Bicycle safety expert witnesses analyze rider behavior, roadway design, bike infrastructure, and equipment performance to assess crash causation and preventability. They are often transportation engineers, human factors specialists, or cycling safety consultants who evaluate compliance with traffic laws, design standards, visibility, signage, and maintenance practices.