Personal training expert witnesses analyze exercise programming, supervision, and gym safety to assess whether client care met professional standards. Many are certified personal trainers, strength and conditioning specialists, or fitness directors who evaluate risk screening, instruction quality, equipment use, progress tracking, and adherence to industry guidelines.