We investigate the stock return volatility predictability using firm’s fundamental risk with machine learning … fundamental risk in forecasting future volatility. The nonlinear models, especially the neural networks, outperform the linear … types. Firms with high expected volatility have higher fundamental risk and commonality in fundamental characteristics …