Decision Focused Causal Learning for Direct Counterfactual Marketing Optimization

This is like a super-smart A/B testing brain for marketing: instead of just guessing which ad or offer works best on average, it learns what *would have happened* if you had sent a different campaign to each individual customer, and then chooses the action that maximizes profit, not just click rates.