The purpose of this workshop is to discuss commonly used techniques for handling missing data and common issues that could arise when these techniques are used. In particular, the se workshop will focus on the one of the most commonly used modern methods, multiple imputation.  The workshop will cover multiple imputation using the multivariate normal and imputation by chained equations as well as imputation diagnostics.