Sometimes data are missing from surveys and registers, for example because a respondent cannot or will not answer a question. One way to cope with such missing values is to impute valid values, so that it is still possible to produce total values. This report describes imputation methods used at Statistics Netherlands. It pays extra attention to longitudinal imputation and to imputations for records with more than one missing value.