How random volatility creates a smile
Question
Explain why a stochastic-volatility model generates a volatility smile.
Short answer
Averaging over random volatility fattens the tails. With volatility independent of the stock, the price is the Black-Scholes price averaged over the realised average variance. Out-of-the-money options are convex in volatility, so the average exceeds the price at the average vol, and a higher implied vol is needed away from the money, giving a smile. Correlation between vol and spot then tilts it into a skew.
Adapted from Joshi, Denson & Downes, Quant Job Interview Questions and Answers, Q2.60, p.22; question and answer rewritten by SelfMadeQuant.com.
See the hint and the full worked solution in the question bank (free account).
Open the worked solutionLessons behind this question
- Reading the Implied Vol Surface — Moneyness, Term Structure, and Quoting Conventions
- Jensen's Inequality and Convexity
- Modified Duration, Macaulay Duration, and Yield-Based Sensitivity
Start with a free lesson: Probability Fundamentals is part of a free topic. Create a free account, no card needed, to read it in full with worked solutions.
Read it free