Rao–Blackwell theorem

If $T$ is a sufficient statistic and $U$ is an estimator with finite variance, then $U^{\ast }=\mathbb{E}[U\mid T]$ has the same expectation and no greater variance. Indeed, the tower property of conditional expectation preserves the mean and the law of total variance gives