of risk measures in terms of bias.We show that once the parameters of a model need to be estimated, one has to take … additional care when estimating risks. The typical plug-in approach, for example, introduces a bias which leads to a systematic …. We show that an appropriate bias correction is available for many well-known estimators. In particular, we consider value …