Beyond Business Intelligence
Predictive Science for Today's Bottom Line
Credit risk is defined as uncertainty of value due to changes in credit quality. Credit risk in ERM is measured using the CreditMetrics approach which is based on the extended Merton model. Merton’s insight was to recognize that the equity in a firm can be considered as a call option on the firm’s assets. As a result, the value of the firm’s debt can be expressed as the amount of liabilities outstanding reduced by the put option on the assets (the strike being the amount of liabilities). In this option theoretic valuation of debt, bonds become riskier if the return on the underlying equity is weakening, if the maturity is long versus short, if the volatility of the equity is higher rather than lower. The put option reduces the value of debt due to the possibility of default. This basic Merton model can be easily extended to include rating changes (see Section 3.2.1.4).
The Rating Transition Matrix summarizes the historical pattern of migration for bond ratings. For example, a BBB bond may be upgraded or downgraded with the following probability:
Given the range of possible values and probability, we can calculate the variance of the future value of a BBB bond
Merton’s theory of the value of a Firm’s debt
Assumption: credit rating is driven by a firm’s asset value