Multiple imputation of missing values in the wave 2007 of the IAB Establishment Panel
Joerg Drechsler
No 201006, IAB-Discussion Paper from Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]
Abstract:
"The basic concept of multiple imputation is straightforward and easy to understand, but the application to real data imposes many implementation problems. To define useful imputation models for a dataset that consists of categorical and of continuous variables with distributions that are anything but normal, contains skip patterns and all sorts of logical constraints is a challenging task. In this paper, we review different approaches to handle these problems and illustrate their successful implementation for a complex imputation project at the German Institute for Employment Research (IAB): The imputation of missing values in one wave of the IAB Establishment Panel." (Author's abstract, IAB-Doku) ((en))
Keywords: Missing Data-Technik; Datenqualität; IAB-Betriebspanel; Imputationsverfahren; statistische Methode (search for similar items in EconPapers)
JEL-codes: C52 C81 C83 (search for similar items in EconPapers)
Pages: 29 pages
Date: 2010
New Economics Papers: this item is included in nep-ecm
References: Add references at CitEc
Citations: View citations in EconPapers (3)
Downloads: (external link)
https://doku.iab.de/discussionpapers/2010/dp0610.pdf
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:iab:iabdpa:201006
Access Statistics for this paper
More papers in IAB-Discussion Paper from Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany] Contact information at EDIRC.
Bibliographic data for series maintained by IAB, Geschäftsbereich Wissenschaftliche Fachinformation und Bibliothek ().