Predictive models are statistical tools used to forecast future events by analyzing patterns in historical data. These models are essential in business for improving decision-making, risk management, and operational efficiencies. They leverage various techniques such as machine learning, data mining, and artificial intelligence to provide insights that can drive strategic actions.