Kentucky fraud detection expert witnesses analyze suspicious transactions, billing patterns, and internal controls to identify deception and quantify losses. They often come from forensic accounting, banking compliance, healthcare revenue integrity, and data analytics roles. In Kentucky, their work frequently intersects with Medicaid and major health systems in Louisville and Lexington. They evaluate coding irregularities, kickbacks, embezzlement, and financial statement manipulation.