 In January 1937, the Pirates hired Gooch to be their pitching coach, at the urging of his old friend, Pie Traynor, who was then managing the Pirates.In October 1939, the Pirates released him as a coach, then immediately rehired him as a scout.The Pirates then named him to be the manager for their minor league affiliate, the Hutchinson Pirates of the Western Association for the 1941 season.