The article discusses how current models can accurately predict short-term portfolio volatility but struggle with long-term predictions. By using a new method, researchers found a way to better estimate medium-term risk in one-factor models, improving on the traditional square root rule. This new approach outperforms the old method, providing more accurate medium-horizon risk predictions for investors like pension plans and insurance companies.