From 1903 to 1904, Cutts coached at Purdue University, where he compiled a 13–5 record. This included a 9–3 season in 1904, where the Boilermakers outscored opponents 176–66. In 1905, he coached at the University of Washington, where he compiled a 4–2–2 record.