We can use multidimensional scaling, both traditional metric/non-metric and modern t-SNE, to visualize relationships across many variables or dimensions in multivariate space. Lattice/trellis graphics are useful as well, especially when working with categorical variables.

What has been your experience with multivariate visualizations in academic projects and work? Which methods are your go-to methods for explaining model results and analyses to management?