Expected shortfall, also called CVaR, is the average loss in the tail beyond the VaR threshold. VaR answers “how bad at a given confidence level”; expected shortfall answers “how bad is bad if we are past that threshold.” It captures tail severity that VaR ignores. A common confusion is treating VaR and expected shortfall as interchangeable numbers.