Joseph J. W. Tucker was born in Raleigh (Wake County), North Carolina on January 29, 1827. Tucker graduated from the University of North Carolina (1847) and the University of Pennsylvania (1849). He worked as a physician in Raleigh until his death there on June 1, 1856.