Bailey is a native of Mercer County, West Virginia. She has a bachelor's degree in Education from Concord College, Athens, WV, and a Master of Arts degree in Secondary Educational Administration from Marshall University of Graduate Studies in Huntington, WV. She is currently teaching at Franklin County High School, in Rocky Mount, Virginia.