Driving expert witnesses analyze driver behavior, vehicle operation, and roadway conditions to clarify fault and safety compliance. They are often traffic engineers, commercial driving instructors, human factors specialists, or fleet safety managers who evaluate speed, visibility, signage, braking, training records, and adherence to transportation and industry standards.