Pennsylvania fraud detection expert witnesses analyze financial records, claims data, and digital trails to identify deceptive patterns and quantify losses. Many are CPAs, forensic accountants, former bank compliance officers, or healthcare auditors familiar with UPMC and Penn Medicine billing practices and regional insurance markets. They commonly evaluate embezzlement, insurance and Medicare fraud, kickbacks, falsified documentation, and data-driven anomaly findings.