•Some of the companies involved in a portfolio could have become public very recently and the equity return may not be available before IPO. Statistical techniques, such as EM algorithm of Dempsteretal. and data augmentation algorithm of Tanner and Wong, can be employed to impute the missing values and estimate the model parameters.