An install is a delivery event, not proof that a channel created value. It is useful for checking acquisition volume, but poor at answering whether the people acquired reached the moments that matter to the business.

Choose a quality event first

Start with an event that indicates genuine progress: completing onboarding, making a first booking, funding an account or returning to use a core feature. It should happen often enough to compare cohorts and late enough to mean something.

Compare cohorts on the same clock

A user acquired yesterday has had less opportunity to retain than one acquired last month. Compare channel cohorts over consistent windows—day 1 activation, day 7 retention or day 30 revenue—before drawing conclusions.

Keep cost and uncertainty visible

Pair quality rates with spend and sample size. A channel with strong activation among twelve users is promising evidence, not a settled winner. Decisions improve when the limits travel with the result.

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