A nonparametric statistical procedure is presented as a solution to the problem of ranking the overall performance of solar radiation estimation models at multiple locations. The 11 steps of the computational procedure are demonstrated through the use of a worked example. The method not only allows models to be ranked based on their relative overall predictive accuracies but also enables the model tester to assess the level of statistical significance of the ranked order using critical z values of the normal probability distribution.