This paper examines the possibility of reducing attrition bias in panel data using targeted refreshment sampling and … matched imputation. The targeted refreshment sampling approach consists of collecting new data from the original sampling … conjunction with refreshment sampling it is suggested that the dropouts from a panel can effectively be 'replaced'. The procedure …