Default Recovery Rates in Credit Risk Modelling: A Review of the Literature and Empirical Evidence

Evidence from many countries in recent years suggests that collateral values and recovery rates (RRs) on corporate defaults can be volatile and, moreover, that they tend to go down just when the number of defaults goes up in economic downturns. This link between RRs and default rates has traditionally been neglected by credit risk models, as most of them focused on default risk and adopted static loss assumptions, treating the RR either as a constant parameter or as a stochastic variable independent from the probability of default (PD). This traditional focus on default analysis has been partly reversed by the recent significant increase in the number of studies dedicated to the subject of recovery-rate estimation and the relationship between default and RRs. This paper presents a detailed review of the way credit risk models, developed during the last 30 years, treat the RR and, more specifically, its relationship with the PD of an obligor. Recent empirical evidence concerning this issue is also presented and discussed. Copyright Banca Monte dei Paschi di Siena SpA, 2004

[1]  Greg M. Gupton LOSSCALC V2: DYNAMIC PREDICTION OF LGD , 2005 .

[2]  Benton E. Gup,et al.  The New Basel Capital Accord , 2004 .

[3]  Klaus Duellmann,et al.  Systematic Risk in Recovery Rates - an Empirical Analysis of U.S. Corporate Credit Exposures , 2004 .

[4]  E. Altman,et al.  Defaults and Returns on High Yield Bonds: First Quarter 2004 , 2004 .

[5]  Til Schuermann What Do We Know About Loss Given Default? , 2004 .

[6]  J. Salomon,et al.  Double impact: Credit risk assessment and collateral value , 2004 .

[7]  J. Dermine,et al.  Bank Loan Losses-Given-Default, Empirical Evidence , 2003 .

[8]  Viral V. Acharya,et al.  Understanding the Recovery Rates on Defaulted Securities , 2003 .

[9]  Esa Jokivuolle,et al.  Incorporating Collateral Value Uncertainty in Loss Given Default Estimates and Loan-to-Value Ratios , 2003 .

[10]  O. Scaillet,et al.  Financial Valuation and Risk Management Working Paper No . 62 On the Way to Recovery : A Nonparametric Bias Free Estimation of Recovery Rate Densities , 2003 .

[11]  Andrea Resti,et al.  The Link between Default and Recovery Rates: Theory, Empirical Evidence and Implications , 2003 .

[12]  Andrea Resti,et al.  The Link between Default and Recovery Rates: Implications for Credit Risk Models and Procyclicality , 2002 .

[13]  Jing-Zhi Huang,et al.  Structural Models of Corporate Bond Pricing: An Empirical Analysis , 2002 .

[14]  Gurdip Bakshi,et al.  Understanding the Role of Recovery in Default Risk Models: Empirical Comparisons and Implied Recovery Rates , 2006 .

[15]  Chunsheng Zhou,et al.  The term structure of credit spreads with jump risk , 2001 .

[16]  Robert Jarrow,et al.  Default Parameter Estimation Using Market Prices , 2001 .

[17]  David T. Hamilton Default and Recovery Rates of Corporate Bond Issuers: 2000 , 2001 .

[18]  John H. Frye,et al.  Depressing Recoveries , 2001 .

[19]  Lea V. Carty,et al.  Bank-Loan Loss Given Default , 2001 .

[20]  Esa Jokivuolle,et al.  A Model for Estimating Recovery Rates and Collateral Haircuts for Bank Loans , 2000 .

[21]  Jon Frye,et al.  Collateral damage detected , 2000 .

[22]  M. Crouhy,et al.  A comparative analysis of current credit risk models , 2000 .

[23]  D. Duffie,et al.  Modeling term structures of defaultable bonds , 1999 .

[24]  Michael B. Gordy A Comparative Anatomy of Credit Risk Models , 1998 .

[25]  David Lando,et al.  On cox processes and credit risky securities , 1998 .

[26]  D. Madan,et al.  Pricing the risks of default , 1998 .

[27]  John J. Mingo,et al.  Industry Practices in Credit Risk Modeling and Internal Capital Allocations: Implications for a Models-Based Regulatory Capital Standard: Summary of Presentation , 1998 .

[28]  T. C. Wilson,et al.  Portfolio Credit Risk , 1998 .

[29]  Valuation models for default-risky securities: An overview , 1998 .

[30]  D. Duffie Defaultable Term Structure Models with Fractional Recovery of Par , 1998 .

[31]  Lucy F. Ackert,et al.  Valuation Models for Default-Risky Securities: An Overview , 1998 .

[32]  William Q. Meeker,et al.  Analysis of Environmental Data with Censored Observations , 1997 .

[33]  R. Jarrow,et al.  A Markov Model for the Term Structure of Credit Risk Spreads , 1997 .

[34]  E. Altman,et al.  Almost Everything You Wanted to Know about Recoveries on Defaulted Bonds , 1996 .

[35]  G. Duffee Estimating the Price of Default Risk , 1996 .

[36]  Alan G. White,et al.  The impact of default risk on the prices of options and other derivative securities , 1995 .

[37]  R. Jarrow,et al.  Pricing Derivatives on Financial Securities Subject to Credit Risk , 1995 .

[38]  E. Altman,et al.  Do Seniority Provisions Protect Bondholders' Investments? , 1994 .

[39]  Walter N. Torous,et al.  A comparison of financial recontracting in distressed exchanges and chapter 11 reorganizations , 1994 .

[40]  Suresh M. Sundaresan,et al.  Does Default Risk in Coupons Affect the Valuation of Corporate Bonds?: A Contingent Claims Model , 1993 .

[41]  Andrei Shleifer,et al.  Liquidation Values and Debt Capacity: A Market Equilibrium Approach , 1992 .

[42]  Robert B. Litterman,et al.  Corporate bond valuation and the term structure of credit spreads , 1991 .

[43]  E. Altman Measuring Corporate Bond Mortality and Performance , 1989 .

[44]  J. Hull Options, futures, and other derivative securities , 1989 .

[45]  L. Fisher Contingent Claims Analysis of Corporate Capital Structures: An Empirical Investigation , 1984 .

[46]  R. Geske JOURNAL OF FINANCIAL AND QUANTITATIVE ANALYSIS November 1977 THE VALUATION OF CORPORATE LIABILITIES AS COMPOUND OPTIONS , 2009 .

[47]  E. Altman,et al.  ZETATM analysis A new model to identify bankruptcy risk of corporations , 1977 .

[48]  F. Black,et al.  The Pricing of Options and Corporate Liabilities , 1973, Journal of Political Economy.