Spots what others miss. Finds the non-obvious signal in the noise.
Ad tech platform for audience intelligence. Cookie-free targeted advertising for marketing teams.
Early-stage consumer app. Brought in as a Product Designer — but the real work was diagnostic. Untangled 12 months of scope drift and closed out in 4 weeks.
Diagnosed long-tenure user churn as a structural product problem — not a behavior problem. Defined the 15-Day Habit Cliff as a concrete Safe Harbor milestone and identified the Stability Tax anomaly: highly loyal users churned because heavy app usage increased exposure to technical friction, punishing loyalty.
"Design-phase risk-taking prevents dev-phase rework. Focus is the variable that determines MVP survival."
Currently accepting Product Analyst and Business Analyst roles. Dashboard creation, MVP scoping, design-phase risk reduction.