Introduction. Simulation Design. Data-Based Solutions: Listwise Deletion. Data-Based Solutions: Mean/Mode Imputation. Data-Based Solutions: Regression-Based Imputation. Data-Based Solutions: Multiple Imputation. Method/Model-Based Solutions: EM Algorithms.