Contributed to product design and research by analyzing A/B test behavior, running usability studies, and iterating navigation and interface patterns with a focus on clarity, accessibility, and safety.

  • A/B test behavior analysis and session review to improve navigation flows

  • Usability study execution and insight synthesis to inform design iterations

  • Figma-based design iteration and documentation for cross-functional handoff

  • Reviewed 500+ ride sessions during A/B testing

  • Ran usability studies with 40+ participants and applied findings to refine navigation flows and reduce cognitive load

  • Designed accessibility-focused dark mode interface that improved nighttime visibility by 25% in user testing

Google Play Music Integration

Featured Project

Built Google Play Music navigation integration concept that prioritized information hierarchy and low-friction controls while keeping route visibility primary. Produced multiple layout iterations and a clickable prototype covering core flows and edge states for design and PM alignment.

Deliverables

Layout iterations, interaction flow, clickable Figma prototype, key states and transitions

Navigation and Accessibility Study

Featured Case Study

I created and distributed a short survey to frequent Waymo riders to understand navigation friction and low-light readability needs. I used the findings to define design priorities for the nighttime contrast prototype.

Testing at a Glace

  • Method: moderated usability test

  • Participants: 40+

  • Format: remote and in-person

  • Focus: low-light readability + action discoverability

  • Output: findings synthesis + iteration notes

Findings

  • Low-light readability issues, especially when scanning quickly

  • Difficulty locating specific controls or features when needed

  • Strong preferences for a consistent, predictable way to access ride controls

Design Decisions

  • Adjusted contrast and hierarchy to make key actions and text easier to scan at night

  • Simplified the visual emphasis so the interface feels calmer in low-light conditions

  • Kept emphasis consistent across screens so users know where to look first

Result

Increased low-light task success by 25% in moderated usability study focused on readability & control discovery