Scikit-learn is an excellent tool for building predictive models that analyze historical data to forecast future outcomes. It supports algorithms like decision trees, random forests, and linear regression, which are widely used in predictive analytics for tasks such as sales forecasting, customer churn prediction, and risk assessment.