Created on 12/1/2012 by Dr. Justin Esarey, Assistant Professor of Political Science at Rice University. Notes problems that can arise from ignoring missing data in statistical analysis. Discusses two potential solutions: the Multiple Imputation using Chained Equations algorithm of van Buuren et al., and a fully Bayesian model of imputation in BUGS.