At Amazon, leadership in Business Intelligence and Data & Analytics has been the hallmark of my recent tenure, where I've applied a deep understanding of CRM and analytical skills to enhance the Just Walk Out technology. Our team's efforts have led to a significant 16% reduction in failure rates, improving customer experiences. Collaborating with multiple teams, we've developed VP-level reporting and mechanisms that significantly reduced bugs in production reporting. This vital work has not only supported roadmap projects across three organizations but also fortified the reliability of Amazon's data-driven decision-making processes. Further, I worked with leadership to determine roadmap for Machine Learning implementation across org and create proof of concept in certain focus areas.