Furthermore, they are applied in an empirical study to the 2004 NAEP long-term trend data comparing both large, nearly saturated, and small models. Subsequently, the results are compared to the operational-based imputation method. Results show no impact on the imputation-based results, limited impact on large models, and reasonable impact on small models. While it is not readily apparent to what this differential impact can be attributed, several explanations are discussed.