Write a falsifiable question, anchored in a metric and a behavior. For example: Will reducing signup friction by two fields lift activation rate five percent this week? A crisp question filters tactics, sharpens analysis, and gives permission to stop when evidence says enough.
Map the journey, identify drop-offs, and pick the shortest path to impact. Prefer places you can ship without approvals or app store delays. Test one or two channels with existing creative first, then iterate fast once you see movement, cost curves, and qualitative feedback.
Choose one metric to rule decisions for the week, aligned with durable value, not vanity spikes. Set a baseline, a realistic target, and guardrails for side effects. Publish the numbers, update daily, and invite skeptical questions to keep interpretation honest and useful.
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