New semiparametric panel estimation methods have been developed, which make minimal distributional or functional form assumptions on the model. These estimators are illustrated in an efficiency analysis of the banking industry. This analysis finds that functional form and distributional assumptions are important in efficiency estimation. Moreover, models of time varying efficiency are relevant and indicate productivity movements in the banking industry.