retention engineering

A Framework for Designing Retention Experiments That Move the Curve

Retention experiments are structurally harder than acquisition experiments because the outcome variable has a 12-month lag. This framework covers leading-indicator proxies, matched-control experiment design, and the sample-size constraints most teams hit before they realize it.