Bayoh was born in Sierra Leone. In 1995 he fled to the United Kingdom as an unaccompanied child to escape civil war in Sierra Leone. After living in London for five years, he moved to Fife, Scotland at the invitation of his sister, who had lived there since the 1990s. At the time of his death, Bayoh was training to be a gas engineer. He was a father to two sons.