An individualized treatment rule (ITR) is a treatment rule which assigns treatments to individuals based on (a subset of) their measured covariates. An optimal ITR is the ITR which maximizes the population mean outcome. In any given problem there is no guarantee that the optimal ITR will outperform standard practice. The utility of personalization can be explored using a confidence interval for...