IMPUTATION METHODS AND APPROACHES: AN ANALYSIS OF PROTEIN SOURCES IN THE MEXICAN DIET

Several imputation approaches using a large sample and different levels of censoring are compared and contrasted following a multiple imputation methodology. The study not only discusses these imputation approaches, but also quantifies differences in price variability before and after price imput...

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Bibliographic Details
Main Author: Jose Antonio Lopez
Format: Article
Language:English
Published: International Journal of Food and Agricultural Economics 2014-04-01
Series:International Journal of Food and Agricultural Economics
Subjects:
Online Access:http://www.foodandagriculturejournal.com/vol2.no2.pp29.pdf
Description
Summary:Several imputation approaches using a large sample and different levels of censoring are compared and contrasted following a multiple imputation methodology. The study not only discusses these imputation approaches, but also quantifies differences in price variability before and after price imputation, evaluates the performance of each method, and estimates and compares parameters and elasticities from a complete demand system. The study’s findings reveal that small variability among the mean prices from the various imputation approaches may result in relatively larger variability among the underlying parameter estimates of interest and the ultimately desired measures. This suggests that selection bias may be avoided or reduced by validating the imputation approaches and choosing the imputation method based on an analysis of the ultimately desired measures.
ISSN:2147-8988