Following his playing days, Page embarked on a coaching career. He served as the head basketball coach at the University of Chicago (1911–1920), Butler University (1920–1925) and the College of Idaho (1936–1938), compiling a career college basketball record of 269–140. In 1924, he coached Butler to the AAU title. Page was also the head football coach at Butler from 1920 to 1925, at Indiana University from 1926 to 1930 and at Albertson College (now known as the College of Idaho) from 1936 to 1937, tallying a career college football mark of 58–46–7. In addition, Page coached baseball at the University of Chicago from 1913 to 1920 and again in 1931, amassing a record of 63–35. In 1962, he was enshrined in the Basketball Hall of Fame as a player.
National champion Postseason invitational champion Conference regular season champion Conference regular season and conference tournament champion Division regular season champion Division regular season and conference tournament champion Conference tournament champion