Work

Case studies & research projects.

Selected work spanning UX research, product design, and task analysis in high-stakes and everyday domains.

Identifying systemic gaps between current aviation maintenance training and the future demands of electric, autonomous, and AI-driven aircraft.

Designed an AI-powered XR inspection interface grounded in cognitive science and field research, then studied what makes technicians trust AI at all.