Bio
Product coach who writes about practical AI-augmented product management workflows. Coached 50+ product teams on being "data-informed." Key thesis: the gap between PMs who stare at dashboards and PMs who act comes down to (1) interpreting what you see and (2) connecting quantitative data to qualitative context. Advocates Claude Code + analytics MCP as a way to synthesize qual + quant in one conversation.
Operating themes
- Operating thesis: Data shows what is happening, never why — the why lives in qualitative context, and AI tools that merge both are transformative
- Product Management
- Product Analytics
- User Research
- Claude Code Workflows
Cards
- Data shows what; the why lives in qualitative context. Merge them in one AI conversation. — Data shows what; the why lives in qualitative context. Merge them in one AI conversation. [Tier B]
Sources captured
- 2026-04 —
synthesizing-qual-quant-and-strategy-with-claude-code-posthog-mcp.md(operator essay archive)