Burke retired from playing professional ice hockey in 1938. After he retired, Burke became the coach of the Calgary Stampeders of the ASHL/ABCSL/WCSHL. He was the head coach for 4 seasons and the associate coach for 1 season. Burke died on March 7, 1968.