Finding an activation signal without fooling yourself

An action is not an activation signal simply because retained users do it. Test sequence, timing and plausible value.

Begin with value, not availability

Teams often choose an event because it is already tracked. First describe the moment a customer experiences meaningful value, then identify observable behaviours near that moment.

Protect the order of events

Only use actions that occur before your retention outcome. Compare similar acquisition periods and allow equal observation time. Otherwise, long-lived customers simply have more chances to perform every action.

Check who the signal misses

Break results down by plan, platform, customer context and initial intent. A strong global signal can conceal several valid routes to value.

Make it operational

Write a precise event rule, qualification window and exclusion logic. Monitor both completion and downstream retention, and revisit the definition after significant product changes.