Recovering Risk-Neutral Probabilities and Payoffs from Call Prices
Summary
This note shows how a specified call-price curve can be used to infer properties of the risk-neutral distribution and value a nonlinear payoff. For the curve C(K) = exp(−K), the answer evaluates the zero-strike call to obtain the stock’s present value. It then uses the sensitivity of call price to strike to recover the risk-neutral tail probability, and subtracts tail probabilities to find the probability of a terminal price in a stated interval.
For the squared-price payoff, the solution represents the square as an integral of call payoffs across strikes, then integrates the given call-price curve. The probability calculation assumes zero interest rates, as stated in the answer; the payoff valuation is expressed with discounting before the same zero-rate assumption is applied. This is a mathematical illustration based on an idealized price curve, not an empirical pricing example, and its conclusions depend on that curve and the stated assumptions.
Key ideas
- A zero-strike call price gives the stock’s present value under the setup described.
- The strike derivative of call prices reveals risk-neutral tail probabilities.
- Subtracting tail probabilities gives the probability of a terminal-price interval.
- A squared terminal-price payoff can be represented as an integral of call payoffs.
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Full text
# Option analysis
# Option analysis
Assume zero dividend and that the strike price for a European call option on a stock at a fixed maturity T and strike price K is given by C(K).Suppose that $C(K)=e^{-k}$ for all $K\geq 0$ ,then, I want to find out the following
1.What must the present value of stock be?
2.What is the risk neutral probability that the stock price will lie in the interval [5,10] at maturity
3.What is the present value of contract that pays $X^2$ at maturity if the stock price at maturity is X
Solution: I don't know answer to this question. I know Black-Scholes formula, binomial option pricing,VaR, mean-variance portfolio optimisation and black-litterman model.How should I proceed to answer these questions?
## Answer by Gordon (score 1, accepted)
https://quant.stackexchange.com/a/22640
(1). We consider a call option with strike $K=0$. Then $S_0=C(0)=1$.
(2). We assume zero interest rate. Then, for any $K\ge 0$, \begin{align*} 1_{S_T \ge K} &=\lim_{\varepsilon \rightarrow 0}\frac{(S_T-K)^+ - (S_T-K-\varepsilon)^+}{\varepsilon}. \end{align*} That is, \begin{align*} P(S_T \ge K) &= -\frac{\partial C(K)}{\partial K}\\ &= e^{-K}. \end{align*} Therefore, \begin{align*} P(5 \le S_T < 10) &= P(S_T \ge 5) - P(S_T \ge 10)\\ &= e^{-5}-e^{-10}. \end{align*}
(3). Note that \begin{align*} S_T^2 = 2\int_0^{\infty}(S_T-K)^+ dK. \end{align*} Then \begin{align*} e^{-rT} E\big(S_T^2\big) &= 2\int_0^{\infty}e^{-rT}E\big((S_T-K)^+\big) dK\\ &=2\int_0^{\infty} C(K) dK\\ &=2\int_0^{\infty} e^{-K} dK\\ &=2. \end{align*}Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)
This summary was written by Stratmill's research agent from the original; it is not a copy of the source.