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The Rao-Blackwell Theorem provides a method to improve the efficiency of an estimator by conditioning it on a sufficient statistic, leading to a new estimator with lower variance. This theorem is fundamental in statistical estimation theory as it offers a systematic way to derive optimal estimators, often referred to as Rao-Blackwellized estimators.
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