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Journal of Financial Stability 3 (2007) 85–131

A market-based framework for bankruptcy prediction
Alexander S. Reisz a,∗ , Claudia Perlich b,1 a U.S. Treasury Department, Office of the Comptroller of the Currency, 250 E Street SW, Mail Stop 2-1,
Washington, DC 20219, United States b Data Analytics Research Group, IBM T.J. Watson Research Center, 1101 Kitchawan Road,
Route 134, P.O. Box 218, Yorktown Heights, NY 10598, United States
Received 12 October 2006; received in revised form 16 February 2007; accepted 20 February 2007
Available online 28 February 2007

Abstract
We estimate probabilities of bankruptcy for 5784 industrial firms in the period 1988–2002 in a model where common equity is viewed as a down-and-out barrier option on the firm’s assets. Asset values and volatilities as well as firm-specific bankruptcy barriers are simultaneously backed out from the prices of traded equity.
Implied barriers are significantly positive and monotonic in the firm’s leverage and asset volatility. Our default probabilities display better calibration and discriminatory power than the ones inferred in a standard
Black and Scholes [Black, F., Scholes, M., 1973. The pricing of options and corporate liabilities. J. Pol.
Econ. 81, 637–659]/Merton [Merton, R.C., 1974. On the pricing of corporate debt: the risk structure of interest rates. J. Finance 29, 449–470] and KMV frameworks. However, accounting-based measures such as Altman Z- and Z -scores outperform structural models in 1-year-ahead bankruptcy predictions, but lose relevance as the forecast horizon is extended.
© 2007 Elsevier B.V. All rights reserved.
JEL classification: G13; G33
Keywords: Probability of default; Structural models; Barrier option; Discriminatory power; Recalibration

1. Introduction
The purpose of this paper is two-fold. First, we estimate default probabilities for close to 6000 industrial firms in the period 1988–2002, refining the estimation procedure within a structural

1



References: Akaike, H., 1974. A new look at the statistical model identification. IEEE Trans. Auto. Contrl. 19, 716–723. Altman, E.I., 1968. Financial ratios, discriminant analysis, and the prediction of corporate bankruptcy. J. Finance 4, 589–609. Altman, E.I., 1993. Corporate Financial Distress and Bankruptcy, second ed. Wiley Finance, New York. Altman, E.I., Kishore, V.M., 1996. Almost everything you wanted to know about recoveries on defaulted bonds. Financial Anal Anderson, R., Sundaresan, S., 1996. Design and valuation of debt contracts. Rev. Financial Studies 9, 37–68. Andrade, G., Kaplan, S., 1998. How costly is financial (not economic) distress? Evidence from highly levered transactions that became distressed Avellaneda, M., Zhu, J., 2001. Modeling the distance-to-default process of a firm. RISK Magazine. Barclay, M.J., Smith, C.W., 1995. The maturity structure of corporate debt. J. Finance 50, 609–631. Bensoussan, A., Crouhy, M., Galai, D., 1995. Stochastic equity volatility and the capital structure of the firm. In: Howison, S.D., Kelly, F.P., Wilmott, P Bhanot, K., 2003. Pricing corporate bonds with rating-based covenants. J. Fixed Income 12, 57–64. Black, F., Scholes, M., 1973. The pricing of options and corporate liabilities. J. Pol. Econ. 81, 637–659. Black, F., Cox, J.C., 1976. Valuing corporate securities: some effects of bond indenture provisions. J. Finance 31, 351–367. Brockman, P., Turtle, H.J., 2003. A barrier option framework for corporate security valuation. J. Financial Econ. 67, 511–529. Chesney, M., Jeanblanc-Piqu´ , M., Yor, M., 1995. Brownian excursions and Parisian barrier options. Adv. Appl. Probability e Chesney, M., Gibson-Asner, R., 1999. The investment policy and the pricing of equity in a levered firm: a re-examination of the contingent claims valuation approach Collin-Dufresne, P., Goldstein, R., 2001. Do credit spreads reflect stationary leverage ratios? J. Finance 56, 1929–1957. Core, J., Schrand, C., 1999. The effect of accounting-based debt covenants on equity valuation. J. Account. Econ. 27, 1–34. Crosbie, P.J., Bohn, J.R., 2002. Modeling Default Risk. KMV Corporation, San Francisco. Cummins, J.D., Grace, M.F., Phillips, R.D., 1999. Regulatory solvency prediction in property-liability insurance: riskbased capital, audit ratios, and cash flow simulation. J. Risk Insurance 66, 417–458. Davydenko, S.A., 2005. When do firms default? A study of the default boundary. Working paper. London Business School. Dichev, I., 1998. Is the risk of bankruptcy a systematic risk? J. Finance 53, 1131–1147. Dionne, G., Sadok L., Sofiane M., Madalina, P., 2006. Estimation of the default risk of publicly traded Canadian companies. e Duan, J.-C., 1994 Duffee, G., 1998. The relation between Treasury yields and corporate bond yield spreads. J. Finance 53, 2225–2241. Duffie, D., Lando, D., 2001. Term structure of credit spreads with incomplete accounting information. Econometrica 69, 633–664. Eberhart, A.C., Moore, W.T., Roenfeldt, R.L., 1990. Security pricing and deviations from the absolute priority rule in bankruptcy proceedings Eom, Y.H., Helwege, J., Huang, J., 2004. Structural models of corporate bond pricing: an empirical analysis. Rev. Financial Studies 17, 499–544. Ericsson, J., Reneby, J., 2005. Estimating structural bond pricing models. J. Business 78, 707–735. Fan, H., Sundaresan, S., 2000. Debt valuation, renegotiation, and optimal dividend policy. Rev. Financial Studies 13, 1057–1099. Francois, P., Morellec, E., 2004. Capital structure and asset prices: some effects of bankruptcy procedures. J. Business ¸ Franks, J.R., Torous, W.N., 1989. An empirical investigation of U.S. firms in reorganization. J. Finance 44, 747–769. Franks, J.R., Torous, W.N., 1994. A comparison of financial recontracting in distressed exchanges and Chapter 11 reorganizations Galai, D., Masulis, R., 1976. The option pricing model and the risk factor of stock. J. Financial Econ. 3, 53–81. Galai, D., Raviv, A., Wiener, Z., 2005. Liquidation triggers and the valuation of equity and debt. Unpublished working paper Geske, R., 1978. The valuation of compound options. J. Financial Econ. 7, 63–81. Giesecke, K., 2006. Default and information. J. Econ. Dyn. Control 30, 2281–2303. Giesecke, K., 2004. Credit risk modeling and valuation: an introduction. In: Shimko, D. (Ed.), Credit Risk: Models and Management, vol Gillan, S.L., Martin, J.D., 2004. Financial engineering, corporate governance, and the collapse of Enron. Unpublished working paper Guedes, J., Opler, T., 1996. The determinants of the maturity of corporate debt issues. J. Finance 51, 1809–1833. Hand, D., 1997. Construction of Assessment of Classification Rules. Wiley Series in Probability and Statistics, New York. Helwege, J., 1999. How long do junk bonds spend in default? J. Finance 54, 341–357. Hillegeist, S.A., Keating, E.K., Cram, D.P., Lundstedt, K.G., 2004. Assessing the probability of bankruptcy. Rev. Accounting Studies 9, 5–34. Huang, J.-Z., Huang, M., 2003. How much of the corporate-Treasury yield spread is due to credit risk? Working paper. Hull, J., Izzy, N., Alan, W., 2004. Merton’s model, credit risk, and volatility skews. J. Credit Risk 1, 1–27. Jensen, M.C., Meckling, W.H., 1976. Theory of the firm: managerial behavior, agency costs and ownership structure. J. John, K., Brito, J.A., 2000. Risk-avoidance induced by risky debt. Unpublished working paper. Stern School of Business, New York University. A.S. Reisz, C. Perlich / Journal of Financial Stability 3 (2007) 85–131 131 Jones, E.P., Mason, S.P., Rosenfeld, E., 1984. Contingent claims analysis of corporate capital structures: an empirical investigation Kealhofer, S., 2000. The Quantification of Credit Risk. KMV Corporation, San Francisco. Kim, I.J., Ramaswamy, K., Sundaresan, S., 1993. Does default risk in coupons affect the valuation of corporate bonds? A contingent claims model Layish, D.N., 2001. A monitoring role for deviations from absolute priority in bankruptcy resolution. Unpublished Dissertation Thesis Leland, H.E., 1994. Corporate debt value, bond covenants, and optimal capital structure. J. Finance 49, 987–1019. Leland, H.E., 2002. Predictions of expected default frequencies in structural models of debt. Unpublished working paper. Leland, H.E., Toft, K.B., 1996. Optimal capital structure, endogenous bankruptcy, and the term structure of credit spreads. Longstaff, F.A., Schwartz, E.S., 1995. A simple approach to valuing risky fixed and floating rate debt. J. Finance 50, 789–819. Mella-Barral, P., Perraudin, W., 1997. Strategic debt service. J. Finance 52, 531–556. Mello, A.S., Parsons, J.E., 1995. Maturity structure of a hedge matters: lessons from the Metallgesellschaft debacle. J.

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