SERVICES
USER-FIRST. DATA-DRIVEN. EVIDENCE-BASED
I design with users at the center and leverage data to validate every design decision. Through usability testing and statistical analysis, I aim to uncover hidden patterns that reveal not just what users do, but why they do it. These insights inform design solutions that are measurable, impactful, and grounded in evidence.




