Born in Providence, Rhode Island and raised in Edina, Minnesota in a family of 10 children, Burke graduated from Providence College in 1977 with a Bachelor of Arts degree in History.
In 1977, Burke played seven games with the Springfield Indians of the American Hockey League (AHL).