Which method provides genuinely causal evidence for a channel's contribution?
- A A holdout or geo experiment that switches the channel off in one region
- B Multi-touch attribution
- C First-click attribution
- D Survey data alone
Answer
A holdout or geo experiment that switches the channel off in one region
Turning a channel off and measuring the difference is the only approach that establishes incrementality rather than correlation.





