In the first chapter, I compare the forecasting accuracy of different high-frequency based volatility models. The … overnight returns considerably improves volatility forecasts for stocks across all models. Furthermore, the analysis shows that … models based on realized volatility benefit much less from allowing leverage effects than do models based on daily returns …