Predictive Campaign Performance Forecasting

Train models on historical campaign data to forecast future performance (spend, conversions, CPA) for the next 7/14/30 days. Show confidence intervals and flag campaigns likely to underperform targets.

Clients constantly ask for projections. Right now we use spreadsheet extrapolations that don't account for seasonality, fatigue, or competitive dynamics.