IDEAS home Printed from https://ideas.repec.org/p/iab/iabdpa/200844.html
   My bibliography  Save this paper

Multiple imputation of right-censored wages in the German IAB Employment Sample considering heteroscedasticity

Author

Listed:
  • Büttner, Thomas
  • Rässler, Susanne

Abstract

"In many large data sets of economic interest, some variables, as wages, are top-coded or right-censored. In order to analyze wages with the German IAB employment sample we first have to solve the problem of censored wages at the upper limit of the social security system. We treat this problem as a missing data problem and derive new multiple imputation approaches to impute the censored wages by draws of a random variable from a truncated distribution based on Markov chain Monte Carlo techniques. In general, the variation of income is smaller in lower wage categories than in higher categories and the assumption of homoscedasticity in an imputation model is highly questionable. Therefore, we suggest a new multiple imputation method which does not presume homoscedasticity of the residuals. Finally, in a simulation study, different imputation approaches are compared under different situations and the necessity as well as the validity of the new approach is confirmed." (Author's abstract, IAB-Doku) ((en))

Suggested Citation

  • Büttner, Thomas & Rässler, Susanne, 2008. "Multiple imputation of right-censored wages in the German IAB Employment Sample considering heteroscedasticity," IAB-Discussion Paper 200844, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    • Handle: RePEc:iab:iabdpa:200844
    as

    Download full text from publisher

    File URL: https://doku.iab.de/discussionpapers/2008/dp4408.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Michael Moritz, 2011. "Spatial effects of open borders on the Czech labour market," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 19(2), pages 305-331, April.
    2. Gartner, Hermann, 2005. "The imputation of wages above the contribution limit with the German IAB employment sample," FDZ Methodenreport 200502_en, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    3. Gartner, Hermann, 2005. "The imputation of wages above the contribution limit with the German IAB employment sample," FDZ-Methodenreport 200502 (en), Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    4. Bender, Stefan & Haas, Anette & Klose, Christoph, 2000. "IAB Employment Subsample 1975-1995 Opportunities for Analysis Provided by the Anonymised Subsample," IZA Discussion Papers 117, Institute of Labor Economics (IZA).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hirsch, Boris & Jahn, Elke J. & Toomet, Ott & Hochfellner, Daniela, 2014. "Do better pre-migration skills accelerate immigrants' wage assimilation?," Labour Economics, Elsevier, vol. 30(C), pages 212-222.
    2. Gürtzgen, Nicole & Nolte, André, 2017. "Imputation rules for the implementation of the pre-unification education variable in the BASiD Data Set," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 50(1), pages 45-65.
    3. Kruppe, Thomas & Matthes, Britta & Unger, Stefanie, 2014. "Effectiveness of data correction rules in process-produced data : the case of educational attainment," IAB-Discussion Paper 201415, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    4. Kenneth Burdett & Carlos Carrillo-Tudela & Melvyn Coles, 2020. "The Cost of Job Loss," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(4), pages 1757-1798.
    5. Jan Kluge & Michael Weber, 2018. "Decomposing the German East–West wage gap," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 26(1), pages 91-125, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hausmann, Ricardo & Neffke, Frank M.H., 2019. "The workforce of pioneer plants," Research Policy, Elsevier, vol. 48(3), pages 628-648.
    2. Thomas K. Bauer & Tanja Kasten & Lars-H. R. Siemers, 2017. "Business Taxation and Wages: Redistribution and Asymmetric Effects," MAGKS Papers on Economics 201732, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    3. Nicole Gürtzgen, 2016. "Estimating the Wage Premium of Collective Wage Contracts: Evidence from Longitudinal Linked Employer–Employee Data," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 55(2), pages 294-322, April.
    4. Martyn Andrews & Lutz Bellmann & Thorsten Schank & Richard Upward, 2009. "The takeover and selection effects of foreign-owned establishments: an analysis using linked employer–employee data," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 145(2), pages 293-317, July.
    5. Beblo, Miriam & Bender, Stefan & Wolf, Elke, 2006. "The wage effects of entering motherhood : a within-firm matching approach," IAB-Discussion Paper 200613, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    6. Steinhardt Max Friedrich, 2011. "The Wage Impact of Immigration in Germany - New Evidence for Skill Groups and Occupations," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 11(1), pages 1-35, June.
    7. Boris Hirsch & Michael Oberfichtner & Claus Schnabel, 2014. "The levelling effect of product market competition on gender wage discrimination," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-14, December.
    8. Christian Göbel & Thomas Zwick, 2012. "Age and Productivity: Sector Differences," De Economist, Springer, vol. 160(1), pages 35-57, March.
    9. Gürtzgen, Nicole & Lochner, Benjamin & Pohlan, Laura & van den Berg, Gerard J., 2021. "Does online search improve the match quality of new hires?," Labour Economics, Elsevier, vol. 70(C).
    10. Hermann Gartner & Thorsten Schank & Claus Schnabel, 2013. "Wage Cyclicality Under Different Regimes of Industrial Relations," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 52(2), pages 516-540, April.
    11. Peters, Cornelius, 2015. "Do age complementarities affect labour productivity? Evidence from German firm level data," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 112941, Verein für Socialpolitik / German Economic Association.
    12. John Addison & Paulino Teixeira & Jens Stephani & Lutz Bellmann, 2012. "Can German Unions Still Cut It?," GEMF Working Papers 2012-19, GEMF, Faculty of Economics, University of Coimbra.
    13. Dauth, Wolfgang, 2014. "Job polarization on local labor markets," IAB-Discussion Paper 201418, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    14. Clemens Fuest & Andreas Peichl & Sebastian Siegloch, 2018. "Do Higher Corporate Taxes Reduce Wages? Micro Evidence from Germany," American Economic Review, American Economic Association, vol. 108(2), pages 393-418, February.
    15. Nicole Gürtzgen, 2006. "The Effect of Firm- ans Industry-Level Contracts on Wages: Evidence from Longitudinal Linked Employer-Employee Data," ZEW Discussion Papers 06-082, ZEW - Leibniz Centre for European Economic Research.
    16. John Addison & Paulino Teixeira & Jens Stephani & Lutz Bellmann, 2015. "Declining Unions and the Coverage Wage Gap: Can German Unions Still Cut It?," Journal of Labor Research, Springer, vol. 36(3), pages 301-317, September.
    17. Nicole Guertzgen, 2009. "Rent‐sharing and Collective Bargaining Coverage: Evidence from Linked Employer–Employee Data," Scandinavian Journal of Economics, Wiley Blackwell, vol. 111(2), pages 323-349, June.
    18. Henze, Philipp, 2014. "Structural change and wage inequality: Evidence from German micro data," University of Göttingen Working Papers in Economics 204, University of Goettingen, Department of Economics.
    19. Johannes Ludsteck, 2014. "Exploiting Regional Heterogeneity to Test Wage Setting Theories - Firm Size Wage Effects in Urban and Rural Regions," ERSA conference papers ersa14p374, European Regional Science Association.
    20. Thomas K. Bauer & Tanja Kasten & Lars-H. Siemers, 2012. "Business Taxation and Wages: Evidence from Individual Panel Data," MAGKS Papers on Economics 201233, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).

    More about this item

    Keywords

    Bundesrepublik Deutschland ; Westdeutschland ; Daten ; Datenaufbereitung ; IAB-Beschäftigtenstichprobe ; Imputationsverfahren ; Lohnhöhe ; Markov-Ketten ; mathematische Statistik ; Methode ; Monte-Carlo-Methode ; angewandte Statistik ; Schätzung ; 2000-2000;
    All these keywords.

    JEL classification:

    • C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General
    • C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models; Threshold Regression Models

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:iab:iabdpa:200844. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: IAB, Geschäftsbereich Wissenschaftliche Fachinformation und Bibliothek (email available below). General contact details of provider: https://edirc.repec.org/data/iabbbde.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.