IDEAS home Printed from https://ideas.repec.org/a/inm/ormnsc/v62y2016i1p128-155.html
   My bibliography  Save this article

Arm’s Length Financing and Innovation: Evidence from Publicly Traded Firms

Author

Listed:
  • Julian Atanassov

    (Department of Finance, Lundquist College of Business, University of Oregon, Eugene, Oregon 97403)

Abstract

Using a large panel of U.S. companies, I document that firms that rely more on arm’s length financing, such as public debt and equity, innovate more and have higher-quality innovations than firms that use other sources, such as relationship-based bank financing. I hypothesize that one possible reason for this finding is the greater flexibility and tolerance to experimentation associated with arm’s length financing. I find support for this hypothesis by showing that firms with more arm’s length financing have greater volatility of innovative output, and are more likely to innovate in new technological areas. Furthermore, focusing only on bank financing, I demonstrate that firms have more novel innovations if they borrow from multiple banks, use predominantly credit lines, and have less intense covenants. I address potential endogeneity concerns by using instrumental variable analysis, and by showing that innovation increases significantly after new public debt offerings and seasoned equity offerings, but does not change after new bank loans. This paper was accepted by Gustavo Manso, finance .

Suggested Citation

  • Julian Atanassov, 2016. "Arm’s Length Financing and Innovation: Evidence from Publicly Traded Firms," Management Science, INFORMS, vol. 62(1), pages 128-155, January.
  • Handle: RePEc:inm:ormnsc:v:62:y:2016:i:1:p:128-155
    DOI: 10.1287/mnsc.2014.2097
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/mnsc.2014.2097
    Download Restriction: no

    File URL: https://libkey.io/10.1287/mnsc.2014.2097?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
    ---><---

    References listed on IDEAS

    as
    1. Gustavo Manso, 2011. "Motivating Innovation," Journal of Finance, American Finance Association, vol. 66(5), pages 1823-1860, October.
    2. Julian Atanassov, 2013. "Do Hostile Takeovers Stifle Innovation? Evidence from Antitakeover Legislation and Corporate Patenting," Journal of Finance, American Finance Association, vol. 68(3), pages 1097-1131, June.
    3. Holmstrom, Bengt, 1989. "Agency costs and innovation," Journal of Economic Behavior & Organization, Elsevier, vol. 12(3), pages 305-327, December.
    4. Malcolm Baker & Jeremy C. Stein & Jeffrey Wurgler, 2003. "When Does the Market Matter? Stock Prices and the Investment of Equity-Dependent Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 969-1005.
    5. John Y. Campbell & Martin Lettau & Burton G. Malkiel & Yexiao Xu, 2001. "Have Individual Stocks Become More Volatile? An Empirical Exploration of Idiosyncratic Risk," Journal of Finance, American Finance Association, vol. 56(1), pages 1-43, February.
    6. Manuel Trajtenberg, 1990. "A Penny for Your Quotes: Patent Citations and the Value of Innovations," RAND Journal of Economics, The RAND Corporation, vol. 21(1), pages 172-187, Spring.
    7. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    8. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    9. Allen, Franklin & Gale, Douglas, 1999. "Diversity of Opinion and Financing of New Technologies," Journal of Financial Intermediation, Elsevier, vol. 8(1-2), pages 68-89, January.
    10. repec:fth:harver:1473 is not listed on IDEAS
    11. Michael Faulkender & Mitchell A. Petersen, 2006. "Does the Source of Capital Affect Capital Structure?," The Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 45-79.
    12. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian, 2005. "Does financial liberalization spur growth?," Journal of Financial Economics, Elsevier, vol. 77(1), pages 3-55, July.
    13. Charles J. Hadlock & Christopher M. James, 2002. "Do Banks Provide Financial Slack?," Journal of Finance, American Finance Association, vol. 57(3), pages 1383-1419, June.
    14. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    15. Lamont, Owen & Polk, Christopher & Saa-Requejo, Jesus, 2001. "Financial Constraints and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 14(2), pages 529-554.
    16. Josh Lerner & Julie Wulf, 2007. "Innovation and Incentives: Evidence from Corporate R&D," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 634-644, November.
    17. Philippe Aghion & John Van Reenen & Luigi Zingales, 2013. "Innovation and Institutional Ownership," American Economic Review, American Economic Association, vol. 103(1), pages 277-304, February.
    18. 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.
    19. Seru, Amit, 2014. "Firm boundaries matter: Evidence from conglomerates and R&D activity," Journal of Financial Economics, Elsevier, vol. 111(2), pages 381-405.
    20. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    21. repec:bla:jindec:v:46:y:1998:i:2:p:157-82 is not listed on IDEAS
    22. Rajan, Raghuram & Zingales, Luigi, 2003. "Banks and Markets: the Changing Character of European Finance," CEPR Discussion Papers 3865, C.E.P.R. Discussion Papers.
    23. Sudheer Chava & Michael R. Roberts, 2008. "How Does Financing Impact Investment? The Role of Debt Covenants," Journal of Finance, American Finance Association, vol. 63(5), pages 2085-2121, October.
    24. Rajan, Raghuram G, 1992. "Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt," Journal of Finance, American Finance Association, vol. 47(4), pages 1367-1400, September.
    25. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    26. James R. Brown & Gustav Martinsson & Bruce C. Petersen, 2013. "Law, Stock Markets, and Innovation," Journal of Finance, American Finance Association, vol. 68(4), pages 1517-1549, August.
    27. Sandeep Dahiya & Anthony Saunders & Anand Srinivasan, 2003. "Financial Distress and Bank Lending Relationships," Journal of Finance, American Finance Association, vol. 58(1), pages 375-399, February.
    28. Randall Morck & Fan Yang, 2001. "The Mysterious Growing Value of S&P 500 Membership," NBER Working Papers 8654, National Bureau of Economic Research, Inc.
    29. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
    30. Florian Ederer & Gustavo Manso, 2013. "Is Pay for Performance Detrimental to Innovation?," Management Science, INFORMS, vol. 59(7), pages 1496-1513, July.
    31. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    32. 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.
    33. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    34. Brown, James R. & Martinsson, Gustav & Petersen, Bruce C., 2012. "Do financing constraints matter for R&D?," European Economic Review, Elsevier, vol. 56(8), pages 1512-1529.
    35. Ariel Pakes & Mark Schankerman, 1984. "The Rate of Obsolescence of Patents, Research Gestation Lags, and the Private Rate of Return to Research Resources," NBER Chapters, in: R&D, Patents, and Productivity, pages 73-88, National Bureau of Economic Research, Inc.
    36. Korajczyk, Robert A. & Levy, Amnon, 2003. "Capital structure choice: macroeconomic conditions and financial constraints," Journal of Financial Economics, Elsevier, vol. 68(1), pages 75-109, April.
    37. Iain M. Cockburn & Rebecca M. Henderson, 1998. "Absorptive Capacity, Coauthoring Behavior, and the Organization of Research in Drug Discovery," Journal of Industrial Economics, Wiley Blackwell, vol. 46(2), pages 157-182, June.
    38. Bronwyn H. Hall, 1990. "The Impact of Corporate Restructuring on Industrial Research and Development," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 21(1990 Micr), pages 85-135.
    39. Cornaggia, Jess & Mao, Yifei & Tian, Xuan & Wolfe, Brian, 2015. "Does banking competition affect innovation?," Journal of Financial Economics, Elsevier, vol. 115(1), pages 189-209.
    40. Viral V. Acharya & Krishnamurthy V. Subramanian, 2009. "Bankruptcy Codes and Innovation," The Review of Financial Studies, Society for Financial Studies, vol. 22(12), pages 4949-4988, December.
    41. Fama, Eugene F. & French, Kenneth R., 1997. "Industry costs of equity," Journal of Financial Economics, Elsevier, vol. 43(2), pages 153-193, February.
    42. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    43. Asli Demirguc-Kunt & Ross Levine (ed.), 2004. "Financial Structure and Economic Growth: A Cross-Country Comparison of Banks, Markets, and Development," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262541793, April.
    44. Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343, National Bureau of Economic Research, Inc.
    45. repec:bla:jfinan:v:43:y:1988:i:1:p:1-19 is not listed on IDEAS
    46. Lerner, Josh, 2006. "The new new financial thing: The origins of financial innovations," Journal of Financial Economics, Elsevier, vol. 79(2), pages 223-255, February.
    47. Holmstrom, Bengt & Tirole, Jean, 1993. "Market Liquidity and Performance Monitoring," Journal of Political Economy, University of Chicago Press, vol. 101(4), pages 678-709, August.
    48. Michael R. Roberts & Amir Sufi, 2009. "Control Rights and Capital Structure: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 64(4), pages 1657-1695, August.
    49. Jarrad Harford, 1999. "Corporate Cash Reserves and Acquisitions," Journal of Finance, American Finance Association, vol. 54(6), pages 1969-1997, December.
    50. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088, March.
    51. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088.
    52. Greg Nini & David C. Smith & Amir Sufi, 2012. "Creditor Control Rights, Corporate Governance, and Firm Value," The Review of Financial Studies, Society for Financial Studies, vol. 25(6), pages 1713-1761.
    53. Houston, Joel & James, Christopher, 1996. "Bank Information Monopolies and the Mix of Private and Public Debt Claims," Journal of Finance, American Finance Association, vol. 51(5), pages 1863-1889, December.
    54. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
    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. Wei-Fong Pan, 2019. "Geopolitical Risk and R&D investment," Economics Discussion Papers em-dp2019-11, Department of Economics, University of Reading.
    2. Ge, Yongbo & Zhu, Yuexiao, 2022. "Boosting green recovery: Green credit policy in heavily polluted industries and stock price crash risk," Resources Policy, Elsevier, vol. 79(C).
    3. Stephen G. Dimmock & Jiekun Huang & Scott J. Weisbenner, 2022. "Give Me Your Tired, Your Poor, Your High-Skilled Labor: H-1B Lottery Outcomes and Entrepreneurial Success," Management Science, INFORMS, vol. 68(9), pages 6950-6970, September.
    4. Çağatay Bircan & Ralph De Haas, 2020. "The Limits of Lending? Banks and Technology Adoption across Russia," The Review of Financial Studies, Society for Financial Studies, vol. 33(2), pages 536-609.
    5. Tziogkidis, Panagiotis & Philippas, Dionisis & Leontitsis, Alexandros & Sickles, Robin C., 2020. "A data envelopment analysis and local partial least squares approach for identifying the optimal innovation policy direction," European Journal of Operational Research, Elsevier, vol. 285(3), pages 1011-1024.
    6. Guney, Yilmaz & Karpuz, Ahmet & Ozkan, Neslihan, 2017. "R&D investments and credit lines," Journal of Corporate Finance, Elsevier, vol. 46(C), pages 261-283.
    7. James R. Brown & Gustav Martinsson, 2019. "Does Transparency Stifle or Facilitate Innovation?," Management Science, INFORMS, vol. 65(4), pages 1600-1623, April.
    8. Liu, Yini, 2023. "Does innovation success reduce the cost of financing? Evidence from private investments in public equity," Finance Research Letters, Elsevier, vol. 52(C).
    9. Farzad Saidi & Alminas Žaldokas, 2021. "How Does Firms’ Innovation Disclosure Affect Their Banking Relationships?," Management Science, INFORMS, vol. 67(2), pages 742-768, February.
    10. Zhaorui Guo & Kam C. Chan & Jun Huang, 2021. "The impact of executive diversity on corporate innovation: Evidence from the natural experiment of high‐speed rail in China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 42(1), pages 219-234, January.
    11. Wu, Haitao & Wang, Bingjie & Lu, Mingyue & Irfan, Muhammad & Miao, Xin & Luo, Shiyue & Hao, Yu, 2023. "The strategy to achieve zero‑carbon in agricultural sector: Does digitalization matter under the background of COP26 targets?," Energy Economics, Elsevier, vol. 126(C).
    12. Lei, Ni & Miao, Qin & Yao, Xin, 2023. "Does the implementation of green credit policy improve the ESG performance of enterprises? Evidence from a quasi-natural experiment in China," Economic Modelling, Elsevier, vol. 127(C).
    13. Hao, Xiangchao & Sun, Qinru & Xie, Fang, 2020. "Does foreign exchange derivatives market promote R&D? International industry-level evidence," Economic Modelling, Elsevier, vol. 91(C), pages 33-42.
    14. Balsmeier, Benjamin & Fleming, Lee & Manso, Gustavo, 2017. "Independent boards and innovation," Journal of Financial Economics, Elsevier, vol. 123(3), pages 536-557.
    15. Dong, Hanmin & Zhang, Lin & Zheng, Huanhuan, 2024. "Green bonds: Fueling green innovation or just a fad?," Energy Economics, Elsevier, vol. 135(C).
    16. Mo Du & Ruirui Zhang & Shanglei Chai & Qiang Li & Ruixuan Sun & Wenjun Chu, 2022. "Can Green Finance Policies Stimulate Technological Innovation and Financial Performance? Evidence from Chinese Listed Green Enterprises," Sustainability, MDPI, vol. 14(15), pages 1-28, July.
    17. Basse Mama, Houdou, 2018. "Nonlinear capital market payoffs to science-led innovation," Research Policy, Elsevier, vol. 47(6), pages 1084-1095.
    18. Kang, Di & Zhuang, Zhuang, 2019. "Should companies care who their lender is? Evidence from loan covenants," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
    19. Alexeeva-Alexeev, Inna & Mazas-Perez-Oleaga, Cristina, 2024. "Do ICT firms manage R&D differently? Firm-level and macroeconomic effects on corporate R&D investment: Empirical evidence from a multi-countries context," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    20. Zhang, Chao & Guan, Jiancheng, 2021. "Returnee policies in China: Does a strategy of alleviating the financing difficulty of returnee firms promote innovation?," Technological Forecasting and Social Change, Elsevier, vol. 164(C).
    21. Liu, Duan & Zhou, Qianzhen & Chen, Shiqi & Wan, Hong & He, Hongbo, 2021. "Capital market access and innovation efficiency: A natural experiment from China’s pilot VAT reform in 2012," International Review of Economics & Finance, Elsevier, vol. 71(C), pages 549-566.
    22. 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.
    23. Saidi, Farzad & Zaldokas, Alminas, 2016. "Patents as Substitutes for Relationships," CEPR Discussion Papers 11580, C.E.P.R. Discussion Papers.

    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. Acharya, Viral & Xu, Zhaoxia, 2017. "Financial dependence and innovation: The case of public versus private firms," Journal of Financial Economics, Elsevier, vol. 124(2), pages 223-243.
    2. Caroline Flammer & Aleksandra Kacperczyk, 2016. "The Impact of Stakeholder Orientation on Innovation: Evidence from a Natural Experiment," Management Science, INFORMS, vol. 62(7), pages 1982-2001, July.
    3. Moshirian, Fariborz & Tian, Xuan & Zhang, Bohui & Zhang, Wenrui, 2021. "Stock market liberalization and innovation," Journal of Financial Economics, Elsevier, vol. 139(3), pages 985-1014.
    4. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    5. Francis, Bill & Mani, Suresh Babu & Sharma, Zenu & Wu, Qiang, 2021. "The impact of organization capital on firm innovation," Journal of Financial Stability, Elsevier, vol. 53(C).
    6. Ching-Hung Chang & Qingqing Wu, 2021. "Board Networks and Corporate Innovation," Management Science, INFORMS, vol. 67(6), pages 3618-3654, June.
    7. Fei Xie & Bohui Zhang & Wenrui Zhang, 2022. "Trust, Incomplete Contracting, and Corporate Innovation," Management Science, INFORMS, vol. 68(5), pages 3419-3443, May.
    8. Hasan, Iftekhar & (Stan) Hoi, Chun-Keung & Wu, Qiang & Zhang, Hao, 2020. "Is social capital associated with corporate innovation? Evidence from publicly listed firms in the U.S," Journal of Corporate Finance, Elsevier, vol. 62(C).
    9. Yang, Huan, 2021. "Institutional dual holdings and risk-shifting: Evidence from corporate innovation," Journal of Corporate Finance, Elsevier, vol. 70(C).
    10. Lili Dai & Rui Shen & Bohui Zhang, 2021. "Does the media spotlight burn or spur innovation?," Review of Accounting Studies, Springer, vol. 26(1), pages 343-390, March.
    11. Giau Bui, Dien & Chen, Yehning & Lin, Chih-Yung & Lin, Tse-Chun, 2021. "Risk-taking of bank CEOs and corporate innovation," Journal of International Money and Finance, Elsevier, vol. 115(C).
    12. Chang, Xin & Fu, Kangkang & Low, Angie & Zhang, Wenrui, 2015. "Non-executive employee stock options and corporate innovation," Journal of Financial Economics, Elsevier, vol. 115(1), pages 168-188.
    13. Wang, Jimin & Ho, Choy Yeing (Chloe) & Shan, Yuan George, 2024. "Does cybersecurity risk stifle corporate innovation activities?," International Review of Financial Analysis, Elsevier, vol. 91(C).
    14. Fich, Eliezer M. & Nguyen, Tung & Petmezas, Dimitris, 2023. "The effects of terrorist attacks on inventor productivity and mobility," Research Policy, Elsevier, vol. 52(1).
    15. Nguyen, Lily & Vu, Le & Yin, Xiangkang, 2020. "The undesirable effect of audit quality: Evidence from firm innovation," The British Accounting Review, Elsevier, vol. 52(6).
    16. Wang, Xun, 2022. "Capital account liberalization, financial dependence and technological innovation: Cross-country evidence," Journal of Banking & Finance, Elsevier, vol. 145(C).
    17. Ramana Nanda & William R. Kerr, 2015. "Financing Innovation," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 445-462, December.
    18. Gordon, Elizabeth A. & Hsu, Hsiao-Tang & Huang, Huichi, 2020. "Peer R&D disclosure and corporate innovation: Evidence from American depositary receipt firms," Advances in accounting, Elsevier, vol. 49(C).
    19. Lei Kong, 2020. "Government Spending and Corporate Innovation," Management Science, INFORMS, vol. 66(4), pages 1584-1604, April.
    20. Blanco, Iván & Wehrheim, David, 2017. "The bright side of financial derivatives: Options trading and firm innovation," Journal of Financial Economics, Elsevier, vol. 125(1), pages 99-119.

    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:inm:ormnsc:v:62:y:2016:i:1:p:128-155. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    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.