David grew up in St. Louis where he graduated from high school and became interested in politics and history. He went on to graduate from the University of Missouri with a BA and MA in political science. He has previously worked as a certified social studies teacher in the St. Louis inner city, and wrote his MA thesis on the history of racial segregation and municipal fragmentation present in the area.