Challenge: The client needed accurate, complete, and on-time state compliance submissions, with a process that could catch missing data and state-specific risks before filing. 

Analytics Approach: Developed a reporting framework for HCP-field interactions, reconciled multiple data sources into a reliable interaction record, and built audit checks for completeness and exception review. 

Commercial Impact: Streamlined submissions, improved traceability and data confidence, and reduced last-minute compliance surprises across reporting cycles.