Conduct requirements sessions with HIM, data governance, and operations Analyze the structure and quality of the duplicateencounter extract Build a Power BI data model capable of handling large datasets Develop visualizations for duplicate patterns, encounter groupings, frequency, and severity indicators Create filters for facility, date ranges, encounter type, and risk level Implement automated refresh and validation logic Iterate with stakeholders to refine insights and usability Deliverables