future volatility from both statistical and economic perspectives. Using seven major jump tests, we show that separating … jumps from diffusion improves volatility forecasting both in-sample and out-of-sample. Moreover, we show that these … statistical improvements can be translated into economic value. We find a risk-averse investor can significantly improve her …