The music on "Even Worse" is built around parodies and pastiches of pop and rock music of the mid-1980s. Half of the album is made up of parodies, featuring jabs at Michael Jackson, George Harrison, Tiffany, Los Lobos, and Billy Idol. The other half is original material, featuring several "style parodies" or musical imitations that emulate existing artists. These style parodies include imitations of specific artists such as Oingo Boingo, the Beastie Boys, and James Taylor. "Even Worse" has the distinction of being one of two albums by Yankovic lacking any polka renditions of pop songs or medleys, the other being his self-titled debut album from 1983. This album's title and cover art are spoofs of Michael Jackson's 1987 album "Bad".