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Determinants of Capital Structure: An Expanded Assessment

Published online by Cambridge University Press:  09 December 2022

Toshinori Fukui ,
Todd Mitton Open the ORCID record for Todd Mitton [Opens in a new window]  and
Robert Schonlau
Toshinori Fukui
Affiliation:
Texas A&M University, Department of Finance [email protected]
Todd Mitton*
Affiliation:
Brigham Young University, Marriott School of Business
Robert Schonlau
Affiliation:
Colorado State University, Department of Finance and Real Estate [email protected]
*
[email protected] (corresponding author)
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Abstract

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Using a standardized methodology, we empirically evaluate 55 proposed determinants of capital structure in terms of statistical significance, economic significance, and identification. We find that robust and economically important determinants of debt ratios are relatively few in number. Nevertheless, because each determinant relates to one of five market imperfections—taxes, distress costs, information asymmetry, agency costs, or supply frictions—we draw conclusions from the evidence as a whole regarding the explanatory power of different capital structure theories. We find greater support for pecking order theory and supply-related theories, with less support for traditional tradeoff theory and agency theory.

Type
Research Article
Information
Journal of Financial and Quantitative Analysis , Volume 58 , Issue 6 , September 2023 , pp. 2446 - 2488
Copyright
© The Author(s), 2022. Published by Cambridge University Press on behalf of the Michael G. Foster School of Business, University of Washington

Footnotes

For generously sharing data, we thank Ramin Baghai, Lucian Bebchuk, Efraim Benmelech, Adam Bonica, Filipe Campante, Quoc-Anh Do, John Graham, Barry Hirsch, Gerard Hoberg, Jay Li, David Macpherson, Stephen McKeon, Lalitha Naveen, Renana Peres, Gordon Phillips, Alessio Saretto, Matthew Serfling, Jared Smith, Robert Tumarkin, Philip Valta, Ekaterina Volkova, Jing Wang, Jin Xu, and Ayako Yasuda. For helpful comments, we thank an anonymous referee, Lee Biggerstaff, François Derrien, Brad Goldie, John Graham, Ben Iverson, Jonathan Karpoff, Jared Smith, Serafeim Tsoukas, Ekaterina Volkova, and David Yin. For excellent research assistance, we thank Greg Adams, Troy Carpenter, Spencer Crawford, Paige Nelson, Marshall Ringwood, and Logan Smith.

References

Agrawal, A., and Matsa, D.. “Labor Unemployment Risk and Corporate Financing Decisions.” Journal of Financial Economics, 108 (2013), 449–470.Google Scholar
Almazan, A.; De Motta, A.; Titman, S.; and Uysal, V.. “Financial Structure, Acquisition Opportunities, and Firm Locations.” Journal of Finance, 65 (2010), 529–563.Google Scholar
Amini, S.; Elmore, R.; Öztekin, Ö.; and Strauss, J.. “Can Machines Learn Capital Structure Dynamics?” Journal of Corporate Finance, 70 (2021), 102073.Google Scholar
Bae, K.-H.; Kang, J.-K.; and Wang, J.. “Employee Treatment and Firm Leverage: A Test of the Stakeholder Theory of Capital Structure.” Journal of Financial Economics, 100 (2011), 130–153.Google Scholar
Baghai, R.; Servaes, H.; and Tamayo, A.. “Have Rating Agencies Become More Conservative? Implications for Capital Structure and Debt Pricing.” Journal of Finance, 69 (2014), 1961–2005.Google Scholar
Baker, M. “Capital Market–Driven Corporate Finance.” Annual Reviews of Financial Economics, 1 (2009), 181–205.Google Scholar
Baker, M., and Wurgler, J.. “Market Timing and Capital Structure.” Journal of Finance, 57 (2002), 1–32.Google Scholar
Banerjee, S.; Dasgupta, S.; and Kim, Y.. “Buyer-Supplier Relationships and the Stakeholder Theory of Capital Structure.” Journal of Finance, 63 (2008), 2507–2552.Google Scholar
Barclay, M., and Smith, C.. “The Capital Structure Puzzle: The Evidence Revisited.” Journal of Applied Corporate Finance, 17 (2005), 8–17.Google Scholar
Bebchuk, L.; Cohen, A.; and Ferrell, A.. “What Matters in Corporate Governance?” Review of Financial Studies, 22 (2009), 783–827.Google Scholar
Becker, B.; Cronqvist, H.; and Fahlenbrach, R.. “Estimating the Effects of Large Shareholders Using a Geographic Instrument.” Journal of Financial and Quantitative Analysis, 46 (2011), 907–942.Google Scholar
Benmelech, E., and Frydman, C.. “Military CEOs.” Journal of Financial Economics, 117 (2015), 43–59.Google Scholar
Berger, P.; Ofek, E.; and Yermack, D.. “Managerial Entrenchment and Capital Structure Decisions.” Journal of Finance, 52 (1997), 1411–1438.Google Scholar
Berk, J.; Stanton, R.; and Zechner, J.. “Human Capital, Bankruptcy, and Capital Structure.” Journal of Finance, 64 (2010), 891–926.Google Scholar
Bertrand, M., and Schoar, A.. “Managing with Style: The Effect of Managers on Firm Policies.” Quarterly Journal of Economics, 118 (2003), 1169–1208.Google Scholar
Bolton, P., and Oehmke, M.. “Credit Default Swaps and the Empty Creditor Problem.” Review of Financial Studies, 24 (2011), 2617–2655.Google Scholar
Bolton, P., and Scharfstein, D.. “A Theory of Predation Based on Agency Problems in Financial Contracting.” American Economic Review, 80 (1990), 93–106.Google Scholar
Bonica, A. “Avenues of Influence: On the Political Expenditures of Corporations and Their Directors and Executives.” Business and Politics, 18 (2016), 367–394.Google Scholar
Bowen, D.; Frésard, L.; and Taillard, J.. “What’s Your Identification Strategy? Innovation in Corporate Finance Research.” Management Science, 63 (2017), 2529–2548.Google Scholar
Bradley, M.; Jarrell, G.; and Kim, E. Han. “On the Existence of an Optimal Capital Structure: Theory and Evidence.” Journal of Finance, 39 (1984), 857–878.Google Scholar
Brander, J., and Lewis, T.. “Oligopoly and Financial Structure: The Limited Liability Effect.” American Economic Review, 76 (1986), 956–970.Google Scholar
Brockman, P.; Martin, X.; and Unlu, E.. “Executive Compensation and the Maturity Structure of Corporate Debt.” Journal of Finance, 65 (2010), 1123–1161.Google Scholar
Bronars, S., and Deere, D.. “The Threat of Unionization, the Use of Debt, and the Preservation of Shareholder Wealth.” Quarterly Journal of Economics, 106 (1991), 231–254.Google Scholar
Cain, M., and McKeon, S.. “CEO Personal Risk-Taking and Corporate Policies.” Journal of Financial and Quantitative Analysis, 51 (2016), 139–164.Google Scholar
Cain, M.; McKeon, S.; and Solomon, S.. “Do Takeover Laws Matter? Evidence from Five Decades of Hostile Takeovers.” Journal of Financial Economics, 124 (2017), 464–485.Google Scholar
Campante, F., and Do, Q.-A.. “Isolated Capital Cities, Accountability, and Corruption: Evidence from US States.” American Economic Review, 104 (2014), 2456–2481.Google Scholar
Carlson, M., and Lazrak, A.. “Leverage Choice and Credit Spreads When Managers Risk Shift.” Journal of Finance, 65 (2010), 2323–2362.Google Scholar
Cassell, C.; Huang, S.; Sanchez, J.; and Stuart, M.. “Seeking Safety: The Relation Between CEO inside Debt Holdings and the Riskiness of Firm Investment and Financial Policies.” Journal of Financial Economics, 103 (2012), 588–610.Google Scholar
Chava, S., and Purnanandam, A.. “CEOs Versus CFOs: Incentives and Corporate Policies.” Journal of Financial Economics, 97 (2010), 263–278.Google Scholar
Chen, A., and Kim, E. Han. “Theories of Corporate Debt Policy: A Synthesis.” Journal of Finance, 34 (1979), 371–384.Google Scholar
Claessens, S.; Feijen, E.; and Laeven, L.. “Political Connections and Preferential Access to Finance.” Journal of Financial Economics, 88 (2008), 554–580.Google Scholar
Coles, J.; Daniel, N.; and Naveen, L.. “Managerial Incentives and Risk-Taking.” Journal of Financial Economics, 79 (2006), 431–468.Google Scholar
Coles, J.; Daniel, N.; and Naveen, L.. “Co-Opted Boards.” Review of Financial Studies, 27 (2014), 1751–1796.Google Scholar
Core, J., and Guay, W.. “Estimating the Value of Employee Stock Option Portfolios and Their Sensitivities to Price and Volatility.” Journal of Accounting Research, 40 (2002), 613–630.Google Scholar
DeAngelo, H., and Masulis, R.. “Optimal Capital Structure Under Corporate and Personal Taxation.” Journal of Financial Economics, 8 (1980), 3–29.Google Scholar
DeAngelo, H., and Roll, R.. “How Stable are Corporate Capital Structures?” Journal of Finance, 70 (2015), 373–418.Google Scholar
Denis, D., and Wang, J.. “Debt Covenant Renegotiations and Creditor Control Rights.” Journal of Financial Economics, 113 (2014), 348–367.Google Scholar
Derrien, F., and Kecskés, A.. “The Real Effects of Financial Shocks: Evidence from Exogenous Changes in Analyst Coverage.” Journal of Finance, 68 (2013), 1407–1440.Google Scholar
Desai, M.; Foley, F.; and Hines, J.. “Capital Structure with Risky Foreign Investment.” Journal of Financial Economics, 88 (2008), 534–553.Google Scholar
Dittmar, A., and Thakor, A.. “Why Do Firms Issue Equity?” Journal of Finance, 62 (2007), 1–54.Google Scholar
Duchin, R.; Matsusaka, J.; and Ozbas, O.. “When Are Outside Directors Effective?” Journal of Financial Economics, 96 (2010), 195–214.Google Scholar
Fang, V.; Now, T.; and Tice, S.. “Stock Market Liquidity and Firm Value.” Journal of Financial Economics, 94 (2009), 150–169.Google Scholar
Faulkender, M., and Petersen, M.. “Does the Source of Capital Affect Capital Structure?” Review of Financial Studies, 19 (2006), 45–79.Google Scholar
Faulkender, M., and Smith, J.. “Taxes and Leverage at Multinational Corporations.” Journal of Financial Economics, 122 (2016), 1–20.Google Scholar
Frank, M., and Goyal, V.. “Capital Structure Decisions: Which factors are Reliably Important?” Financial Management, 38 (2009), 1–37.Google Scholar
Frésard, L., and Valta, P.. “How Does Corporate Investment Respond to Increased Entry Threat?” Review of Corporate Finance Studies, 5 (2016), 1–35.Google Scholar
Gao, H. “Optimal Compensation Contracts When Managers Can Hedge.” Journal of Financial Economics, 97 (2010), 218–238.Google Scholar
Garvey, G., and Hanka, G.. “Capital Structure and Corporate Control: The Effect of Antitakeover Statutes on Firm Leverage.” Journal of Finance, 54 (1999), 519–546.Google Scholar
Graham, J. “Taxes and Corporate Finance: A Review.” Review of Financial Studies, 16 (2003), 1075–1129.Google Scholar
Graham, J.; Lang, M.; and Shackelford, D.. “Employee Stock Options, Corporate Taxes, and Debt Policy.” Journal of Finance, 59 (2004), 1585–1618.Google Scholar
Graham, J., and Leary, M.. “A Review of Empirical Capital Structure Research and Directions for the Future.” Annual Reviews of Financial Economics, 3 (2011), 309–345.Google Scholar
Graham, J., and Tucker, A.. “Tax Shelters and Corporate Debt Policy.” Journal of Financial Economics, 81 (2006), 563–594.Google Scholar
Harford, J.; Schonlau, R.; and Stanfield, J.. “Trade Relationships, Indirect Economic Links, and Mergers.” Management Science, 65 (2019), 3085–3110.Google Scholar
Harris, M., and Raviv, A.. “The Theory of Capital Structure.” Journal of Finance, 46 (1991), 297–355.Google Scholar
Heider, F., and Ljungqvist, A.. “As Certain as Debt and Taxes: Estimating the Tax Sensitivity of Leverage from State Tax Changes.” Journal of Financial Economics, 118 (2015), 684–712.Google Scholar
Hirsch, B., and Macpherson, D.. “Union Membership and Coverage Database from the Current Population Survey: Note.” Industrial & Labor Relations Review, 56 (2003), 349–354.Google Scholar
Hoberg, G., and Phillips, G.. “Text-Based Network Industries and Endogenous Product Differentiation.” Journal of Political Economy, 124 (2016), 1423–1465.Google Scholar
Hoberg, G.; Phillips, G.; and Prabhala, N.. “Product Market Threats, Payouts, and Financial Flexibility.” Journal of Finance, 69 (2014), 293–324.Google Scholar
Hong, H., and Kacperczyk, M.. “The Price of Sin: The Effects of Social Norms on Markets.” Journal of Financial Economics, 93 (2009), 15–36.Google Scholar
Hong, H., and Kacperczyk, M.. “Competition and Bias.” Quarterly Journal of Economics, 125 (2010), 1683–1725.Google Scholar
Huang, J., and Kisgen, D.. “Gender and Corporate Finance: Are Male Executives Overconfident Relative to Female Executives?” Journal of Financial Economics, 108 (2013), 822–839.Google Scholar
Israel, R. “Capital Structure and the Market for Corporate Control: The Defensive Role of Debt Financing.” Journal of Finance, 46 (1991), 1391–1409.Google Scholar
Jensen, M. “Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers.” American Economic Review, 76 (1986), 323–329.Google Scholar
Jensen, M., and Meckling, W.. “Theory of the Firm: Managerial Behavior, Agency Costs and Ownership Structure.” Journal of Financial Economics, 3 (1976), 305–360.Google Scholar
John, K.; Knyazeva, A.; and Knyazeva, D.. “Does Geography Matter? Firm Location and Corporate Payout Policy.” Journal of Financial Economics, 101 (2011), 533–551.Google Scholar
Johnson, S., and Mitton, T.. “Cronyism and Capital Controls: Evidence from Malaysia.” Journal of Financial Economics, 67 (2003), 351–382.Google Scholar
Kale, J., and Shahrur, H.. “Corporate Capital Structure and the Characteristics of Suppliers and Customers.” Journal of Financial Economics, 83 (2007), 321–365.Google Scholar
Karpoff, J.; Schonlau, R.; and Wehrly, E.. “Do Takeover Defense Indices Measure Takeover Deterrence?” Review of Financial Studies, 30 (2017), 2359–2412.Google Scholar
Kelly, B., and Ljungqvist, A.. “Testing Asymmetric-Information Asset Pricing Models.” Review of Financial Studies, 25 (2012), 1366–1413.Google Scholar
Khwaja, A., and Mian, A.. “Do Lenders Favor Politically Connected Firms? Rent Provision in an Emerging Financial Market.” Quarterly Journal of Economics, 120 (2005), 1371–1411.Google Scholar
Kini, O., and Williams, R.. “Tournament Incentives, Firm Risk, and Corporate Policies.” Journal of Financial Economics, 103 (2012), 350–376.Google Scholar
Klasa, S.; Ortiz-Molina, H.; Serfling, M.; and Srinivasan, S.. “Protection of Trade Secrets and Capital Structure Decisions.” Journal of Financial Economics, 128 (2018), 266–286.Google Scholar
Knopf, J.; Nam, J.; and Thornton, J. Jr. “The Volatility and Price Sensitivities of Managerial Stock Option Portfolios and Corporate Hedging.” Journal of Finance, 57 (2002), 801–812.Google Scholar
Kostovetsky, L. “Political Capital and Moral Hazard.” Journal of Financial Economics, 116 (2015), 144–159.Google Scholar
Larkin, Y. “Brand Perception, Cash Flow Stability, and Financial Policy.” Journal of Financial Economics, 110 (2013), 232–253.Google Scholar
Lemmon, M.; Roberts, M.; and Zender, J.. “Back to the Beginning: Persistence and the Cross-Section of Corporate Capital Structure.” Journal of Finance, 63 (2008), 1575–1608.Google Scholar
Li, J., and Tang, D.. “The Leverage Externalities of Credit Default Swaps.” Journal of Financial Economics, 120 (2016), 491–513.Google Scholar
Lovett, M.; Peres, R.; and Shachar, R.. “A Data Set of Brands and Their Characteristics.” Marketing Science, 33 (2014), 609–617.Google Scholar
Maksimovic, V. “Capital Structure in Repeated Oligopolies.” RAND Journal of Economics, 19 (1988), 389–407.Google Scholar
Maksimovic, V., and Titman, S.. “Financial Policy and a Firm’s Reputation for Product Quality.” Review of Financial Studies, 2 (1991), 175–200.Google Scholar
Malmendier, U.; Tate, G.; and Yan, J.. “Overconfidence and Early-Life Experiences: The Effect of Managerial Traits on Corporate Financial Policies.” Journal of Finance, 66 (2011), 1687–1733.Google Scholar
Massa, M.; Yasuda, A.; and Zhang, L.. “Supply Uncertainty of the Bond Investor Base and the Leverage of the Firm.” Journal of Financial Economics, 110 (2013), 185–214.Google Scholar
Matsa, D. “Capital Structure as a Strategic Variable: Evidence from Collective Bargaining.” Journal of Finance, 65 (2010), 1197–1232.Google Scholar
Mitton, T. “Methodological Variation in Empirical Corporate Finance.” Review of Financial Studies, 35 (2022), 527–575.Google Scholar
Modigliani, F., and Miller, M.. “The Cost of Capital, Corporation Finance and the Theory of Investment.” American Economic Review, 48 (1958), 261–297.Google Scholar
Myers, S. “The Capital Structure Puzzle.” Journal of Finance, 39 (1984), 575–592.Google Scholar
Myers, S. “Capital Structure.” Journal of Economic Perspectives, 15 (2001), 81–102.Google 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.Google Scholar
Öztekin, Ö. “Capital Structure Decisions Around the World: Which Factors are Reliably Important?” Journal of Financial and Quantitative Analysis, 50 (2015), 301–323.Google Scholar
Parsons, C., and Titman, S.. “Empirical Capital Structure: A Review.” Foundations and Trends in Finance, 3 (2008), 1–93.Google Scholar
Perotti, E., and Spier, K.. “Capital Structure as a Bargaining Tool: The Role of Leverage in Contract Renegotiation.” American Economic Review, 83 (1993), 1131–1141.Google Scholar
Poitevin, M. “Financial Signalling and the “Deep-Pocket” Argument.” RAND Journal of Economics, 20 (1989), 26–40.Google Scholar
Rajan, R., and Zingales, L.. “What Do We Know About Capital Structure? Some Evidence from International Data.” Journal of Finance, 50 (1995), 1421–1460.Google Scholar
Roberts, M., and Sufi, A.. “Control Rights and Capital Structure: An Empirical Investigation.” Journal of Finance, 64 (2009), 1657–1659.Google Scholar
Roberts, M., and Whited, T.. “Endogeneity in Empirical Corporate Finance.” In Handbook of the Economics of Finance, Vol. 2, Constantinides, G., Harris, M., and Stulz, R., eds. New York, NY: Elsevier (2013), 493–572.Google Scholar
Saretto, A., and Tookes, H.. “Corporate Leverage, Debt Maturity, and Credit Supply: The Role of Credit Default Swaps.” Review of Financial Studies, 26 (2013), 1190–1247.Google Scholar
Sen, R., and Tumarkin, R.. “Stocking Up: Executive Optimism, Option Exercise, and Share Retention.” Journal of Financial Economics, 118 (2015), 399–430.Google Scholar
Serfling, M. “Firing Costs and Capital Structure Decisions, Journal of Finance, 71 (2016), 2239–2286.Google Scholar
Shivdasani, A., and Stefanescu, I.. “How Do Pensions Affect Corporate Capital Structure Decisions?” Review of Financial Studies, 23 (2010), 1287–1323.Google Scholar
Simintzi, E.; Vig, V.; and Volpin, P.. “Labor Protection and Leverage.” Review of Financial Studies, 28 (2015), 561–591.Google Scholar
Smith, J. D. “US Political Corruption and Firm Financial Policies.” Journal of Financial Economics, 121 (2016), 350–367.Google Scholar
Stulz, R. “Managerial Control of Voting Rights: Financing Policies and the Market for Corporate Control.” Journal of Financial Economics, 20 (1988), 25–54.Google Scholar
Subrahmanyam, M.; Tang, D.; and Wang, S.. “Does the Tail Wag the Dog? The Effect of Credit Default Swaps on Credit Risk.” Review of Financial Studies, 27 (2014), 2927–2960.Google Scholar
Sugarman, D., and Straus, M.. “Indicators of Gender Equality for American States and Regions.” Social Indicators Research, 20 (1988), 229–270.Google Scholar
Titman, S. “The Effect of Capital Structure on a Firm’s Liquidation Decision.” Journal of Financial Economics, 13 (1984), 137–151.Google Scholar
Titman, S., and Wessels, R.. “The Determinants of Capital Structure Choice.” Journal of Finance, 43 (1988), 1–19.Google Scholar
Valta, P. “Competition and the Cost of Debt.” Journal of Financial Economics, 105 (2012), 661–682.Google Scholar
Volkova, E. “Blockholders Diversity: Effect of Polyphony on the Power of Monitoring.” Unpublished Manuscript (2018).Google Scholar
Wald, J., and Long, M.. “The Effect of State Laws on Capital Structure.” Journal of Financial Economics, 83 (2007), 297–319.Google Scholar
Xu, J. “Profitability and Capital Structure: Evidence from Import Penetration.” Journal of Financial Economics, 106 (2012), 427–446.Google Scholar
Zwiebel, J. “Dynamic Capital Structure Under Managerial Entrenchment.” American Economic Review, 86 (1996), 1197–1215.Google Scholar
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