The best replacement for multivariate analysis is univariate analysis.

The best alternatives to multivariate analysis are rated as following:
★★★★★  univariate analysis
★★★  multiple regression
★★  univariate
★★  bivariate analysis
★  multiple univariate analysis

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multivariate analysis
univariate analysis
multiple regression