Predictive analytics plays a crucial role in understanding player behavior by leveraging historical data and statistical techniques to forecast future actions and preferences of players. By analyzing patterns in gameplay, such as time spent on various activities, frequency of in-game purchases, and interaction with other players, predictive models can identify trends and anticipate player decisions.