Glance was born in Phenix City, Alabama, the son of Mr and Mrs Wheller Glance.Mel Pulliam (May 13, 1978) "Harvey Glance: the name means speed in track", Gadsden Times. and was educated at Central High School in Phenix City. There he was mentored in track by his high school drivers’ education teacher, Joe Henderson, who had recognised Glance's special talent.
