The article examines how to predict the risk of crude oil and gasoline prices using special models. By looking at patterns in volatility and extreme events, the researchers found that a certain model combined with extreme value theory is best for forecasting one-day-ahead risk. They also discovered that considering long-term patterns and unusual events in energy prices is crucial for better risk management in the volatile energy market.