Selected Portfolio
Quadratic Surveys
Quantifying user preferences like never before.
From design to development to evaluation. Shown to outperform traditional Likert scale surveys.
Meta-Research
Design
Engineer
Evaluation

Generative Expert Metrics
Agentic AI with a self‑refined prompting.
Multi-agent LLMs that prime experts, design metrics, and judge.
Forward Innovation
Systems
Large Language Model
Evaluation

HERE@Illinois
Classroom engagement with privacy and low friction
"My favorite attendance app I've ever used."
Design
Engineering
Impact

See more projects on my projects page.