He developed a love for jazz and was influenced by guitarist Wes Montgomery. At the age of 17 he worked with Lena Horne and Tony Bennett. He studied classical guitar at the University of Southern California. In the mid-to-late 1970s, Ritenour purchased a 1958 Fender Stratocaster that became one of his primary recording guitars.