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Stratified Multiple Imputation Estimation for Complex Surveys
Abstract
This research presents an approach to conducting multiple imputation of the R&D expenditures of businesses. It could be titled: don’t forget the past when imputing the present.
The approach uses all past years of survey data to learn about the attrition patterns of businesses. This gives a criterion for imputing the data. Based on that criterion, all years of data are imputed at once, each year’s imputation gaining strength from the other year’s information.