Robustness without rank order statistics

An alternative to conventional rank tests based on a Euclidean distance analysis space is described. Comparisons based on exact probability values among classical two-sample t-tests and the Wilcoxon– Mann–Whitney test illustrate the advantages of the Euclidean distance analysis space alternative.