Methodological analysis demonstrates rank-based testing for two-way layouts, providing a distribution-free alternative to traditional analysis of variance.
(1937). The Use of Ranks to Avoid the Assumption of Normality Implicit in the Analysis of Variance. Journal of the American Statistical Association: Vol. 32, No. 200, pp. 675-701.
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Milton Friedman (1937) studied this question.
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