Good design should perform like good service: clear, thoughtful and one step ahead of what the user needs.

I see the entire ecosystem - the support ticket that shouldn’t need to exist, the onboarding gap that creates churn, the handoff that breaks trust. My background in service operations taught me to design in journeys, not features.

I focus on designing data-driven tools that help teams and decision-makers extract insights and take action with confidence.