All Work

Human-AI Evaluation

Tracing AI Handwriting Breakdowns Across the System

Mapped handwriting issues to model, sensor, protocol, or interaction layers.

Turned ambiguous failures into routed QA criteria.

Accessibility Research

Reframing Slide Access as a Live Workflow Problem

Mapped live slide-access gaps for Blind and low-vision participants.

Defined live-access criteria for slide delivery.

Access Systems

Scaling Research Infrastructure for AI Accessibility Studies

Built a verified Deaf and Hard-of-Hearing recruitment and access workflow.

Converted access logistics into a reusable study workflow.

Human Factors

Reducing Driver Workload in AR Navigation

Identified which AR cues supported confident route decisions.

Used simulator evidence to narrow what belonged on the HUD.

Measurement Design

Validating an AI Adoption Survey Through Cognitive Interviews

Exposed six issue categories before launch.

Corrected biased and ambiguous items before launch.