used to construct a forecast. Second, we discuss random projection regression, where artificial predictors are formed by … randomly weighting the original predictors. Using recent results from random matrix theory, we obtain a tight bound on the mean … squared forecast error for both randomized methods. We identify settings in which one randomized method results in more …