Analytics
Predictive Analytics
Predictive analytics uses historical data, statistical algorithms, and machine learning to forecast future outcomes in marketing. It helps anticipate customer behavior, optimize campaigns, and allocate resources effectively.
Examples
A retailer uses predictive analytics to identify which customers are most likely to churn and targets them with personalized retention offers.
Best Practices
Start with clean, comprehensive historical data, validate predictions against actual outcomes, and refine models continuously.