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220 RISK MANAGEMENT AND VALUE CREATION IN FINANCIAL INSTITUTIONS<br />

■<br />

■<br />

As described <strong>in</strong> detail, we can use the sophisticated, value-at-riskbased<br />

risk measurement models for market, credit, <strong>and</strong> operational<br />

risk to derive the total required economic capital for the bank <strong>in</strong> a<br />

bottom-up procedure. In order to do so, we would need data on a<br />

transaction-by-transaction level. 412 S<strong>in</strong>ce the aggregation of thusderived<br />

economic capital numbers is associated with difficulties <strong>in</strong><br />

estimat<strong>in</strong>g the correct correlations between the various types of risk<br />

as well as substantial model<strong>in</strong>g risk (especially for operational risk<br />

capital), the results tend to be ambiguous. 413<br />

Economic capital can be estimated from a top-down perspective us<strong>in</strong>g<br />

an approach based on option pric<strong>in</strong>g theory. 414 We will present <strong>in</strong><br />

this section a new version of this approach that uses the (future)<br />

development of the (market) value of a firm’s assets to model default<br />

risk. S<strong>in</strong>ce default occurs when the value of a firm’s assets falls so<br />

low that they are worth less than the firm’s liabilities, one can use<br />

this fact to estimate the probability of default. 415 However, <strong>in</strong> this<br />

section we will turn this approach upside-down. We will <strong>in</strong>fer the<br />

probability of default from publicly available agency rat<strong>in</strong>gs 416 (for<br />

senior debt issues of the bank). We then use this estimate <strong>in</strong> <strong>com</strong>b<strong>in</strong>ation<br />

with an assumed asset distribution to f<strong>in</strong>d the distance between<br />

the default po<strong>in</strong>t (i.e., is the critical threshold po<strong>in</strong>t of the<br />

asset distribution at the implied default probability) <strong>and</strong> the expected<br />

value of the assets. As we have seen, the distance (expressed <strong>in</strong> dollar<br />

terms) between these two po<strong>in</strong>ts of the distribution is similar to a<br />

VaR-based estimate of economic capital. We will use this newly<br />

suggested top-down approach to check the results from the bottomup<br />

procedure.<br />

412 Unfortunately, the <strong>com</strong>plete set of such <strong>in</strong>formation is unavailable to bank outsiders<br />

for disclosure <strong>and</strong> <strong>com</strong>petitive reasons <strong>and</strong>, hence, such an analysis cannot be<br />

provided <strong>in</strong> this book.<br />

413 Additionally, often—accord<strong>in</strong>g to anecdotal evidence—operational risk capital is<br />

estimated to match the difference between economic capital from other sources <strong>and</strong><br />

the total of either book or market value of equity <strong>and</strong> is, hence, associated with<br />

relatively large uncerta<strong>in</strong>ty.<br />

414 See Gupton et al. (1997), p. 59. Consult<strong>in</strong>g <strong>com</strong>panies such as Oliver, Wyman &<br />

Company can use their broad experience <strong>in</strong> the f<strong>in</strong>ancial services <strong>in</strong>dustry <strong>and</strong> can<br />

use benchmarks for <strong>com</strong>parable f<strong>in</strong>ancial <strong>in</strong>stitutions to derive reasonable top-down<br />

estimates of economic capital.<br />

415 The lead<strong>in</strong>g <strong>com</strong>mercial version of this approach is a model provided by KMV;<br />

see Gupton et al. (1997), p. 59.<br />

416 From St<strong>and</strong>ard & Poor’s (S&P) or Moody’s.

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