Selected work
Case studies
Research-driven projects from internships, coursework, and self-initiated work.
Product Management · KOBL Internship
2025
Dynamic Incentive Management CRM for Banking
Stakeholder research and end-to-end systems mapping for a rule-driven CRM that computes every incentive automatically and transparently, the system behind a ~60% drop in disputes.
Product & PRD · GHW: Hacking for Good
2026
MealPlan, an honest meal planner
A SNAP budget becomes an honest 7-day plan that names the shortfall instead of faking it. I led the PRD, research, and vibe-coded build in a six-day sprint with a team of four.
Product & UI Lead · Senior Design
2025–2026
Barcode-free grocery checkout with computer vision
A computer-vision grocery checkout with no barcodes. I owned the customer-facing experience and the integration layer, the full software stack above the CV model.
UX Research & Design · CompSci 325 (HCI)
2026
Rebuilding Schedule Builder
A 30-person survey plus 9 interviews surfaced three friction points. Paper prototypes led to a hi-fi flow that unified prerequisites, ARR tracking, and conflict detection.