Kelley has served as dean of the Sanford School since 2018, a period during which the school also celebrated 50 years of public policy studies at Duke. As dean, Kelley has led the development of a new set of strategic priorities to position the school for the future. Under her leadership the school has also developed new academic programs, expanded alumni engagement, and significantly increased fundraising for endowed chairs and graduate student financial aid.