During the American Civil War, Semple served in Williamsburg, Virginia as a volunteer nurse for Confederate soldiers after the Battle of Manassas. At the end of the war, she opened a school, called the Eclectic Institute, located in Baltimore, Maryland. The Institute enrolled approximately 20 young ladies at a time.