 In 1921, Clevenger left the coaching profession and moved to the University of Missouri, where he served as athletic director until 1923.In 1923, Clevenger returned to Indiana and became its most venerated athletic director, holding that position for 23 years before retiring in 1946.He was replaced in the position by Bo McMillin.