Random controlled trials (RCTs) can assess causal effects of marketing but are expensive and incur opportunity costs by excluding control groups. Predicted Incrementality by Experimentation (PIE) uses samples of RCT-run campaigns to determine which characteristics map to causal outcomes and then applies that mapping to campaigns not run as RCTs.