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User-centered research examining how vulnerable youth interact with digital outreach efforts designed to connect them to essential services. The project analyzed engagement patterns, message framing, and access barriers to identify which approaches most effectively reached users and supported connection to critical resources.
Comprehensive user testing conducted to evaluate the usability and effectiveness of an early-stage digital product serving vulnerable youth. The research examined user behavior, task completion, and points of friction to identify design gaps, clarify user needs, and inform iterative improvements to the MVP experience.
User testing and synthesis conducted to evaluate a feedback feature developed in collaboration with SCO and the Ali Forney Center. The work focused on understanding how users experienced the feature in practice, identifying barriers to use, and consolidating qualitative findings into clear insights that could inform refinement and improve responsiveness to user needs.
Applied UX research using keystroke-level modeling to examine user interaction patterns within an e-commerce environment. The analysis focused on identifying points of friction in task completion and clarifying how interface adjustments could reduce effort, improve efficiency, and support smoother user workflows.
Policy research and impact analysis conducted in support of formal testimony on congestion pricing. The work examined available data, stakeholder concerns, and projected effects to clarify potential outcomes, trade-offs, and implications for public policy decision-making.
A reflective follow-up analysis revisiting the original congestion pricing position in light of new evidence and outcomes. The essay examined how assumptions, data interpretation, and real-world impacts evolved over time, highlighting the importance of reassessment and evidence-informed judgment in policy work.