Gallishaw was born in Newfoundland, and studied at Harvard. During the Great War he returned home to join the Newfoundland Regiment, and later served as both an intelligence officer with the US Army and a liaison officer with British forces. After the war Gallishaw returned to Harvard, this time to teach, eventually opening a school for creative writing in Cambridge.