Past exam of the mathematics course of the University of Cambridge 2002 iii Paper 29 5 Solution Created 2026-10-03 Updated 2026-10-14
Let , , and let have the standard normal distribution. For a twice differentiable payoff with enough growth control for the following expectations and derivatives, risk-neutral pricing in the dividend-free Black-Scholes model givesThe conditional discounted payoff is a martingale under the risk-neutral measure. Applying the Itô formula to and setting its drift to zero therefore gives the Black-Scholes equationThe delta hedge holds shares; the remaining bond value is , or units of the zero-coupon bond. Substitution in the Itô formula and the displayed equation gives , proving replication and self-financing.
Differentiating the pricing expectation in the current stock price gives its option delta and option gamma:Thus a nondecreasing payoff has a nondecreasing price; a nonincreasing payoff has a nonincreasing price. A convex payoff has , and a concave payoff has . This is convexity preservation in Black-Scholes pricing.
The Black-Scholes parameter sensitivities follow directly from the same expectation. Differentiation in the interest rate gives the option rhoFor spot volatility, differentiation first givesThe Gaussian integration by parts identity , applied to , cancels the term containing and gives the option vegaConsequently increasing spot volatility increases a convex payoff's value and decreases a concave payoff's value, with weak inequalities in affine or degenerate cases. A short bond position gives positive option rho, while a long bond position gives negative option rho. The physical stock drift does not enter these prices: the risk-neutral measure replaces it by .
The option theta is the calendar-time derivative at fixed current stock price. The Black-Scholes equation givesFor , a convex payoff with therefore has , while a concave payoff with has . The signs are strict when . At , an affine payoff can give equality. Remaining-maturity sensitivity is when the payoff is independent of . All these time comparisons hold at fixed current stock price.
The stated time-monotonicity conclusion needs the nonnegative-rate condition. For example, the convex affine payoff hasThus with negative interest rates it provides an explicit counterexample even though the replica is short in bonds.
Past exam of the mathematics course of the University of Cambridge 2006 iii Paper 39 5 Solution Created 2026-10-03 Updated 2026-10-14
Let , , , and . Use a dividend-free Black-Scholes model with constant interest rate . The terminal payoff is assumed independent of the parameters being varied. In addition to twice differentiability, impose enough integrability to differentiate the pricing formula; for example, of polynomial growth suffice. Twice differentiability alone is not enough: the smooth payoff has infinite expectation under every nondegenerate lognormal distribution.
Under the risk-neutral measure , future stock values conditional on have the formClaim replication, or equivalently the martingale property of discounted value in the complete market, givesThe replicating strategy holds the option delta shares and bank-account value . No physical drift parameter appears: the Girsanov theorem replaces the physical drift by under the pricing measure, and the replication argument cancels it directly. The risk-neutral pricing operator is linear in the payoff and preserves pointwise payoff inequalities.
Here is a verification of the Black-Scholes equation using the integral itself. Differentiation in spot givesDifferentiating with respect to givesFor , the Gaussian integration by parts identity yieldsSubstitution cancels the term and provesSince , this is precisely the Black-Scholes equation. As , and growth control permits passage to the limit, giving . The delta hedge then supplies the admissible replicating gains under the same regularity assumptions.
The Black-Scholes parameter sensitivities describe the dependence on the model parameters without assuming a particular payoff. If is increasing, then . If is convex, then , so its price is convex in spot. The option gamma measures the response of the option delta to spot changes.
For the interest rate, the distribution of the future stock also changes with , so looking only at discounting gives the wrong general answer. Differentiation gives the option rhoThus a short bank-account position gives positive rate sensitivity, while a positive bank-account position gives negative rate sensitivity. For a cash payoff the result is negative; for the payoff it is zero.
For spot volatility, differentiate the lognormal multiplier and then use Gaussian integration by parts:Consequently a convex payoff has nonnegative option vega. This monotonicity can also be understood by a mean-preserving increase of dispersion in the discounted stock. Strict positivity requires nonzero curvature seen with positive probability; an affine payoff has zero option vega.
Time enters through the remaining maturity . Holding spot fixed, the Black-Scholes equation givesUnder the conventional assumption , a convex payoff and a short bond position imply . The inequality is strict if , or if with positive volatility. Thus the price at fixed stock value is nonincreasing in calendar time, and nondecreasing in maturity, under these hypotheses. It is not a claim that the realized stochastic price path decreases: that path still has Brownian exposure .
The printed conclusion needs the nonnegative-rate qualification; it is false for arbitrary negative rates. For , the twice-differentiable convex payoff hasThis is an exact counterexample, not a failure of the pricing formula. Also, with and an affine payoff, “decreasing” can only mean nonincreasing. Without payoff monotonicity or the specified bond-position sign, neither the spot nor rate nor time sensitivity has a universal sign. Any additional payoff parameter, such as a strike, is differentiated through ; pointwise payoff ordering, rather than a generic parameter rule, determines its price effect.