Like Priestley, Cooper was very highly esteemed by Thomas Jefferson, who secured for him the appointment as first professor of natural science and law in the University of Virginia - a position which Cooper was forced to resign under the fierce attack made on him by the Virginia clergy.
He became a professor of chemistry at South Carolina College (now the University of South Carolina) in 1819.