Over the last 10-15 years, there has been renewed interest in understanding various probabilistic properties of large random matrices. These objects also come up naturally in high-dimensional statistics problems. In this talk, I will describe some of the light random matrix results shed on various classical and modern problems in multivariate statistics, discuss robustness issues (and...