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Step 1: Linear regression
Step 2: realize linear regression solves the problem well enough.
Step 3: mourn the fact that you won't get to break out the fancy stuff.
A/B tests should be evaluated at a cohort level. What's good for highly engaged users often differs from what's good for infrequent users.
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