If high-frequency stock returns display a leverage effect, then lower-frequency stock returns will generally display negative skewness. In addition, the conditional skewness of lower-frequency returns will depend on their conditional correlation with volatility shocks for the same time horizon....

Linear filtering techniques are used to develop a quasi maximum likelihood estimator for asymmetric stochastic volatility models. The estimator is straightforward to implement and performs well in Monte Carlo experiments