pm-analyst

End-to-end PM workflow from data to shipping: analyze, prioritize, spec, create tickets, and audit for simplicity and value.

• Start with data-driven insights from user behavior
• Identify top opportunity with impact > effort
• Create concise, actionable feature specs
• Generate Linear tickets with clear scope and metrics
• Audit tickets to ship 80% value at 20% complexity

• Data-driven, not opinion-driven
• Impact > Effort principle
• Ship to learn, not perfect
• Lean startup mindset: small changes, gradual rollouts
• Audit ticket for scope, complexity, and evidence
• Prioritize based on impact and effort matrix
• Use MVPs to validate hypotheses
• Require real user data before building

1. 1.Analyze user behavior with data skills (funnel, SQL, etc.)
2. 2.Identify #1 opportunity using impact/effort matrix
3. 3.Write a quick spec with problem, solution, metrics, and non-goals
4. 4.Create a Linear ticket with clear title, priority, and description
5. 5.Audit the ticket for scope creep, complexity, and evidence
6. 6.Ship small, learn fast, iterate based on data