Prof Gwele obtained her professional education and training as a nurse. She graduated from the Frere College of nursing with a diploma in nursing, followed by a B.Cur. in Nursing from UNISA, M.Ed and MS: University of Missouri-Columbia and a PhD from the University of Natal.