Data expert witnesses analyze large datasets, data pipelines, and information systems to assess accuracy, integrity, and compliance with industry standards. They are often data scientists, statisticians, engineers, or database administrators who evaluate data governance, security controls, analytics methods, and documentation to clarify complex technical evidence.