You work on a retail shopping experience and want to test a new loyalty offer intended to increase repeat purchases. The team is concerned that any lift could come from short-term behavior changes or could hurt other parts of the customer experience.
How would you design the A/B test to measure whether the loyalty offer truly increases repeat purchases? Walk through how you would define success, choose the randomization unit, and decide whether the offer should ship.
