New York personal training expert witnesses assess fitness programming, trainer conduct, and facility safety standards. They often come from certified strength and conditioning, sports medicine, physical therapy, and collegiate athletics, with experience in NYC boutique studios and major health systems like NYU Langone. They evaluate injury causation, supervision, equipment setup, and adherence to professional training protocols.