IDEAS home Printed from https://ideas.repec.org/a/eee/corfin/v46y2017icp261-283.html
   My bibliography  Save this article

R&D investments and credit lines

Author

Listed:
  • Guney, Yilmaz
  • Karpuz, Ahmet
  • Ozkan, Neslihan

Abstract

Using data for 939 publicly listed firms from 17 European countries over the period from 2004 to 2013, we investigate the effect of used credit lines on R&D investments, controlling for other determinants of R&D investments, i.e., cash flows, cash holdings, sales growth, equity financing, and Tobin's Q. Our estimation results, based on the system-GMM method, show that used credit lines have a positive and significant impact on R&D investments. In addition, we find that this impact is more pronounced for small and young firms than for large and mature firms. These results show that firms use credit lines as part of their liquidity management tools for supporting their R&D investments. Finally, we provide evidence that European firms in bank-based countries increased their use of credit lines for financing their R&D investments during the financial crisis of 2007–2009, while the link between R&D investments and used credit lines became weaker during the European sovereign debt crisis of 2010–2013.

Suggested Citation

  • Guney, Yilmaz & Karpuz, Ahmet & Ozkan, Neslihan, 2017. "R&D investments and credit lines," Journal of Corporate Finance, Elsevier, vol. 46(C), pages 261-283.
  • Handle: RePEc:eee:corfin:v:46:y:2017:i:c:p:261-283
    DOI: 10.1016/j.jcorpfin.2017.07.011
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0929119917304650
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jcorpfin.2017.07.011?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. Gabriel Jiménez & Jose A. Lopez & Jesus Saurina, 2009. "Empirical Analysis of Corporate Credit Lines," The Review of Financial Studies, Society for Financial Studies, vol. 22(12), pages 5069-5098, December.
    2. Heitor Almeida & Murillo Campello & Igor Cunha & Michael S. Weisbach, 2014. "Corporate Liquidity Management: A Conceptual Framework and Survey," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 135-162, December.
    3. Flannery, Mark J. & Hankins, Kristine Watson, 2013. "Estimating dynamic panel models in corporate finance," Journal of Corporate Finance, Elsevier, vol. 19(C), pages 1-19.
    4. Patrick Bolton & Hui Chen & Neng Wang, 2011. "A Unified Theory of Tobin's q, Corporate Investment, Financing, and Risk Management," Journal of Finance, American Finance Association, vol. 66(5), pages 1545-1578, October.
    5. Thakor, Anjan V., 1982. "Toward a theory of bank loan commitments," Journal of Banking & Finance, Elsevier, vol. 6(1), pages 55-83, March.
    6. Bengt Holmstrom & Jean Tirole, 1998. "Private and Public Supply of Liquidity," Journal of Political Economy, University of Chicago Press, vol. 106(1), pages 1-40, February.
    7. Tatiana Didier & Ross Levine & Sergio L. Schmukler, 2014. "Capital Market Financing, Firm Growth, Firm Size Distribution," NBER Working Papers 20336, National Bureau of Economic Research, Inc.
    8. Murillo Campello & Erasmo Giambona & John R. Graham & Campbell R. Harvey, 2011. "Liquidity Management and Corporate Investment During a Financial Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1944-1979.
    9. 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.
    10. 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.
    11. Paolo Colla & Filippo Ippolito & Kai Li, 2013. "Debt Specialization," Journal of Finance, American Finance Association, vol. 68(5), pages 2117-2141, October.
    12. Stephen Bond & Costas Meghir, 1994. "Dynamic Investment Models and the Firm's Financial Policy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(2), pages 197-222.
    13. Puri, Manju & Rocholl, Jörg & Steffen, Sascha, 2011. "Global retail lending in the aftermath of the US financial crisis: Distinguishing between supply and demand effects," Journal of Financial Economics, Elsevier, vol. 100(3), pages 556-578, June.
    14. Tobias Berg & Anthony Saunders & Sascha Steffen & Daniel Streitz, 2017. "Mind the Gap: The Difference between U.S. and European Loan Rates," The Review of Financial Studies, Society for Financial Studies, vol. 30(3), pages 948-987.
    15. Patrick Bolton & Xavier Freixas & Leonardo Gambacorta & Paolo Emilio Mistrulli, 2016. "Relationship and Transaction Lending in a Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2643-2676.
    16. Julian Atanassov, 2016. "Arm’s Length Financing and Innovation: Evidence from Publicly Traded Firms," Management Science, INFORMS, vol. 62(1), pages 128-155, January.
    17. Hall, Bronwyn H., 1992. "Investment and Research and Development at the Firm Level: Does the Source of Financing Matter?," Department of Economics, Working Paper Series qt5j59j6x3, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    18. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 609-639, Elsevier.
    19. Campello, Murillo & Graham, John R. & Harvey, Campbell R., 2010. "The real effects of financial constraints: Evidence from a financial crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 470-487, September.
    20. 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.
    21. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    22. 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.
    23. Robert E. Carpenter & Bruce C. Petersen, 2002. "Capital Market Imperfections, High-Tech Investment, and New Equity Financing," Economic Journal, Royal Economic Society, vol. 112(477), pages 54-72, February.
    24. Diamond, Douglas W, 1991. "Monitoring and Reputation: The Choice between Bank Loans and Directly Placed Debt," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 689-721, August.
    25. Viral V. Acharya & Heitor Almeida & Murillo Campello, 2013. "Aggregate Risk and the Choice between Cash and Lines of Credit," Journal of Finance, American Finance Association, vol. 68(5), pages 2059-2116, October.
    26. Enrica Detragiache & Paolo Garella & Luigi Guiso, 2000. "Multiple versus Single Banking Relationships: Theory and Evidence," Journal of Finance, American Finance Association, vol. 55(3), pages 1133-1161, June.
    27. Beuselinck, Christof & Cao, Lihong & Deloof, Marc & Xia, Xinping, 2017. "The value of government ownership during the global financial crisis," Journal of Corporate Finance, Elsevier, vol. 42(C), pages 481-493.
    28. Tobias Berg & Anthony Saunders & Sascha Steffen, 2016. "The Total Cost of Corporate Borrowing in the Loan Market: Don't Ignore the Fees," Journal of Finance, American Finance Association, vol. 71(3), pages 1357-1392, June.
    29. Joan Farre-Mensa & Alexander Ljungqvist, 2016. "Do Measures of Financial Constraints Measure Financial Constraints?," The Review of Financial Studies, Society for Financial Studies, vol. 29(2), pages 271-308.
    30. Ivashina, Victoria & Scharfstein, David, 2010. "Bank lending during the financial crisis of 2008," Journal of Financial Economics, Elsevier, vol. 97(3), pages 319-338, September.
    31. Bronwyn Hall, 2004. "The financing of research and development," Chapters, in: Anthony Bartzokas & Sunil Mani (ed.), Financial Systems, Corporate Investment in Innovation, and Venture Capital, chapter 2, Edward Elgar Publishing.
    32. Chava, Sudheer & Oettl, Alexander & Subramanian, Ajay & Subramanian, Krishnamurthy V., 2013. "Banking deregulation and innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 759-774.
    33. 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.
    34. Amore, Mario Daniele & Schneider, Cédric & Žaldokas, Alminas, 2013. "Credit supply and corporate innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 835-855.
    35. Judson, Ruth A. & Owen, Ann L., 1999. "Estimating dynamic panel data models: a guide for macroeconomists," Economics Letters, Elsevier, vol. 65(1), pages 9-15, October.
    36. Bhagat, Sanjai & Welch, Ivo, 1995. "Corporate research & development investments international comparisons," Journal of Accounting and Economics, Elsevier, vol. 19(2-3), pages 443-470, April.
    37. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    38. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    39. Ongena, Steven & Smith, David C., 2000. "What Determines the Number of Bank Relationships? Cross-Country Evidence," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 26-56, January.
    40. Stephen Bond & Julie Ann Elston & Jacques Mairesse & Benoît Mulkay, 2003. "Financial Factors and Investment in Belgium, France, Germany, and the United Kingdom: A Comparison Using Company Panel Data," The Review of Economics and Statistics, MIT Press, vol. 85(1), pages 153-165, February.
    41. Neslihan Ozkan, 2002. "Effects of financial constraints on research and development investment: an empirical investigation," Applied Financial Economics, Taylor & Francis Journals, vol. 12(11), pages 827-834.
    42. Berger, Allen N & Udell, Gregory F, 1995. "Relationship Lending and Lines of Credit in Small Firm Finance," The Journal of Business, University of Chicago Press, vol. 68(3), pages 351-381, July.
    43. Takeo Hoshi & Anil Kashyap & David Scharfstein, 1990. "Bank Monitoring and Investment: Evidence from the Changing Structure of Japanese Corporate Banking Relationships," NBER Chapters, in: Asymmetric Information, Corporate Finance, and Investment, pages 105-126, National Bureau of Economic Research, Inc.
    44. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    45. Brown, James R. & Petersen, Bruce C., 2015. "Which investments do firms protect? Liquidity management and real adjustments when access to finance falls sharply," Journal of Financial Intermediation, Elsevier, vol. 24(4), pages 441-465.
    46. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    47. David Aboody & Baruch Lev, 2000. "Information Asymmetry, R&D, and Insider Gains," Journal of Finance, American Finance Association, vol. 55(6), pages 2747-2766, December.
    48. Charles J. Hadlock & Joshua R. Pierce, 2010. "New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1909-1940.
    49. Brown, James R. & Petersen, Bruce C., 2011. "Cash holdings and R&D smoothing," Journal of Corporate Finance, Elsevier, vol. 17(3), pages 694-709, June.
    50. Anne Marie Knott, 2008. "R& D/Returns Causality: Absorptive Capacity or Organizational IQ," Management Science, INFORMS, vol. 54(12), pages 2054-2067, December.
    51. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    52. 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.
    53. 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.
    54. Lins, Karl V. & Servaes, Henri & Tufano, Peter, 2010. "What drives corporate liquidity? An international survey of cash holdings and lines of credit," Journal of Financial Economics, Elsevier, vol. 98(1), pages 160-176, October.
    55. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    56. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    57. Lin, Chen & Ma, Yue & Malatesta, Paul & Xuan, Yuhai, 2013. "Corporate ownership structure and the choice between bank debt and public debt," Journal of Financial Economics, Elsevier, vol. 109(2), pages 517-534.
    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. Liu, Duan & Li, Zhiyuan & He, Hongbo & Hou, Wenxuan, 2021. "The determinants of R&D smoothing with asset sales: Evidence from R&D-intensive firms in China," International Review of Economics & Finance, Elsevier, vol. 75(C), pages 76-93.
    2. 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.
    3. Brown, James R. & Petersen, Bruce C., 2015. "Which investments do firms protect? Liquidity management and real adjustments when access to finance falls sharply," Journal of Financial Intermediation, Elsevier, vol. 24(4), pages 441-465.
    4. Wenlian Gao & Feifei Zhu & Kai Chen, 2023. "The role of bank lenders in firm leverage adjustments," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 46(1), pages 63-97, February.
    5. Muhammad Kaleem Khan & Ahmad Kaleem & Salman Zulfiqar & Umair Akram, 2019. "Innovation Investment: Behaviour Of Chinese Firms Towards Financing Sources," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(07), pages 1-29, October.
    6. Giebel, Marek & Kraft, Kornelius, 2020. "R&D investment under financing constraints," ZEW Discussion Papers 20-018, ZEW - Leibniz Centre for European Economic Research.
    7. Borisova, Ginka & Brown, James R., 2013. "R&D sensitivity to asset sale proceeds: New evidence on financing constraints and intangible investment," Journal of Banking & Finance, Elsevier, vol. 37(1), pages 159-173.
    8. Sasidharan, Subash & Jijo Lukose, P.J. & Komera, Surenderrao, 2015. "Financing constraints and investments in R&D: Evidence from Indian manufacturing firms," The Quarterly Review of Economics and Finance, Elsevier, vol. 55(C), pages 28-39.
    9. Heitor Almeida & Murillo Campello & Igor Cunha & Michael S. Weisbach, 2014. "Corporate Liquidity Management: A Conceptual Framework and Survey," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 135-162, December.
    10. Yang, Bao & Chou, Hsin-I. & Zhao, Jing, 2020. "Innovation or dividend payout: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 68(C), pages 180-203.
    11. Chodorow-Reich, Gabriel & Darmouni, Olivier & Luck, Stephan & Plosser, Matthew, 2022. "Bank liquidity provision across the firm size distribution," Journal of Financial Economics, Elsevier, vol. 144(3), pages 908-932.
    12. Lee, Jiyoon, 2022. "Do firms use credit lines to support investment opportunities?: Evidence from success in R&D," Journal of Empirical Finance, Elsevier, vol. 69(C), pages 1-14.
    13. Shu Feng & Chang Liu & Xiaoling Pu, 2022. "Connected Lending in Bank Lines of Credit," Journal of Financial Services Research, Springer;Western Finance Association, vol. 61(2), pages 187-216, April.
    14. Martinsson, Gustav, 2009. "Finance and R&D Investments - is there a debt overhang effect on R&D investments?," Working Paper Series in Economics and Institutions of Innovation 174, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies.
    15. May, Anthony D., 2014. "Corporate liquidity and the contingent nature of bank credit lines: Evidence on the costs and consequences of bank default," Journal of Corporate Finance, Elsevier, vol. 29(C), pages 410-429.
    16. Guariglia, Alessandra & Liu, Pei, 2014. "To what extent do financing constraints affect Chinese firms' innovation activities?," International Review of Financial Analysis, Elsevier, vol. 36(C), pages 223-240.
    17. Giebel, Marek & Kraft, Kornelius, 2020. "Bank credit supply and firm innovation behavior in the financial crisis," Journal of Banking & Finance, Elsevier, vol. 121(C).
    18. Banerjee, Pradip, 2022. "Nature of financial constraints and R&D intensity," Finance Research Letters, Elsevier, vol. 50(C).
    19. Antonio Falato & Jae W. Sim, 2014. "Why Do Innovative Firms Hold So Much Cash? Evidence from Changes in State R&D Tax Credits," Finance and Economics Discussion Series 2014-72, Board of Governors of the Federal Reserve System (U.S.).
    20. Brown, James R. & Floros, Ioannis V., 2012. "Access to private equity and real firm activity: Evidence from PIPEs," Journal of Corporate Finance, Elsevier, vol. 18(1), pages 151-165.

    More about this item

    Keywords

    R&D investment; Credit lines; Financial crises; Debt types;
    All these keywords.

    JEL classification:

    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

    Statistics

    Access and download statistics

    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:corfin:v:46:y:2017:i:c:p:261-283. 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/jcorpfin .

    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.