Rankine has won fellowships from the John D. and Catherine T. MacArthur Foundation, the Academy of American Poets, the National Endowment for the Arts, the Lannan Foundation, and the Guggenheim Foundation. In 2013, she was elected as a chancellor of the Academy of American Poets. In 2014 she received a Lannan Literary Award. 