Brian Tarran, editor of Significance (www.significancemagazine.com), interviews John MacInnes (http://www.sps.ed.ac.uk/staff/sociology/macinnes_john), chair of the Royal Statistical Society Professional Affairs Committee and professor of sociology at the University of Edinburgh. They discuss the changing forms that statistics is taking in the era of data abundance and the ethical challenges this gives rise to.