The HotellingEllipse package is designed to help draw the Hotelling ellipse on the PCA or PLS score scatterplot. The package calculates the Hotelling's T-square value and provides the x-y coordinates of the Hotelling ellipse in addition to the lengths of the semi-minor and semi-major axes.