The article compares different methods of predicting stock market volatility using option prices and historical returns. They found that using at-the-money options is a better predictor for some stocks, while model-free implied volatility doesn't perform well. The results suggest that the option market may include a premium for volatility risk, and that jump information may affect the accuracy of the forecasts.