Download presentation
Presentation is loading. Please wait.
Published byAugustus Walters Modified over 8 years ago
1
Can Risk Management Help Prevent Bankruptcy? Monica Marin Ph.D. Candidate, Finance
2
Motivation Warren Buffett: "Derivatives are financial weapons of mass destruction, carrying dangers that, while now latent, are potentially lethal.“ (2002 Berkshire Hathaway Annual Report)
3
Question and Hypothesis QUESTION: Are risk management instruments used for risk reduction or for speculation purposes? HYPOTHESIS: The use of risk management instruments reduces the probability of default.
4
Related Literature Arguments for the use of risk management instruments to: REDUCE RISK Smith and Stulz,1985 Limited empirical evidence on the relationship between risk management and bankruptcy: · no relationship (Nance, Smith Jr., Smithson(1993), Mian(1996)) · weak relationship (Fok, Carroll, and Chiou, 1997) · strong relationship (Judge, 2006) SPECULATE Faulkender, 2005: interest rate risk management is driven by speculation
5
Approach I: Duration Model A discrete time duration model (complementary log- log regression) Takes account of: the sequential nature of the data censoring time-varying covariates
6
Approach II: Distance to Default Structural model (the Black-Scholes-Merton option pricing model) Advantages: extracts information from market prices computes the probability of default / distance to default independently for any firm Disadvantages: assumes: market efficiency perfect liquidity lack of arbitrage conditions does not incorporate financial restructuring
7
Approach II: Distance to Default (Contd.) Firm equity ~ a call option on the assets of the firm strike price equals the value of zero coupon debt with maturity at time T If at time T, then exercise; else let option expire and default The value of the call option is equal to
8
Approach II: Distance to Default (Contd.) The value of the firm: The market value of common equity: Equity volatility & Asset volatility:
9
Approach II: Distance to Default (Contd.) Distance to Default: Expected Default Probability:
10
Data 344 firms: 172 pairs (bankrupt and non-bankrupt) Time period: bankruptcies occurring between 1998 and 2005, followed between 1994 and 2004 Matching criteria: asset size and industry in the fiscal year before bankruptcy
11
GMM Results (Duration Analysis)
12
GMM Results (Distance to Default)
13
GMM Results (Asset Volatility)
14
GMM Results: Changes in DD
15
GMM Results: Changes in AV
16
Conclusion Risk management is associated with: lower probability of bankruptcy higher distance to default lower asset volatility The benefit of using risk management instruments is greater when : interest rate hedging needs are high foreign currency hedging needs are high commodity price hedging needs are low
Similar presentations
© 2024 SlidePlayer.com Inc.
All rights reserved.