Option Pricing when the Variance Changes Randomly: Theory, Estimation, and an Application

1987 Journal of Financial and Quantitative Analysis 975 citations

Abstract

In this paper, we examine the pricing of European call options on stocks that have vari? ance rates that change randomly. We study continuous time diffusion processes for the stock return and the standard deviation parameter, and we find that one must use the stock and two options to form a riskless hedge. The riskless hedge does not lead to a unique option pricing function because the random standard deviation is not a traded security. One must appeal to an equilibrium asset pricing model to derive a unique option pricing function. In general, the option price depends on the risk premium associated with the random standard deviation. We find that the problem can be simplified by assuming that volatility risk can be diversified away and that changes in volatility are uncorrelated with the stock return. The resulting solution is an integral ofthe Black-Scholes formula and the distribution function for the variance of the stock price. We show that accurate option prices can be computed via Monte Carlo simulations and we apply the model to a set of actual prices.

Keywords

EstimationVariance (accounting)EconometricsVariance componentsEconomicsMathematicsStatistics

Related Publications

Publication Info

Year
1987
Type
article
Volume
22
Issue
4
Pages
419-419
Citations
975
Access
Closed

Social Impact

Social media, news, blog, policy document mentions

Citation Metrics

975
OpenAlex
76
Influential
708
CrossRef

Cite This

Louis O. Scott (1987). Option Pricing when the Variance Changes Randomly: Theory, Estimation, and an Application. Journal of Financial and Quantitative Analysis , 22 (4) , 419-419. https://doi.org/10.2307/2330793

Identifiers

DOI
10.2307/2330793

Data Quality

Data completeness: 81%