Attribution has quietly become a board-level argument. A pragmatic, defensible framework for moving beyond last-click without losing the finance team's confidence, drawn from three years of rebuilding measurement at scale.
Geo holdout tests are the closest thing paid media has to a controlled experiment. Here is the operational detail most guides skip: how to design a valid test, pick your markets, set your confidence threshold and read the results without fooling yourself.