Transition Guide
You know what happened. Now get closer to users, shape the change, and ship the next test.
Why: A dashboard only matters if it changes what the team builds or stops building.
Practice: Turn one insight into a user story, mockup, hypothesis, and test plan.
Suggested resources: Product Discovery Skill, Nielsen Norman Group UX Courses, Growth.Design
Why: Builders own the loop from question to shipped evidence, not just the chart.
Practice: Ship one small product change, instrument it, and read the result yourself.
Suggested resources: GitHub Spec Kit, AI Coding Workflow: Spec, Build, Review, Shape Up
Phase 1 · Weeks 1-4
Use behavior data and user notes to write one testable bet with a kill condition.
Phase 2 · Weeks 5-8
Create the smallest interface or workflow change that could move the metric.
Phase 3 · Weeks 9-12
Run the roadmap, build, launch, and review for one contained product area.
