Things I built, shipped, and learned from
A 0→1 marketplace built to transform informal word-of-mouth referrals into a trusted, structured experience for finding local services.
Lumio is a marketplace designed to help people discover reliable local service providers. I co-founded it and led both product direction and technical execution from the earliest stages — user research, MVP scoping, and iterating through real user feedback.
Lumio taught me how products actually take shape outside structured environments — where speed, user behavior, and tradeoffs matter more than perfect plans.
Senior capstone project using historical sensor data to predict manufacturing equipment failures before they happen.
A system that used historical sensor data to predict when manufacturing machines were likely to fail. The goal was to reduce unplanned downtime and help operations teams plan maintenance more proactively — moving from reactive to predictive.
This project sharpened how I translate complex data into practical, operational decisions — and how good visualization makes technical findings actually usable.
A shared customer rewards network letting independent coffee shops compete with larger chains — built end-to-end for a database course.
A data-driven application that allows local coffee shops to participate in a shared rewards network. Customers earn and redeem points across any participating shop — giving small businesses the loyalty infrastructure that chains have by default.
This pushed me to think about systems holistically — from data design to user experience — and how small product decisions ripple through to real business outcomes.