Rivera worked third shift at Vinyl Masters Factory on Bayshore Road in Deer Park, New York in 1988. He disappeared at approximately 04:00 on March 27, 1988; Rivera's shift did not end until 07:00 that morning. Rivera's residence was in Manhattan at the time of his disappearance. He never arrived at his home after vanishing from work.