What are the key techniques in multivariate statistical analysis? When would you use PCA versus factor analysis, and how do they differ?

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Multivariate statistical analysis encompasses techniques for analyzing data with multiple variables simultaneously, capturing relationships and patterns that univariate methods would miss.