I help businesses and teams turn requirements into reliable data workflows, improve data quality, and deliver clean datasets that can be trusted for reporting, campaigns, and AI/ML use cases. I’ve supported platform migrations and campaigns, real-time healthcare workflows, regulated vendor extracts, and labeled dataset quality validation for AI workflows. My approach is practical and business-focused — I keep things simple, measurable, and easy to execute.