Furniss was born in Sheffield on 14 March 1957. She is the daughter of a Sheffield steel worker. She was educated at the Chaucer School, Sheffield, and graduated from Leeds Metropolitan University with a BA in Library and Information Studies as a mature student in 1998. After leaving school, she worked as a librarian and went on to work as an administrator at the Northern General Hospital.
