Hoover graduated from Milligan College with a bachelor of arts degree in 1998. She studied at Dartmouth College and earned a master of arts degree from East Tennessee State University. She also holds a doctorate in English from the University of Tennessee. Prior to teaching at Milligan, Hoover served as a Graduate Teaching Fellow at the University of Tennessee. Hoover has also taught English classes in multiple middle and high schools in both Tennessee and New Hampshire.