Before joining the industry, Sophie honed her technical acumen as a Patent Examiner at the U.S. Patent and Trademark Office, where she specialized in medical device innovations. Her background also includes research at the Johns Hopkins School of Medicine, where she applied machine learning methods to advance the study of temporal lobe epilepsy. This rare blend of regulatory knowledge and engineering expertise enables her to analyze technical challenges with precision.