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Using 10-K Text to Gauge Financial Constraints

Published online by Cambridge University Press:  20 October 2015

Andriy Bodnaruk ,
Tim Loughran  and
Bill McDonald
Andriy Bodnaruk
Affiliation:
abodnaru@nd.edu, University of Notre Dame, Mendoza College of Business, Notre Dame, IN 46556.
Tim Loughran*
Affiliation:
loughran.9@nd.edu, University of Notre Dame, Mendoza College of Business, Notre Dame, IN 46556.
Bill McDonald
Affiliation:
mcdonald.1@nd.edu, University of Notre Dame, Mendoza College of Business, Notre Dame, IN 46556.
*
*Corresponding author: loughran.9@nd.edu
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Abstract

Measuring the extent to which a firm is financially constrained is critical in assessing capital structure. Extant measures of financial constraints focus on macro firm characteristics such as age and size, variables highly correlated with other firm attributes. We parse 10-K disclosures filed with the U.S. Securities and Exchange Commission (SEC) using a unique lexicon based on constraining words. We find that the frequency of constraining words exhibits very low correlation with traditional measures of financial constraints and predicts subsequent liquidity events, such as dividend omissions or increases, equity recycling, and underfunded pensions, better than widely used financial constraint indexes.

Type
Research Articles
Information
Journal of Financial and Quantitative Analysis , Volume 50 , Issue 4 , August 2015 , pp. 623 - 646
Copyright
Copyright © Michael G. Foster School of Business, University of Washington 2015 

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References

Acharya, V.; Davydenko, S.; and Strebulaev, I.. “Cash Holdings and Credit Risk.” Review of Financial Studies, 25 (2012), 3572–3609.Google Scholar
Antweiler, W., and Frank, M.. “Is All That Talk Just Noise? The Information Content of Internet Stock Message Boards.” Journal of Finance, 59 (2004), 1259–1293.CrossRefGoogle Scholar
Benmelech, E.; Bergman, N. K.; and Enriquez, R. J.. “Negotiating with Labor under Financial Distress.” Review of Corporate Finance Studies, 4 (2012), 28–67.CrossRefGoogle Scholar
Bhattacharya, S. “Imperfect Information, Dividend Policy, and ‘the Bird in the Hand’ Fallacy.” Bell Journal of Economics, 10 (1979), 259–270.Google Scholar
Campello, M.; Graham, J.; and Harvey, C.. “The Real Effects of Financial Constraints: Evidence from a Financial Crisis.” Journal of Financial Economics, 97 (2010), 470–487.CrossRefGoogle Scholar
Cleary, S. “The Relationship between Firm Investment and Financial Status.” Journal of Finance, 54 (1999), 673–692.CrossRefGoogle Scholar
Doidge, C.; Karolyi, A.; and Stulz, R.. “The U.S. Left Behind? Financial Globalization and the Rise of IPOs Outside the U.S.” Journal of Financial Economics, 110 (2013), 546–573.CrossRefGoogle Scholar
Fama, E., and French, K.. “The Cross-Section of Expected Stock Returns” Journal of Finance, 47 (1992), 427–465.Google Scholar
Fama, E., and French, K.. “Common Risk Factors in the Returns on Stocks and Bonds.” Journal of Financial Economics, 33 (1993), 3–56.Google Scholar
Fama, E., and French, K.. “Industry Costs of Equity.” Journal of Financial Economics, 43 (1997), 153–193.Google Scholar
Farre-Mensa, J., and Ljungqvist, A.. “Do Measures of Financial Constraints Measure Financial Constraints?” Review of Financial Studies, forthcoming (2015).Google Scholar
Farre-Mensa, J.; Michaely, R.; and Schmalz, M.. “Financing Payouts.” Working Paper, Harvard University (2015).CrossRefGoogle Scholar
Fazzari, S.; Hubbard, R.; and Petersen, B.. “Financing Constraints and Corporate Investment.” Brookings Papers on Economic Activity, 1 (1988), 141–206.CrossRefGoogle Scholar
Fazzari, S.; Hubbard, R.; and Petersen, B.. “Investment-Cash Flow Sensitivities Are Useful: A Comment on Kaplan and Zingales.” Quarterly Journal of Economics, 115 (2000), 695–705.CrossRefGoogle Scholar
Gao, X.; Ritter, J.; and Zhu, Z.. “Where Have All the IPOs Gone?” Journal of Financial and Quantitative Analysis, 48 (2013), 1663–1692.CrossRefGoogle Scholar
Hadlock, C., and Pierce, J.. “New Evidence on Measuring Financial Constraints:Moving Beyond the KZ Index.” Review of Financial Studies, 23 (2010), 1909–1940.CrossRefGoogle Scholar
Hanley, K., and Hoberg, G.. “The Information Content of IPO Prospectuses.” Review of Financial Studies, 23 (2010), 2821–2864.CrossRefGoogle Scholar
Hanley, K., and Hoberg, G.. “Litigation Risk, Strategic Disclosure and the Underpricing of Initial Public Offerings.” Journal of Financial Economics, 103 (2012), 235–254.CrossRefGoogle Scholar
Harford, J. “Corporate Cash Reserves and Acquisitions.” Journal of Finance, 54 (1999), 1969–1997.Google Scholar
Hennessy, C., and Whited, T.. “How Costly Is External Financing? Evidence from a Structural Estimation.” Journal of Finance, 62 (2007), 1705–1745.CrossRefGoogle Scholar
Hoberg, G., and Maksimovic, V.. “Redefining Financial Constraints: A Text-Based Analysis.” Review of Financial Studies, 28 (2015), 1312–1352.Google Scholar
Ippolito, R. A. “The Economic Function of Underfunded Pension Plans.” Journal of Law and Economics, 28 (1985), 611–651.CrossRefGoogle Scholar
Ippolito, R. A. “The Economic Burden of Corporate Pension Liabilities.” Financial Analysts Journal, 42 (1986), 22–34.Google Scholar
Kaplan, S., and Zingales, L.. “Do Financing Constraints Explain Why Investment Is Correlated with Cash Flow?” Quarterly Journal of Economics, 112 (1997), 169–216.Google Scholar
Lamont, O.; Polk, C.; and Saá-Requejo, J.. “Financial Constraints and Stock Returns.” Review of Financial Studies, 14 (2001), 529–544.Google Scholar
Loughran, T., and McDonald, B.. “When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10-Ks.” Journal of Finance, 66 (2011), 35–65.CrossRefGoogle Scholar
Miller, M. “The Modigliani-Miller Propositions after Thirty Years.” Journal of Economic Perspectives, 2 (1988), 99–120.CrossRefGoogle Scholar
Myers, S., and Majluf, N.. “Corporate Financing and Investment Decisions When Firms Have Information That Investors Do Not Have.” Journal of Financial Economics, 13 (1984), 187–221.CrossRefGoogle Scholar
Opler, T.; Pinkowitz, L.; Stulz, R.; and Williamson, R.. “The Determinants and Implications of Corporate Cash Holdings.” Journal of Financial Economics, 52 (1999), 3–46.Google Scholar
Rauh, J. “Investment and Financing Constraints: Evidencefrom the Funding of Corporate Pension Plans.” Journal of Finance, 61 (2006), 33–71.CrossRefGoogle Scholar
Tetlock, P. “Giving Content to Investor Sentiment: The Role of Media in the Stock Market.” Journal of Finance, 62 (2007), 1139–1168.CrossRefGoogle Scholar
Tetlock, P.; Saar-Tsechansky, M.; and Macskassy, S.. “More Than Words: Quantifying Language to Measure Firms’ Fundamentals.” Journal of Finance, 63 (2008), 1437–1467.Google Scholar
Townsend, R. “Optimal Contracts and Competitive Markets withCostly State Verification.” Journal of Economic Theory, 21 (1979), 265–293.CrossRefGoogle Scholar
Whited, T. “What Can Cash Shortfalls and Windfalls Tell Us About Finance Constraints?” In The Economics of Imperfect Markets, Calcagnini, G. and Saltari, E., eds. New York: Springer (2009), 17–32.Google Scholar
Whited, T., and Wu, G.. “Financial Constraints Risk.” Review of Financial Studies, 19 (2006), 531–559.CrossRefGoogle Scholar