Beyond Behavioral Benchmarks

AI Researcher, Institute of Design

A four-phase mechanistic evaluation pipeline that audits how language models internally encode demographic identity, and whether those representations actually drive what they say.

Decision Coach

Applied AI Scientist, DEF at Stanford

A dual-LLM coaching system and a six-dimension assessment engine that scores decision quality turn-by-turn. In a 68-session pilot, 91% of users improved within a single session.

AI Research Platform

Product Manager, Northwestern Medicine

Built ResearchBridge, an AI research platform that boosts student inquiry and confidence while giving instructors insight into engagement and equity.

NM Scholars Program

Design Strategist, Northwestern Medicine

Redesigned a clinical learning experience for high school students. Integrated systems mapping, ethnographic insights, and stakeholder alignment.

Bachelors in Microsoft Health

Program Manager, Microsoft Corporation

A systems-led academic program exploring healthcare through product strategy, equity, and emerging technology.