 Shipley grew up in Buckinghamshire, where she attended Dr Challoner’s High School for Girls.She graduated with an MMath in Mathematics from St Hugh’s College, University of Oxford and was awarded a doctorate from the Oxford Centre for Industrial and Applied Mathematics, Mathematical Institute, University of Oxford in 2008 for her thesis ""Multiscale Modelling of Fluid and Drug Transport in Vascular Tumours".