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Multivariate statistical analysis is appropriate whenever several responses are measured on the same experimental unit. Univariate analysis applied separately to each response variable leads to incorrect tests of significance, since responses measured on the same experimental unit generally are correlated.
Clyde Young Kramer (Thu,) studied this question.