Missing observations occur in physical and social science research; Missing observations may arise from people not responding to question,; changes in data definitions, technology of data collection, and natural disasters and wars, among others. Many methods have been proposed to impute the missing observations; these methods often impose restrictive assumptions about the nature of the missing values, with missing at random being the most common. Though they work well in practice, the theoretical properties of the imputed data are not well understood.