At Washburn, Driver was the 12th head football coach and he held that position for two seasons, from 1911 until 1912. His overall coaching record was 8–8–1. This ranks him 17th in terms of total wins and 19th in terms of winning percentage.
From 1913 to 1914, he coached at Mississippi, where he compiled an 11–7–2 record. From 1920 to 1921, he coached at TCU, where he compiled a 15–4–1 season. That total included a 9–1 season in 1920. From 1923 to 1927, he coached at UC Davis and compiled an 18–23–3 record.
Between 1917 and 1920 he coached basketball at Texas A&M where he compiled an overall record of 42–13. In 1919–20, his team won the Southwest Conference championship.