Engineering

Build the analytics loop before the launch pressure arrives

A product learns only when the team can connect a release to behavior, friction and a specific next decision.

Analytics is often added late, once the product is already near release. That makes it reporting. Designed earlier, it becomes part of the product learning loop.

Instrument the questions

Instead of tracking everything, start with the uncertain decisions. What behavior would reduce the uncertainty? What event would show that it happened?

QuestionSignal
Do people find value?Activation behavior
Where does trust break?Abandonment by step
What creates retention?Repeated meaningful action