How to Obtain Valid Inference under Unit Nonresponse?

• Main Authors: Boeschoten Laura, Vink Gerko, Hox Joop J.C.M.
• Format: Article
• Language: English
• Published: Sciendo 2017-12-01
• Series: Journal of Official Statistics
• Subjects: weighting; mass imputation; sample imputation; coverage
• Online Access: https://doi.org/10.1515/jos-2017-0045

Weighting methods are commonly used in situations of unit nonresponse with linked register data. However, several arguments in terms of valid inference and practical usability can be made against the use of weighting methods in these situations. Imputation methods such as sample and mass imputation may be suitable alternatives, as they lead to valid inference in situations of item nonresponse and have some practical advantages. In a simulation study, sample and mass imputation were compared to traditional weighting when dealing with unit nonresponse in linked register data. Methods were compared on their bias and coverage in different scenarios. Both, sample and mass imputation, had better coverage than traditional weighting in all scenarios.