Question: what is the difference between value at risk and expected shortfall?
Answer: Value at Risk (VaR) is the negative of the predicted distribution quantile at the selected probability level. So the VaR in Figures 2 and 3 is about 1.1 million dollars. Expected Shortfall (ES) is the negative of the expected value of the tail beyond the VaR (gold area in Figure 3).