Estimator efficiency is a measure of the quality of an estimator in terms of the variance of its sampling distribution; an efficient estimator achieves the lowest possible variance among all unbiased estimators of a parameter. This concept is crucial in statistical inference as it ensures that estimates are as close to the true parameter value as possible, given the data and model constraints.