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G.Assessing the Assumption of Normality There are two general circumstances in multivariate statistics under which the assumption of multivariate normality is crucial: - the technique to be used relies directly on the raw observations Xj ~ - the technique to be used relies directly on sample mean vector X (including those which rely on ~j -1(X â ï)) distances of the form n(X â ï)âS ~ ~ ~ ~ ~ In either of these situations, the quality of inferences to be made depends on how closely the true parent population resembles the assumed multivariate normal form!