Selected Work

Product Management / Research

A pre-launch business operating system for independent game studios. 11 field conversations, a hypothesis scorecard (confirmed, reframed, rejected), and an open sequencing decision between felt pain and existential pain.

Machine Learning / Geospatial

Deep-learning image classification and georeferenced heatmaps. A fine-tuned ResNet18 beats a Random-Forest baseline on informal recall (0.78 → 0.90) under leakage-safe grouped 5-fold evaluation.

GTM Engineering / Clay

A Clay-built single table that works as both an investment idea and a 60-contact outreach engine. 46 data points per supplier, 82% auto-filled, 5 top picks, and a personalized message written for each row.

Enterprise UX / AI

A virtual assistant for a financial institution's bank advisors, powered by generative AI. Built into PIC, VOCE, and the Single Frontend to give advisors quick, personalized sales talking points and one shared knowledge base. Tested with 29 advisors.

Mobile / Academic Tool

An NYU-only platform for syllabi, professor ratings, and AI course info. 14 interviews, an 89-response survey, and two rounds of usability testing (SUS 84.5). Three standout features: Schedule DNA, Syllabus Version Diff, and Study Group Matcher.