During data exploration, I found that the original fraud-risk score was stuck at 0.0 across all records, while two location fields contained duplicate information. Rather than inventing a score, I created transparent Low, Medium, and High risk classifications using available security indicators, including transaction velocity, proxy/VPN usage, and high-risk devices.