They first recorded it on their 1987 album Wow! with their original line-up, after Siobhan Fahey was replaced by Jacquie O'Sullivan, Bananarama re-recorded the song for the Rain Man soundtrack.
Bananarama covered the song and scored a major hit worldwide: the song was number one on the Billboard Hot 100 for the week of September 6, 1986 and it was also the top single of 1986 in Australia.