He has published research on Wikipedia from both an algorithmic perspective [2], [4] [5] and as a social system, including work studying Wikipedia's gender gap.[6] Shilad led software development at an early recommender systems startup for six years before returning to academia and receiving a Ph.D. under en:John T. Riedl.