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Senior UX Designer\n\nContext: Amazon Web Services Marketplace and Partner Solutions introduced a telemetry feature that enables partners to see how much revenue their products — and products built on AWS services — generate for the platform. This visibility strengthens partners' ability to co-sell and expand into more customer accounts.\n\nChallenge: Validating user research feedback around data visualization preferences in a way that accounted for real-world product volume — ensuring design decisions would hold up as portfolios scale.\n\nImpact: I drove rapid stakeholder alignment and strengthened decision confidence by generating interactive, design-system-compliant prototypes in an AI integrated development environment. By quickly exposing scalability constraints, I built consensus around rejecting a visualization approach that would not hold up as product catalogs grew.\n\nProduct context\nThe telemetry feature introduced a new dashboard for partners to monitor attributed revenue. 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This visibility strengthens partners' ability to co-sell and expand into more customer accounts. Challenge: Validating user research feedback around data visualization preferences in a way that accounted for real-world product volume — ensuring design decisions would hold up as portfolios scale. Impact: I drove rapid stakeholder alignment and strengthened decision confidence by generating interactive, design-system-compliant prototypes in an AI integrated development environment. By quickly exposing scalability constraints, I built consensus around rejecting a visualization approach that would not hold up as product catalogs grew. Product context The telemetry feature introduced a new dashboard for partners to monitor attributed revenue. The data included: Revenue attributed by product Revenue attributed by AWS service Telemetry implementation status Revenue data was visualized across time, offering comparisons between multiple products and services. User research insights Usability sessions were conducted with 11 partners using a static comp of the initial dashboard design. Participants evaluated the clarity of the content and data visualizations. While most feedback focused on feature requests outside the initial scope, one consistent theme surfaced: a preference for bar charts over line charts. 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