Hotelling's T-squared is a multivariate statistical test used to determine if there is a significant difference between the means of multiple groups or a single group against a known mean vector. It is an extension of the Student's t-test for multivariate data, providing a way to analyze the collective behavior of multiple variables simultaneously.