 He stayed at Missouri until 1926, his star pupils being Olympic champion Jackson Scholz and Olympic silver medalist Brutus Hamilton; he had worked with and guided Scholz even before officially becoming a coach.He also coached his own younger brother Chauncey, who later became a track, football and golf coach at Missouri.Simpson's Tigers won the Missouri Valley Conference team championship twice, in 1920 and 1925.