Born in Woolhope, Herefordshire, England, Wightman is the twin sister of 1988 World Cross Country silver medallist Angela Tooby. She is married to former distance runner Geoff Wightman. They have three children, twin sons Jake (who is a 1500m runner) and Sam, and a daughter, Martha.