Rabbitt was born to Irish immigrants Mae (nee Joyce) and Thomas Michael Rabbitt in Brooklyn, New York in 1941, and was raised in the nearby community of East Orange, New Jersey. His father was an oil-refinery refrigeration worker, and a skilled fiddle and accordion player, who often entertained in local New York City dance halls. By age twelve Rabbitt was a proficient guitar player, having been taught by his scoutmaster, Bob Scwickrath. During his childhood Rabbitt became a self-proclaimed "walking encyclopedia of country music".

Rabbitt used innovative techniques to tie country music themes with light rhythm and blues-influenced tempos. His songs often used echo, as Rabbitt routinely sang his own background vocals. In a process called the "Eddie Rabbitt Chorale," Rabbitt compensated for what Billboard Magazine described as a "somewhat thin and reedy voice" by recording songs in three-part harmonies. His music was compared to rockabilly, particularly the album Horizon, which was noted as having an Elvis-like sound. Rabbitt remarked that he liked "a lot of the old Memphis sounds that came out of Sun Records" during the 1950s, and that he "wanted to catch the magic of a live band." He credited such wide-ranging artists as Bob Dylan, Elton John, Steely Dan, Elvis Presley and Willie Nelson with influencing his works. When putting together an album, Rabbitt tried to make sure he put in "ten potential singles...no fillers, no junk." He remembered listening to albums as a child and hearing "two hits and a bunch of garbage." Rabbitt believed that country music was "Irish music" and that "the minor chords in [his] music gave it that mystical feel." Although he did not strive to produce pop music, his songs helped influence the direction of country music, leading to the Urban Cowboy era during the 1980s. Critic Harry Sumrall of the San Jose Mercury News said that Rabbitt was "like a hot corn dog: nothing fancy, nothing frilly. You know what you're getting and you like it...never a country purist, Rabbitt nonetheless makes music that is plain and simple, with all of the virtues that make good country good. [His songs] might be brisk, but they are also warm and familiar, like the breeze that wafts in over the fried artichokes." During the early 1990s, Rabbitt voiced criticism of hip hop music, particularly rap, which he said was sending a negative message to youths. He stated that the music was "inciting a generation" and that it had helped to contribute to the high rates of teenage pregnancy, high school dropouts and rapes during this period.

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