Stephen Machin is Professor of Economics at the University College of London, Research Director of the Centre for Economic Performance at the London School of Economics, and Director of the Centre for the Economics of Education. Anna Vignoles is Senior Lecturer at the Institute of Education and Research Associate of the Centre for Economic Performance at the London School of Economics.