Leigh is an epidemiologist and actuary, with a particular interest in the modelling of HIV and other sexually transmitted infections. He has been involved in evaluating the impact of a range of HIV prevention and treatment programmes in South Africa. His work includes estimating the demographic impact of HIV/AIDS in South Africa. He has recently published updated HIV and demographic estimates for South Africa and for each of the provinces.