Wright attended a Madison High School, but there is no evidence he ever graduated. He was admitted to the University of Wisconsin–Madison as a special student in 1886. There he joined Phi Delta Theta fraternity, took classes part-time for two semesters, and worked with a professor of civil engineering, Allan D. Conover. He moved to Chicago, Illinois in 1887.