‐innovative project, the principal starves the agent of funds to incentivize risk‐taking. The principal quickly scales up after early successes, and can tolerate early failures. If the principal is equally informed about the outcome, then the agent is well‐resourced, resembling a large research and development department.

Suggested Citation

  • Alessandro Spiganti, 2020. "Can Starving Start‐ups Beat Fat Labs? A Bandit Model of Innovation with Endogenous Financing Constraint," Scandinavian Journal of Economics, Wiley Blackwell, vol. 122(2), pages 702-731, April.
  • Handle: RePEc:bla:scandj:v:122:y:2020:i:2:p:702-731
    DOI: 10.1111/sjoe.12333
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    as
    1. Gustavo Manso, 2011. "Motivating Innovation," Journal of Finance, American Finance Association, vol. 66(5), pages 1823-1860, October.
    2. Patrick Musso & Stefano Schiavo, 2008. "The impact of financial constraints on firm survival and growth," Journal of Evolutionary Economics, Springer, vol. 18(2), pages 135-149, April.
    3. Henry Lahr & Andrea Mina, 2021. "Endogenous financial constraints and innovation [Financial dependence and innovation: the case of public versus private firms]," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 30(3), pages 587-621.
    4. Agustí Segarra & Mercedes Teruel, 2014. "High-growth firms and innovation: an empirical analysis for Spanish firms," Small Business Economics, Springer, vol. 43(4), pages 805-821, December.
    5. Mariana Mazzucato & Stuart Parris, 2015. "High-growth firms in changing competitive environments: the US pharmaceutical industry (1963 to 2002)," Small Business Economics, Springer, vol. 44(1), pages 145-170, January.
    6. Dirk Bergemann & Ulrigh Hege, 2005. "The Financing of Innovation: Learning and Stopping," RAND Journal of Economics, The RAND Corporation, vol. 36(4), pages 719-752, Winter.
    7. , & ,, 2012. "A principal-agent model of sequential testing," Theoretical Economics, Econometric Society, vol. 7(3), September.
    8. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    9. Gian Luca Clementi & Hugo A. Hopenhayn, 2006. "A Theory of Financing Constraints and Firm Dynamics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(1), pages 229-265.
    10. Costa-Campi, María Teresa & García-Quevedo, José & Segarra, Agustí, 2015. "Energy efficiency determinants: An empirical analysis of Spanish innovative firms," Energy Policy, Elsevier, vol. 83(C), pages 229-239.
    11. Xuan Tian & Tracy Yue Wang, 2014. "Tolerance for Failure and Corporate Innovation," The Review of Financial Studies, Society for Financial Studies, vol. 27(1), pages 211-255, January.
    12. Peter M. Demarzo & Yuliy Sannikov, 2017. "Learning, Termination, and Payout Policy in Dynamic Incentive Contracts," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 84(1), pages 182-236.
    13. Catherine Bobtcheff & Raphaël Levy, 2017. "More Haste, Less Speed? Signaling through Investment Timing," American Economic Journal: Microeconomics, American Economic Association, vol. 9(3), pages 148-186, August.
    14. Julian Atanassov, 2016. "Arm’s Length Financing and Innovation: Evidence from Publicly Traded Firms," Management Science, INFORMS, vol. 62(1), pages 128-155, January.
    15. Klein, Nicolas, 2016. "The importance of being honest," Theoretical Economics, Econometric Society, vol. 11(3), September.
    16. Johannes Hörner & Larry Samuelson, 2013. "Incentives for experimenting agents," RAND Journal of Economics, RAND Corporation, vol. 44(4), pages 632-663, December.
    17. Steven N. Kaplan & Per Strömberg, 2003. "Financial Contracting Theory Meets the Real World: An Empirical Analysis of Venture Capital Contracts," Review of Economic Studies, Oxford University Press, vol. 70(2), pages 281-315.
    18. Honkapohja, Seppo, 2014. "Financial crises: Lessons from the Nordic experience," Journal of Financial Stability, Elsevier, vol. 13(C), pages 193-201.
    19. Mikhail Drugov & Rocco Macchiavello, 2014. "Financing Experimentation," American Economic Journal: Microeconomics, American Economic Association, vol. 6(1), pages 315-349, February.
    20. Nickell, Stephen & Nicolitsas, Daphne, 1999. "How does financial pressure affect firms?," European Economic Review, Elsevier, vol. 43(8), pages 1435-1456, August.
    21. Catherine Casamatta, 2003. "Financing and Advising: Optimal Financial Contracts with Venture Capitalists," Journal of Finance, American Finance Association, vol. 58(5), pages 2059-2086, October.
    22. repec:cwl:cwldpp:1726rrr is not listed on IDEAS
    23. Pelin Demirel & Mariana Mazzucato, 2012. "Innovation and Firm Growth: Is R&D Worth It?," Industry and Innovation, Taylor & Francis Journals, vol. 19(1), pages 45-62, January.
    24. Florian Ederer & Gustavo Manso, 2013. "Is Pay for Performance Detrimental to Innovation?," Management Science, INFORMS, vol. 59(7), pages 1496-1513, July.
    25. repec:cwl:cwldpp:1726rr is not listed on IDEAS
    26. 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.
    27. William R. Kerr & Ramana Nanda & Matthew Rhodes-Kropf, 2014. "Entrepreneurship as Experimentation," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 25-48, Summer.
    28. Costa-Campi, María Teresa & García-Quevedo, José & Segarra, Agustí, 2015. "Energy efficiency determinants: An empirical analysis of Spanish innovative firms," Energy Policy, Elsevier, vol. 83(C), pages 229-239.
    29. Pierre Azoulay & Joshua S. Graff Zivin & Gustavo Manso, 2011. "Incentives and creativity: evidence from the academic life sciences," RAND Journal of Economics, RAND Corporation, vol. 42(3), pages 527-554, September.
    30. Catherine Casamatta, 2003. "Financing and Advising: Optimal Financial Contracts with Venture Capitalists," Journal of Finance, American Finance Association, vol. 58(5), pages 2059-2085, October.
    31. repec:oup:restud:v:84:y::i:1:p:182-236. is not listed on IDEAS
    32. Gomes, Renato & Gottlieb, Daniel & Maestri, Lucas, 2016. "Experimentation and project selection: Screening and learning," Games and Economic Behavior, Elsevier, vol. 96(C), pages 145-169.
    33. Del Monte, Alfredo & Papagni, Erasmo, 2003. "R&D and the growth of firms: empirical analysis of a panel of Italian firms," Research Policy, Elsevier, vol. 32(6), pages 1003-1014, June.
    34. Nickell, Stephen & Nicolitsas, Daphne & Dryden, Neil, 1997. "What makes firms perform well?," European Economic Review, Elsevier, vol. 41(3-5), pages 783-796, April.
    35. Segarra Blasco, Agustí, 1958- & Teruel, Mercedes, 2014. "High-growth firms and innovation: an empirical analysis for Spanish firms," Working Papers 2072/228402, Universitat Rovira i Virgili, Department of Economics.
    36. Alex Coad, 2009. "The Growth of Firms," Books, Edward Elgar Publishing, number 13424.
    37. Bolton, Patrick & Scharfstein, David S, 1990. "A Theory of Predation Based on Agency Problems in Financial Contracting," American Economic Review, American Economic Association, vol. 80(1), pages 93-106, March.
    38. Dongmei Li, 2011. "Financial Constraints, R&D Investment, and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 24(9), pages 2974-3007.
    39. Bergemann, Dirk & Hege, Ulrich, 1998. "Venture capital financing, moral hazard, and learning," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 703-735, August.
    40. Matthieu Bouvard, 2014. "Real Option Financing Under Asymmetric Information," The Review of Financial Studies, Society for Financial Studies, vol. 27(1), pages 180-210, January.
    41. William J. Baumol, 2013. "The Microtheory of Innovative Entrepreneurship," Journal of Economic Sociology, National Research University Higher School of Economics, vol. 14(3), pages 96-108.
    42. Sahlman, William A., 1990. "The structure and governance of venture-capital organizations," Journal of Financial Economics, Elsevier, vol. 27(2), pages 473-521, October.
    43. Francesca Cornelli & Oved Yosha, 2003. "Stage Financing and the Role of Convertible Securities," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(1), pages 1-32.
    44. Marina Halac & Navin Kartik & Qingmin Liu, 2016. "Optimal Contracts for Experimentation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(3), pages 1040-1091.
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