 Olivieri was born to the Hamilton, Ontario, doctor Fernando Olivieri and Victoria Olivieri.Her paternal grandfather had immigrated to Hamilton from Italy in 1909.Olivieri received a Bachelor of Science from the University of Toronto and an MD from McMaster University in 1978.