 McCoy is a Fellow of the Institute of Mathematics and its Applications and the Royal Statistical Society.She is also a member of the Royal Statistical Society's Academic Affairs group.In 2017 she was appointed Vice-Dean for Education for the Faculty of Natural Sciences at Imperial College London.