Efficient ways to impute incomplete panel data

Kleinke K, Stemmler M, Reinecke J, Lösel F (2011)

Publication Language: English

Publication Status: Accepted

Publication Type: Journal article, Original article

Publication year: 2011

Journal

Advances in Statistical Analysis Springer Verlag

Original Authors: Kleinke Kristian, Stemmler Mark, Reinecke Jost, Lösel Friedrich

Publisher: Springer Verlag (Germany)

Book Volume: 95

Pages Range: 351-373

Journal Issue: 4

DOI: 10.1007/s10182-011-0179-9

Abstract

We find that existing multiple imputation procedures that are currently im-

plemented in major statistical packages and that are available to the wide majority of

data analysts are limited with regard to handling incomplete panel data. We review

various missing data methods that we deem useful for the analysis of incomplete

panel data and discuss, how some of the shortcomings of existing procedures can be

overcome. In a simulation study based on real panel data, we illustrate these proce-

dures’ quality and outline fruitful avenues of future research.

Authors with CRIS profile

Mark Stemmler Lehrstuhl für Psychologische Diagnostik, Methodenlehre und Rechtspsychologie Friedrich Lösel Philosophische Fakultät und Fachbereich Theologie

Involved external institutions

Universität Bielefeld

Germany (DE)

How to cite

APA:

Kleinke, K., Stemmler, M., Reinecke, J., & Lösel, F. (2011). Efficient ways to impute incomplete panel data. Advances in Statistical Analysis, 95(4), 351-373. https://doi.org/10.1007/s10182-011-0179-9

MLA:

Kleinke, Kristian, et al. "Efficient ways to impute incomplete panel data." Advances in Statistical Analysis 95.4 (2011): 351-373.

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