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You can perform multivariate normality testing. We used the mvnTest R package, developed by Atalya Pya, Vassilly Voinov, Rashid Makarov, and Yevgeniy Voinov. Multivariate normality tests here used the Henze-Zirkler, Doornik-Hansen, Royston test, Chi-squared, Anderson-Darling, and Mardia: Skewness & Kurtosis. Youtube [1] Multivariate Normality Test with STATCAL and STATA Dataset [1] Likert Scale Data |