A native of North Carolina, Dr. Duncan moved to Maryland at an early age and completed her secondary school education in Columbia, MD. She graduated Magna Cum Laude from Hampton University in Hampton, VA with a B.S. in Chemistry and completed medical school at the University of North Carolina School of Medicine in Chapel Hill, NC.