  Finite sample properties of multiple imputation estimators under the linear
regression model are studied. The exact bias of the multiple imputation
variance estimator is presented. A method of reducing the bias is presented and
simulation is used to make comparisons. We also show that the suggested method
can be used for a general class of linear estimators.
