Research cover — chart
Holdout groups, attribution windows and the metrics that survive scrutiny from a finance team.
Use a holdout
Withhold mail from a random slice of an otherwise identical segment. It is the only clean way to attribute lift.
Pick a realistic window
Mail lands over days, not seconds. A seven-day attribution window will understate results.