I'm passionate about exploring all layers of interactions between human and machine. My software engineering background and involvement in early machine learning research have fundamentally shaped how I approach problems—thinking not just about individual user needs, but about entire ecosystems of people, processes, and technology working together.

This systems perspective drives my research methodology. I have a keen eye for detail and an inquisitive nature that helps me uncover the hidden connections between user behaviors, cultural contexts, and technical constraints.

I enjoy seeing the evolution from raw data to useful insight by applying rigorous, evidence-based processes to the complex questions organizations face today.