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Facilitated analysis of 50K usage sessions, resulting in validated insights and team alignment.

Starting with wireframes, I refined through critique cycles and stakeholder review.

40% improvement in task completion. Since shipping, we've measured 2.1x improvement in engagement.

Shipping quality design requires collaboration and iteration. Recent work has shown me why . The implications matter for teams and organizations.

Whether you're building a new feature, this approach matters.