Kelley began diving in college, where she majored in biology. Her first dive after certification was on the Great Barrier Reef during a fieldwork study abroad program, sparking her interest in diving for science. She completed her M.S. in oceanography at the University of Connecticut in 2011; her research focused on remote sensing and sea grass biology. Kelley currently works as a scientist at Thermo Fisher Scientific in Connecticut.