The purpose of multivariate analysis in index construction is to discover the simultaneous interaction of the items to determine whether they are all appropriate for inclusion in the same index.
Multivariate analysis is the analysis of simultaneous interactions between several variables. If two items are very correlated, they could all be included in the same index.