Representative Wealth Data for Germany from the German SOEP: The Impact of Methodological Decisions around Imputation and the Choice of the Aggregation Unit
Abstract
The definition and operationalization of wealth information in population surveys and the corresponding microdata requires a wide range of more or less normative assumptions. However, the decisions made in both the pre- and post-data-collection stage may interfere consid-erably with the substantive research question. Looking at wealth data from the German SOEP, this paper focuses on the impact of collecting information at the individual rather than house-hold level, and on "imputation and editing" as a means of dealing with measurement error. First, we assess how the choice of unit of aggregation or unit of analysis affects wealth distri-bution and inequality analysis. Obviously, when measured in "per capita household" terms, wealth is less unequally distributed than at the individual level. This is the result of significant redistribution within households, and also provides evidence of a significant persisting gender wealth gap. Secondly, we find multiple imputation to be an effective means of coping with selective non-response. There is a significant impact of imputation on the share of wealth holders (increas-ing on average by 15%) and also on aggregate wealth (plus 30%). However, with respect to inequality, the results are ambiguous. Looking at the major outcome variable for the whole population-net worth-the Gini coefficient decreases, whereas a top-sensitive measure dou-bles. The non-random selectivity built into the missing process and the consideration of this selectivity in the imputation process clearly contribute to this finding. Obviously, the treatment of measurement errors after data collection, especially with respect to the imputation of missing values, affects cross-national comparability and thus may require some cross-national harmonization of the imputation strategies applied to the various national datasets.Download Info
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Paper provided by DIW Berlin, German Institute for Economic Research in its series Discussion Papers of DIW Berlin with number 672.Length: 38 p.
Date of creation: 2007
Date of revision:
Handle: RePEc:diw:diwwpp:dp672
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Keywords: Wealth; Item non-response; multiple imputation; SOEP;Other versions of this item:
- Joachim R. Frick & Markus M. Grabka & Eva M. Sierminska, 2007. "Representative Wealth Data for Germany from the German SOEP: The Impact of Methodological Decisions around Imputation and the Choice of the Aggregation Unit," SOEPpapers on Multidisciplinary Panel Data Research 3, DIW Berlin, The German Socio-Economic Panel (SOEP).
- D31 - Microeconomics - - Distribution - - - Personal Income and Wealth Distribution
- C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data
- I32 - Health, Education, and Welfare - - Welfare and Poverty - - - Measurement and Analysis of Poverty
This paper has been announced in the following NEP Reports:
- NEP-ALL-2007-03-17 (All new papers)
References
References listed on IDEASPlease report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January.
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"Do Current Income and Annual Income Measures Provide Different Pictures of Britain's Income Distribution?,"
Discussion Papers of DIW Berlin
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Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.Cited by:
- Markus M. Grabka & Jan Marcus & Eva Sierminska, 2013.
"Wealth Distribution within Couples and Financial Decision Making,"
SOEPpapers on Multidisciplinary Panel Data Research
540, DIW Berlin, The German Socio-Economic Panel (SOEP).
- GRABKA Markus & MARCUS Jan & SIERMINSKA Eva, 2013. "Wealth distribution within couples and financial decision making," CEPS/INSTEAD Working Paper Series 2013-02, CEPS/INSTEAD.
- Sierminska, Eva M. & Frick, Joachim R. & Grabka, Markus M., 2010.
"Examining the gender wealth gap,"
EconStor Open Access Articles,
ZBW - German National Library of Economics.
- Eva M. Sierminska & Joachim R. Frick & Markus M. Grabka, 2010. "Examining the gender wealth gap," Oxford Economic Papers, Oxford University Press, vol. 62(4), pages 669-690, October.
- Nicolas R. Ziebarth & Joachim R. Frick, 2010.
"Revisiting the Income-Health Nexus: The Importance of Choosing the "Right" Indicator,"
SOEPpapers on Multidisciplinary Panel Data Research
274, DIW Berlin, The German Socio-Economic Panel (SOEP).
- Ziebarth, Nicolas R. & Frick, Joachim R., 2010. "Revisiting the Income-Health Nexus: The Importance of Choosing the "Right" Indicator," IZA Discussion Papers 4787, Institute for the Study of Labor (IZA).
- James B. Davies & Susanna Sandström & Anthony Shorrocks & Edward N. Wolff, 2011.
"The Level and Distribution of Global Household Wealth,"
Economic Journal,
Royal Economic Society, vol. 121(551), pages 223-254, March.
- James B. Davies & Susanna Sandström & Anthony B. Shorrocks & Edward N. Wolff, 2009. "The Level and Distribution of Global Household Wealth," NBER Working Papers 15508, National Bureau of Economic Research, Inc.
- James B. Davies & Susanna Sandstrom & Anthony Shorrocks & Edward N. Wolff, 2009. "The Level and Distribution of Global Household Wealth," University of Western Ontario, Economic Policy Research Institute Working Papers 20091, University of Western Ontario, Economic Policy Research Institute.
- Joachim R. Frick & Markus M. Grabka & Jan Marcus, 2007.
"Editing and Multiple Imputation of Item-Non-Response in the 2002 Wealth Module of the German Socio-Economic Panel (SOEP),"
Data Documentation
18, DIW Berlin, German Institute for Economic Research.
- Joachim R. Frick & Markus M. Grabka & Jan Marcus, 2007. "Editing and Multiple Imputation of Item-Non-Response in the 2002 Wealth Module of the German Socio-Economic Panel (SOEP)," SOEPpapers on Multidisciplinary Panel Data Research 18, DIW Berlin, The German Socio-Economic Panel (SOEP).
- Sierminska, Eva & Frick, Joachim R. & Grabka, Markus M., 2008.
"Examining the Gender Wealth Gap in Germany,"
IZA Discussion Papers
3573, Institute for the Study of Labor (IZA).
- Eva M. Sierminska & Joachim R. Frick & Markus M. Grabka, 2008. "Examining the Gender Wealth Gap in Germany," Discussion Papers of DIW Berlin 806, DIW Berlin, German Institute for Economic Research.
- Eva M. Sierminska & Joachim R. Frick & Markus M. Grabka, 2008. "Examining the Gender Wealth Gap in Germany," SOEPpapers on Multidisciplinary Panel Data Research 115, DIW Berlin, The German Socio-Economic Panel (SOEP).
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