
Control groups for customer loyalty programs; an impossible dream?
Other marketing programs prove causality with control groups — set aside a chunk of customers, expose them to everything except the campaign, measure the gap. With loyalty programs, that's awkward to impossible: how do you exclude your high-value customers from the loyalty program? Here's the case for measuring loyalty program effectiveness despite the control-group problem, and the approaches that work.




