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

<strong>and</strong><br />

d<br />

2<br />

2<br />

⎛ VA′<br />

⎞ ⎛ σ ⎞<br />

A<br />

ln⎜<br />

⎟ + r T<br />

⎝ DP′<br />

⎜ −<br />

⎠ 2<br />

⎟<br />

⎝ ⎠<br />

⋅<br />

=<br />

= d1<br />

−σ<br />

A<br />

⋅<br />

σ ⋅ T<br />

A<br />

where N(⋅) = Cumulative st<strong>and</strong>ard normal probability distribution<br />

function<br />

r = <strong>Risk</strong>-free rate (note that we are still <strong>in</strong> a risk-neutral evaluation<br />

world 444 for deriv<strong>in</strong>g the value of V E<br />

)<br />

T = Time to maturity (= 1 [see horizon discussion above])<br />

Whereas <strong>in</strong> Equation (5.52) V A<br />

′ is only a first proxy of what the true<br />

value of the assets of a bank is, σ A<br />

is unknown. Yet, both <strong>in</strong>put parameters<br />

are unobservable. However, s<strong>in</strong>ce we know that equity is a call option on<br />

the firm’s value, equity can be also def<strong>in</strong>ed as a portfolio that consists of ∆<br />

units 445 of firm value <strong>and</strong> a short position <strong>in</strong> the risk-free asset. Therefore,<br />

we can <strong>in</strong>fer that the return on equity is perfectly correlated with the return<br />

on the value of the firm for small changes <strong>in</strong> the value of the firm 446 <strong>and</strong> can<br />

show that the volatility of the rate of return (σ E<br />

) of the option V E<br />

is:<br />

VA<br />

σE<br />

= ∆ ⋅σA<br />

(5.53)<br />

VE<br />

This means that the volatility of equity is equal to ∆V A<br />

/V E<br />

times the<br />

volatility of the firm σ A<br />

<strong>and</strong> the ∆ is equal to the option delta N(d 1<br />

). 447<br />

Given that we can observe the volatility of the rate of return σ E<br />

<strong>in</strong> the<br />

stock market, we have now two unknowns <strong>and</strong> two equations: Equations<br />

(5.52) <strong>and</strong> (5.53). Therefore, we can now determ<strong>in</strong>e V A<br />

<strong>and</strong> σ A<br />

. However,<br />

as when try<strong>in</strong>g to determ<strong>in</strong>e implied volatilities for quoted option prices, we<br />

cannot <strong>in</strong>vert the option-pric<strong>in</strong>g formula <strong>and</strong> need to apply an iterative search<br />

procedure 448 to solve both equations simultaneously. 449<br />

We use as observable <strong>in</strong>put V E<br />

, DP′, r, <strong>and</strong> T, <strong>and</strong> estimate σ E<br />

as the<br />

annualized volatility of the stock market returns <strong>in</strong> the year prior to the<br />

estimation po<strong>in</strong>t <strong>in</strong> time (i.e., year end). As def<strong>in</strong>ed previously, we use as a<br />

start<strong>in</strong>g po<strong>in</strong>t for the iterative procedure:<br />

V A<br />

′ = DP′ + V E<br />

(see Equation [5.51] above) <strong>and</strong> σ A<br />

= σ E<br />

/4<br />

T<br />

444 See Hull (1997), pp. 239–240.<br />

445 As we will see shortly, ∆ is the option delta N(d 1<br />

).<br />

446 A small change <strong>in</strong> the value of the firm d changes the value of the equity by ∆dV A<br />

,<br />

see Stulz (2000), p. 18-9.<br />

447 See Cordell <strong>and</strong> K<strong>in</strong>g (1995), p. 538.<br />

448 See Hull (1997), p. 246.<br />

449 See Stulz (2000), p. 18-12.

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