I study how people make sense of systems — and how we can make those experiences clearer, more intuitive, and more rewarding.

Case Studies

  • Deepening Product Understanding Through Onsite Customer Research

    An ethnographic study—using in-context observation and interviews to uncover how users work, where products support them, and where gaps create friction and pain points—directly informing product strategy and design priorities.

    Ethnography | Observations | Interviews | Field Research

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  • Seeing What Users See, An Eye-Tracking Study of Player Attention

    An in-lab eye-tracking study to understand how users perceive and prioritize visual information—providing data-driven insights that improved information architecture, content clarity, and overall usability.

    Eye-Tracking | Lab Study | Behavioral Analysis

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  • Informing Migration Strategies Through Deep Customer Insights

    An interview-based study mapping customers’ migration journeys, pain points, and success factors—providing insights that shaped migration strategy, documentation improvements, and enablement planning.

    In-Depth Interviews | Journey Mapping | Thematic Analysis

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  • Assessing Product Readiness Through Public Preview Research

    A multi-phased research study evaluating product clarity, usability, and value perception during a public preview (beta release)—helping my product team identify readiness gaps, refine messaging, and strengthen our go-to-market approach.

    Interviews | Surveys | Concept Evaluation

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  • A Study on visually communicating emotions through reaction GIFs

    A survey-driven study exploring how people convey emotion, intent, and nuance through GIFs—revealing patterns in visual communication to help design clearer, more expressive interactions.

    Surveys | Quant Analysis | Visual Communication

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