The article introduces a new model that can predict how stock prices change over time. This model focuses on two things: how quickly prices change and whether they tend to go up or down more often. By studying data from the S&P500 index, the researchers found that their model is better at predicting stock price movements than older models. This is because their model can capture both the speed of price changes and the tendency for prices to go up or down.