Analytical PM Skill

Apply a structured framework to PM analytical, metrics, root-cause, and trade-off questions targeting AI product roles.

When to Use

• User asks "What metrics would you use for X"
• User asks "How would you measure success for X"
• User asks "Metric X dropped 20%, diagnose it"
• User asks about trade-offs between two product decisions
• User asks "Define a North Star metric for X"
• User says /analytical-pm followed by a question
• Any question about metrics, goals, root-cause analysis, A/B tests, or trade-offs

Context

• Tuned for: AI product roles at frontier AI companies
• What matters: Translating product intuition into measurable outcomes and debugging complex systems with data
• Common pitfall: Picking vanity metrics or being too qualitative. Be rigorous and quantitative.

Three Question Types