Modern medicine presents us with data of unprecedented complexity and dimensionality. Yet most mathematical and statistical tools used routinely to analyse such data date from the 1970s. There is a clear and unmet need for innovation. Realising truly personalised data-driven precision medicine requires more advanced mathematical and statistical methodology.