Efficient estimation refers to the process of obtaining parameter estimates in statistical models that achieve the lowest possible variance among unbiased estimators, often leading to more precise and reliable inference. This concept is crucial in fields like econometrics and machine learning, where it enhances the accuracy and interpretability of model predictions and decisions.