Boutron graduated from the Pierre and Marie Curie University in rheumatology in 2002 and obtained her PhD in epidemiology in 2006.
After being trained in rheumatology, Boutron was awarded of a fellowship from the French Ministry of Health and a 2-year fellowship from the Assistance Publique - Hôpitaux de Paris.