Analyzed 1,000 German bank loan applications to identify credit risk and default patterns. Tracked 700 Good Loans (70%) vs 300 Bad Loans (30%). Identified Radio/Television as most common loan purpose. Discovered existing credit history customers show highest default risk. Built interactive slicers for Purpose, Housing and Employment filtering.