This project involved analyzing underwriting data from an insurance company to determine if quality assessment results correlated with financial margins. The analyst mapped and aggregated data in Excel and Access pivots tables, finding that certain quality assessment topics were linked to profitability. Specifically, missing two out of five critical underwriting steps identified was found to eliminate margins. An new operational metric was then developed and presented throughout the organization along with the analysis and recommended changes.