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A new measure of financial constraints applicable to private and public firms

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  • Schauer, Catharina
  • Elsas, Ralf
  • Breitkopf, Nikolas

Abstract

We study managers’ self-assessment of their firm’s financial constraint status to assess the validity of commonly used indicators of financial constraints. As categorizations based on common financial constraints measures lead to high misclassifications, we derive a new measure of financial constraints which performs well in-sample and out-of-sample for private firms. Applying our new measure to a large sample of private European firms, we find consistently lower investment-cash flow sensitivities and greater distortions in response to exogenous financing frictions for constrained firms across countries. Besides private firms, our new measure can also be applied to listed U.S. firms, as it reliably identifies constrained firms as measured by the occurrence of liquidity events and the incidence of an inelastic capital supply.

Suggested Citation

  • Schauer, Catharina & Elsas, Ralf & Breitkopf, Nikolas, 2019. "A new measure of financial constraints applicable to private and public firms," Journal of Banking & Finance, Elsevier, vol. 101(C), pages 270-295.
  • Handle: RePEc:eee:jbfina:v:101:y:2019:i:c:p:270-295
    DOI: 10.1016/j.jbankfin.2019.01.008
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    as
    1. Isil Erel & Yeejin Jang & Michael S. Weisbach, 2015. "Do Acquisitions Relieve Target Firms’ Financial Constraints?," Journal of Finance, American Finance Association, vol. 70(1), pages 289-328, February.
    2. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    3. Gilchrist, Simon & Himmelberg, Charles P., 1995. "Evidence on the role of cash flow for investment," Journal of Monetary Economics, Elsevier, vol. 36(3), pages 541-572, December.
    4. Eugene F. Fama & Kenneth R. French, 2001. "Disappearing Dividends: Changing Firm Characteristics Or Lower Propensity To Pay?," Journal of Applied Corporate Finance, Morgan Stanley, vol. 14(1), pages 67-79, March.
    5. Christian Seiler, 2012. "The Data Sets of the LMU-ifo Economics & Business Data Center – A Guide for Researchers," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 132(4), pages 609-618.
    6. 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.
    7. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    8. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    9. Mortal, Sandra & Reisel, Natalia, 2013. "Capital Allocation by Public and Private Firms," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(1), pages 77-103, February.
    10. Christopher A. Hennessy & Toni M. Whited, 2007. "How Costly Is External Financing? Evidence from a Structural Estimation," Journal of Finance, American Finance Association, vol. 62(4), pages 1705-1745, August.
    11. Petersen, Mitchell A & Rajan, Raghuram G, 1997. "Trade Credit: Theories and Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 661-691.
    12. Leigh A. Riddick & Toni M. Whited, 2009. "The Corporate Propensity to Save," Journal of Finance, American Finance Association, vol. 64(4), pages 1729-1766, August.
    13. Krasker, William S, 1986. "Stock Price Movements in Response to Stock Issues under Asymmetric Information," Journal of Finance, American Finance Association, vol. 41(1), pages 93-105, March.
    14. Cleary, Sean & Povel, Paul & Raith, Michael, 2007. "The U-Shaped Investment Curve: Theory and Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(1), pages 1-39, March.
    15. Schiantarelli, Fabio, 1996. "Financial Constraints and Investment: Methodological Issues and International Evidence," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 12(2), pages 70-89, Summer.
    16. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    17. Sean Cleary, 1999. "The Relationship between Firm Investment and Financial Status," Journal of Finance, American Finance Association, vol. 54(2), pages 673-692, April.
    18. Heitor Almeida & Murillo Campello, 2007. "Financial Constraints, Asset Tangibility, and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1429-1460, 2007 12.
    19. Heitor Almeida & Murillo Campello & Michael S. Weisbach, 2004. "The Cash Flow Sensitivity of Cash," Journal of Finance, American Finance Association, vol. 59(4), pages 1777-1804, August.
    20. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    21. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    22. Zia, Bilal H., 2008. "Export incentives, financial constraints, and the (mis)allocation of credit: Micro-level evidence from subsidized export loans," Journal of Financial Economics, Elsevier, vol. 87(2), pages 498-527, February.
    23. Julia Hirsch & Uwe Walz, 2011. "Financing Decisions along a Firm’s Life†cycle: Debt as a Commitment Device," European Financial Management, European Financial Management Association, vol. 17(5), pages 898-927, November.
    24. David J. Denis & Valeriy Sibilkov, 2010. "Financial Constraints, Investment, and the Value of Cash Holdings," The Review of Financial Studies, Society for Financial Studies, vol. 23(1), pages 247-269, January.
    25. 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.
    26. Ding, Sai & Guariglia, Alessandra & Knight, John, 2013. "Investment and financing constraints in China: Does working capital management make a difference?," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1490-1507.
    27. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    28. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    29. Thorsten Beck & Asli Demirgüç‐Kunt & Vojislav Maksimovic, 2005. "Financial and Legal Constraints to Growth: Does Firm Size Matter?," Journal of Finance, American Finance Association, vol. 60(1), pages 137-177, February.
    30. Hale, Galina & Santos, João A.C., 2009. "Do banks price their informational monopoly?," Journal of Financial Economics, Elsevier, vol. 93(2), pages 185-206, August.
    31. Nan-Ting Kuo, 2013. "Dividend tax signaling and the pricing of future earnings: a case of taxable stock dividends," Review of Quantitative Finance and Accounting, Springer, vol. 40(3), pages 539-570, April.
    32. Anthony Saunders & Sascha Steffen, 2011. "The Costs of Being Private: Evidence from the Loan Market," The Review of Financial Studies, Society for Financial Studies, vol. 24(12), pages 4091-4122.
    33. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    34. 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.
    35. 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.
    36. Cleary, Sean, 2006. "International corporate investment and the relationships between financial constraint measures," Journal of Banking & Finance, Elsevier, vol. 30(5), pages 1559-1580, May.
    37. Xiaoqiang Hu & Fabio Schiantarelli, 1998. "Investment And Capital Market Imperfections: A Switching Regression Approach Using U.S. Firm Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(3), pages 466-479, August.
    38. Guariglia, Alessandra, 2008. "Internal financial constraints, external financial constraints, and investment choice: Evidence from a panel of UK firms," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1795-1809, September.
    39. Duchin, Ran & Ozbas, Oguzhan & Sensoy, Berk A., 2010. "Costly external finance, corporate investment, and the subprime mortgage credit crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 418-435, September.
    40. Behr, Patrick & Norden, Lars & Noth, Felix, 2013. "Financial constraints of private firms and bank lending behavior," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3472-3485.
    41. R?diger Bachmann & Steffen Elstner & Eric R. Sims, 2013. "Uncertainty and Economic Activity: Evidence from Business Survey Data," American Economic Journal: Macroeconomics, American Economic Association, vol. 5(2), pages 217-249, April.
    42. Whited, Toni M, 1992. "Debt, Liquidity Constraints, and Corporate Investment: Evidence from Panel Data," Journal of Finance, American Finance Association, vol. 47(4), pages 1425-1460, September.
    43. Bao, Dichu & Chan, Kam C. & Zhang, Weining, 2012. "Asymmetric cash flow sensitivity of cash holdings," Journal of Corporate Finance, Elsevier, vol. 18(4), pages 690-700.
    44. 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.
    45. Gerard Hoberg & Vojislav Maksimovic, 2015. "Redefining Financial Constraints: A Text-Based Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 28(5), pages 1312-1352.
    46. 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.
    47. von Kalckreuth, Ulf, 2004. "Financial constraints for investors and the speed of adaptation: Are innovators special?," Discussion Paper Series 1: Economic Studies 2004,20, Deutsche Bundesbank.
    48. Almeida, Heitor & Campello, Murillo, 2010. "Financing Frictions and the Substitution between Internal and External Funds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(3), pages 589-622, June.
    49. Francis A. Longstaff & Ilya A. Strebulaev, 2014. "Corporate Taxes and Capital Structure: A Long-Term Historical Perspective," NBER Working Papers 20372, National Bureau of Economic Research, Inc.
    50. Concha Artola & Veronique Genre, 2011. "Euro Area SMEs under Financial Constraints: Belief or Reality?," CESifo Working Paper Series 3650, CESifo.
    51. Allayannis, George & Mozumdar, Abon, 2004. "The impact of negative cash flow and influential observations on investment-cash flow sensitivity estimates," Journal of Banking & Finance, Elsevier, vol. 28(5), pages 901-930, May.
    52. Bodnaruk, Andriy & Loughran, Tim & McDonald, Bill, 2015. "Using 10-K Text to Gauge Financial Constraints," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(4), pages 623-646, August.
    53. Grullon, Gustavo & Paye, Bradley & Underwood, Shane & Weston, James P., 2011. "Has the Propensity to Pay Out Declined?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(1), pages 1-24, February.
    54. Mulier, Klaas & Schoors, Koen & Merlevede, Bruno, 2016. "Investment-cash flow sensitivity and financial constraints: Evidence from unquoted European SMEs," Journal of Banking & Finance, Elsevier, vol. 73(C), pages 182-197.
    55. Joshua D. Rauh, 2006. "Investment and Financing Constraints: Evidence from the Funding of Corporate Pension Plans," Journal of Finance, American Finance Association, vol. 61(1), pages 33-71, February.
    56. 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.
    57. Kadapakkam, Palani-Rajan & Kumar, P. C. & Riddick, Leigh A., 1998. "The impact of cash flows and firm size on investment: The international evidence," Journal of Banking & Finance, Elsevier, vol. 22(3), pages 293-320, March.
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