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Capital Structure <strong>in</strong> Banks 233<br />

σ<br />

E<br />

2<br />

= σ ⋅52 (5.62) 460<br />

E,<br />

W<br />

As def<strong>in</strong>ed above, we use as a start<strong>in</strong>g po<strong>in</strong>t for the iterative procedure:<br />

V A<br />

′ = DP ′ + V E<br />

<strong>and</strong> σ A<br />

= σ E<br />

/4<br />

We then proceed by iterat<strong>in</strong>g on Equations (5.52) <strong>and</strong> (5.53) until the<br />

<strong>in</strong>ferred values deviate from the observed <strong>in</strong>put values less than ε = 0.01%.<br />

The results for V A<br />

<strong>and</strong> σ A<br />

are shown <strong>in</strong> Table 5.5.<br />

In order to calculate the distance to default (DTD), we first need to<br />

determ<strong>in</strong>e the implied default probabilities. For Deutsche Bank, we use the<br />

long-term senior debt rat<strong>in</strong>g from St<strong>and</strong>ard & Poor’s <strong>and</strong> the results from<br />

Br<strong>and</strong> <strong>and</strong> Bahar. 461 By us<strong>in</strong>g an exponential regression on the S&P default<br />

observations, we can <strong>in</strong>fer the follow<strong>in</strong>g equation from mapp<strong>in</strong>g rat<strong>in</strong>g [AAA;<br />

CCC] to numbers [1; 18]: 462<br />

PD = 0.004%⋅e (0.4699⋅Rat<strong>in</strong>g-Number) (5.63)<br />

Smooth<strong>in</strong>g the results, we can derive the results shown <strong>in</strong> Table 5.6.<br />

By apply<strong>in</strong>g the <strong>in</strong>verse st<strong>and</strong>ard normal function, we arrive at the results<br />

shown <strong>in</strong> Table 5.7.<br />

Sett<strong>in</strong>g the market risk premium equal to 6% <strong>and</strong> estimat<strong>in</strong>g β (from<br />

the same weekly returns as σ E<br />

) <strong>and</strong> s (the bond spreads above the risk-free<br />

rate 463 ), we can estimate µ, the market value weighted average costs of capital,<br />

as shown <strong>in</strong> Table 5.8.<br />

And we f<strong>in</strong>ally arrive at the results shown <strong>in</strong> Table 5.9.<br />

Table 5.5<br />

Iterative Procedure<br />

1999 1998<br />

Input<br />

V E<br />

52.0 35.6<br />

DP ′ 809.0 620.0<br />

σ<br />

1<br />

E<br />

37.0% 41.5%<br />

Output from iterative module<br />

V A<br />

821.530 625.329<br />

σ A<br />

2.35% 2.38%<br />

1 Note:The actual results were rounded (37.1% <strong>and</strong> 41.7%).<br />

460 This formula assumes a constant volatility over time.<br />

461 See Br<strong>and</strong> <strong>and</strong> Bahar (1999), p. 15. S<strong>in</strong>ce the two authors are with S&P, the results<br />

should be consistent.<br />

462 Obviously, this is only a shortcut for deriv<strong>in</strong>g exactly calibrated results.<br />

463 We used aga<strong>in</strong> Bundesbank (2000), p. 51, for a rough estimate that is not exactly<br />

trimmed to Deutsche Bank bond issues.

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