Credit Risk Management Using Merton Model
Post date: Sep 23, 2018 5:44:39 PM
R. Merton published a seminal paper [1] that laid the foundation for the development of structural credit risk models. In this post, we’re going to provide an example of how it can be used for managing credit risks.
Within the Merton model, equity of a firm is considered a call option on its asset, and it is expressed as follows,
where E denotes the equity of the firm,
V is the firm’s asset,
is the asset volatility,
B is the notional amount of the debt,
r is the risk-free interest rate, and
We note that both asset (V) and its volatility
are not observable. However, the asset volatility can be related to equity and its volatility through the following equation,
where denotes the volatility of equity.
These 2 equations can be solved simultaneously in order to obtain V and its volatility
which are then used to determine the credit spread
Having the credit spread, we will be able to calculate the probability of default (PD). Loss given default (LGD) can also be derived under Merton framework.
Graph below shows the term structures of credit spread under various scenarios for the leverage ratio (B/V).
Term structure of credit spread
It’s worth mentioning that the Merton model usually underestimates credit spreads. This is due to several factors such as the volatility risk premium, firm’s idiosyncratic risks and the assumptions embedded in the Merton model. This phenomenon is called the credit spread puzzle. Research is being conducted actively in order to improve the model.
References
[1] Merton, R. C. 1974, On the Pricing of Corporate Debt: The Risk Structure of Interest Rates, Journal of Finance, Vol. 29, pp. 449–470.
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