On the role of the estimation error in prediction of expected shortfall

► We identify two aspects where the estimation error may be of importance for ES. ► ES may overestimate the actual expected loss given VaR exceedence. ► The expectation of ES may be smaller than the expected loss given VaR exceedence. ► The relevance of the interpretation aspect is assessed in an empirical application.