degree of volatility risk in stock and index returns, where we characterize volatility risk by the extent to which … distribution of returns. Explicitly modeling this volatility risk is fundamental. We propose a dually asymmetric realized … forecasting errors in realized volatility are substantive. Even though returns standardized by ex post quadratic variation …