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Capital Structure <strong>in</strong> Banks 183<br />

EL P<br />

Probability<br />

Confidence Level<br />

UL P = σLoss<br />

Losses<br />

Economic Capital<br />

= UL P x CM<br />

Figure 5.7 Economic capital for credit risk.<br />

Source: Adapted from Ong (1999), p. 169.<br />

0<br />

S<strong>in</strong>ce the sum of ULC i<br />

s equals UL P<br />

, we can attribute the necessary economic<br />

capital at the s<strong>in</strong>gle transaction level as follows:<br />

Therefore:<br />

Economic Capital P<br />

= UL P<br />

⋅ CM (5.21)<br />

Economic Capital i<br />

= ULC i<br />

⋅ CM (5.22)<br />

that is, the required economic capital at the s<strong>in</strong>gle credit transaction level is<br />

directly proportional to its contribution to the overall portfolio credit risk.<br />

The crucial task <strong>in</strong> estimat<strong>in</strong>g economic capital is, therefore, the choice<br />

of the probability distribution, because we are only <strong>in</strong>terested <strong>in</strong> the tail of<br />

this distribution. Credit risks are not normally distributed but highly skewed<br />

because, as mentioned previously, the upward potential is limited to receiv<strong>in</strong>g<br />

at maximum the promised payments <strong>and</strong> only <strong>in</strong> very rare events to<br />

los<strong>in</strong>g a lot of money.<br />

One distribution often re<strong>com</strong>mended 222 <strong>and</strong> suitable for this practical<br />

222 See Ong (1999), p. 164. Other re<strong>com</strong>mended distributions for f<strong>in</strong>d<strong>in</strong>g an analytic<br />

solution to economic capital are the <strong>in</strong>verse normal distribution (see Ong (1999), p.<br />

184) or distributions that are also used <strong>in</strong> extreme value theory (EVT) such as Cauchy,<br />

Gumbel, or Pareto distributions. For a detailed discussion of EVT, see Reiss <strong>and</strong><br />

Thomas (1997), Embrechts et al. (1997 <strong>and</strong> 1998), McNeil <strong>and</strong> Salad<strong>in</strong> (1997), <strong>and</strong><br />

McNeil (1998).

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