1 London School of Economics and Political Science Adjusting for Unobserved and Observed Heterogeneity in Survey-Based Performance Indicators An Application to Adult Social Care in England Juliette Nicola Malley A thesis submitted to the Department of Social Policy at the London School of Economics for the degree of Doctor of Philosophy, London, January, 2017