The role of predictive modeling in data analysis is to use statistical techniques and algorithms to forecast future outcomes based on historical data. By identifying patterns and trends, predictive modeling assists organizations in making informed decisions, enhancing risk management, and optimizing operations. Applications include assessing customer behavior, financial forecasting, and demand planning in various industries.