She is a research affiliate with both the National Poverty Center and the Population Studies Center. Bailey earned her B.A. in Mathematics-Economics and German Literature from Agnes Scott College in 1997. She completed her M.A. and Ph.D., both in economics, at Vanderbilt University in 2003 and 2005, respectively.