We provide a data-driven adjustment for estimated betas that leads to material improvements in the accuracy of weights and risk forecasts for minimum variance portfolios. Like the widely used Blume 2/3 rule and Vasicek correction developed in the 1970s, our beta adjustment operates by shrinking...