He studied botany and pharmaceutics at the University of Copenhagen and the Pharmaceutical College in Copenhagen.
In his last year of high school, Wiley was employed at a local drugstore and began the study of Pharmacy and was awarded his certificate of Pharmacy by the Oregon State Board of Pharmaceutics on March 9, 1897.