Boyle is the elder of two sons. His father, Francis, is an Irish immigrant who came to the United States in 1970 from Glencolmcille, County Donegal, and works as a janitor for the Southeastern Pennsylvania Transportation Authority (SEPTA). His late mother, Eileen, was the child of Irish immigrants from County Sligo; she worked as a Philadelphia School District crossing guard for over 20 years.