Marc Cohn recorded "Turn On Your Radio" for the For The Love of Harry: Everybody Sings Nilsson album. His version is a medley with John Lennon's "I've Got a Feeling" - "I was just subconsciously thinking about Harry's connection to John Lennon, because they were such good friends. I just started singing these Lennon lyrics. I like it because it connects the two of them musically."
The song is also on Cohn's 1998 album Burning the Daze.