Investors in equity options experience two problems that compound each other. In contrast to fixed-income and currency markets, there are thousands of underlyers and tens of thousands of options, and each underlyer can have a potentially large volatility skew. How can an options investor gauge which option provides the best relative value?
In this paper, we make use of a method for estimating the fair volatility smile of any equity underlyer from information embedded in the time series of that underlyer’s historical returns. We can then compute the relative richness or cheapness of any particular strike and expiration by examining the option’s Strike-Adjusted Spread, or SAS, the differ- ence between its market implied volatility and its estimated histori- cally-fair volatility.
We obtain fair volatility smiles by estimating the appropriate risk-neu- tral distribution for valuing options on any equity underlyer from that underlyer’s historical returns. The distribution includes the effect of both past price jumps and past shifts in realized volatility. Using this distribution, we can estimate the fair volatility skews for illiquid or thinly-traded single-stock and basket options. We can also forecast changes in the skew from changes in a single options price.