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The One-Way MANOVA model is a special case of the multivariate linear model, and this paper shows that the One-WayMANOVA test statistic and the Hotelling Lawley trace test statistic are equivalent if the design matrix is carefully chosen.

A Relationship Between the One-Way MANOVA Test Statistic and the Hotelling Lawley Trace Test Statistic