Statistical efficiency refers to the quality of an estimator in terms of its variance relative to an unbiased estimator, with higher efficiency indicating lower variance for a given sample size. It is crucial in statistical analysis as it determines the precision and reliability of parameter estimates, directly impacting the conclusions drawn from data.