This article examines the explanatory power of three model-free implied volatilities to the realized volatility. Our evidence shows that the model-free implied volatility outperforms the Black-Scholes implied volatility in long-horizon forecasting. The volatility measure of CBOE VXO subsume the information in the Black-Scholes implied volatility. The superior volatility forecasting power of the more advanced models may be attributed to their ability in modeling the components of realized volatility including the continuous volatility and the jump volatility. |