99 Risk Neutral Valuation
Risk Neutral Valuation¶
Suppose our economy includes stock \(S\), riskless money market account \(B\) with interest rate \(r\) and derivative claim \(f\)
Assuming there’s only 2 possible outcomes at time \(dt\)
Naive Approach¶
Current price of a derivative claim is determined by current price of portfolio which exactly replicates the payoff of the derivative at maturity
Consider Forward contract with pays \(S-K\) at time \(dt\). One could think that its strike \(K\) should be defined by the “real world” transition probability \(p\) $$ p(S_1 - k) + (1-p) (S_2 - k) = p S_1 + (1-p) S_2 - k \ p = ½ \implies k_0 = (S_1 + S_2)/2 $$
- Borrow \(S_0\) to buy stock. Enter forward contract with strike \(k_0\)
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In time \(dt\) deliver stock in exchange for \(k_0\) and repay \(S_0 e^{r \ dt}\)
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If \(k_0 > S_0 e^{r \ dt}\), riskless profit
- If \(k_0 < S_0 e^{r \ dt}\), definite loss
Notes
- Given current price of the stock and assumptions on the dynamics of stock price, there is no uncertainty about the price of a derivative.
- Price is defined only by the price of the stock and not by the risk preferences of the market participants
- Mathematical apparatus allows us to compute current price of a derivative and its risks, given certain assumptions about the market
General derivative claim¶
For a claim \(f\), find \(a\) and \(b\) such that $$ \begin{aligned} f_1 &= a S_1 + b B_0 e^{r dt} \ f_2 &= a S_2 + b B_0 e^{r dt} \ \implies f_0 &= a S_0 + b B_0 \end{aligned} $$
Black-Scholes¶
Assumes that stock has log-normal dynamics $$ dS = \mu S dt + \sigma S dw $$ where \(W\)Â is a Brownian motion: \(dW\) is normally-distributed with mean 0 and standard deviation \(\sqrt{dt}\)Â
We want t find a replicating portfolio such that $$ df = a dS + b dB $$