Robinson began his coaching career at Nebraska. He compiled a 11-4-1 record over two seasons and led Nebraska to its ever first conference championship.[6] He then coached at his alma mater from 1898 to 1901.[4] He coached at the University of Maine in 1902 and at Phillips Exeter Academy in 1903.[7] He returned to Brown in 1904 and remained there until 1907. After one year as the head coach at Tufts, he returned to Brown for his third stint as head coach.[8] In 1923 he turned down the opportunity to become the head coach of the Alabama Crimson Tide football team.[9] Robinson and his assistant Reggie Brown were let go after the 1925 season, ending his 24 year tenure as Brown’s head coach.[10] On April 2, 1926, athletic director George V. Brown hired Robinson and Brown to coach the Boston University football team.[11] They served as co-head coaches of BU until 1930, when they were replaced by Hilary Mahaney.[12] In 1931, Robinson coached the Providence Steam Roller of the National Football League.[13] Under Robinson, the Steam Roller finished the 1931 season 4–4–3 record.[14]
Baseball
In 1901, Robinson was hired to coach baseball at Yale University.[15] The following year he led the Phillips Exeter baseball team to a championship.[16] He was retained by Phillips Exeter for the following season and given the additional role as head football coach.[7]