This is where the cross-functional collaboration really comes into play. Using our trusty example of the shopping app, the marketing team member might work with the graphic design and email teams to create the first-time-shopper-promotion graphics and marketing copy. She’ll also collaborate with the data analyst to identify both the control group—the group of users who won’t be exposed to the experiment—and the experiment group, and to ensure that results can be tracked properly.