I specialize in mixed-methods research for early-stage product development, leveraging my background in business strategy to connect user insights with business priorities and de-risk decision-making, with experience shipping over 40 products.

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My work spans diverse domains, including AI/ML safety platforms for AT&T and T-Mobile, a permit application platform for small businesses recognized by the World Bank, and collaborations with notable companies such as Canon, Microsoft, Canvas, and Nintendo.