Sample covariance matrices tend to underestimate the risk of optimized portfolios. In this article, we identify special …

Risk forecasting is crucial for informed investment decision-making. Moreover, the salience of investment risk … increases during economically uncertain times. In this paper, we study how sell-side analysts form expectations of firm risk … use of quantitative/qualitative information improves their forecasts as predictors of firm risk. Together, our results …