Medical coding expert witnesses analyze coding accuracy, documentation integrity, and reimbursement practices in medical records. They are typically certified professional coders, coding auditors, or health information managers who assess CPT, ICD, and HCPCS code assignment, evaluate compliance with payer and regulatory guidelines, and identify patterns of upcoding, downcoding, or billing errors.