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Practical estimation methods for linked employer-employee data

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Author Info
Andrews, Martyn J.
Schank, Thorsten
Upward, Richard

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Abstract

Methods for the analysis of linked employer-employee data are not yet available in standard econometrics packages. In this paper, we make the fixed-effects methods developed orginally by Abowd, Kramarz, Margolis and others more accessible, where possible, and show how they can be implemented in Stata. To illustrate these techniques, we give an example using German linked data. There is a caveat: when the number of plants is prohibitively large and the investigator wants to estimate the correlation between the worker and firm unobserved heterogeneities, the regression-based techniques discussed are not feasible. We also report an estimate of the correlation of zero. ; Die Analyse von zusammengefügten Personen- und Firmendaten ist bisher nicht in die Statistiksprogramme integriert worden. In dem vorliegenden Beitrag werden die ursprünglich von Abowd, Kramarz, Margolis u.a. entwickelten Analyseverfahren aufbereitet und, sofern möglich, wird gezeigt, wie diese in Stata implementiert werden können. Die vorgestellten Methoden werden mit einem kombinierten Firmen-Beschäftigtendatensatz (LIAB) aus Deutschland veranschaulicht. Es gibt jedoch eine Einschränkung: sofern die Anzahl der Firmen sehr groß ist und man die Korrelation zwischen den unbeobachtbaren Personen- und Firmenheterogenitäten schätzen möchte, können die in diesem Papier vorgestellten Regressionstechniken nicht verwendet werden. In Übereinstimmung mit anderen Studien finden wir ebenfalls eine Korrelation von Null. --

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Paper provided by Friedrich-Alexander-University Erlangen-Nuremberg, Chair of Labour and Regional Economics in its series Discussion Papers with number 29.

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Date of creation: 2004
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Handle: RePEc:zbw:faulre:29

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Related research
Keywords: linked employee-employer panel data; fixed effects;

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Find related papers by JEL classification:
C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data
C87 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Econometric Software
J30 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - General

References listed on IDEAS
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  1. John M. Abowd & Robert H. Creecy & Francis Kramarz, 2002. "Computing Person and Firm Effects Using Linked Longitudinal Employer-Employee Data," Technical Papers 2002-06, Longitudinal Employer-Household Dynamics, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
  2. Wansbeek, Tom & Kapteyn, Arie, 1989. "Estimation of the error-components model with incomplete panels," Journal of Econometrics, Elsevier, vol. 41(3), pages 341-361, July. [Downloadable!] (restricted)
  3. Goux, Dominique & Maurin, Eric, 1999. "Persistence of Interindustry Wage Differentials: A Reexamination Using Matched Worker-Firm Panel Data," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 492-533, July. [Downloadable!] (restricted)
  4. M. Andrews & L. Gill & R. Upward, 2006. "High wage workers and low wage firms: Negative assortative matching or statistical artefact?," The School of Economics Discussion Paper Series 0615, Economics, The University of Manchester. [Downloadable!]
  5. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
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  6. Chamberlain, Gary, 1984. "Panel data," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 2, chapter 22, pages 1247-1318 Elsevier. [Downloadable!] (restricted)
  7. Hausman, Jerry A. & Taylor, William E., 1981. "Panel data and unobservable individual effects," Journal of Econometrics, Elsevier, vol. 16(1), pages 155-155, May. [Downloadable!] (restricted)
  8. Hausman, Jerry A & Taylor, William E, 1981. "Panel Data and Unobservable Individual Effects," Econometrica, Econometric Society, vol. 49(6), pages 1377-98, November. [Downloadable!] (restricted)
  9. Max Gruetter & Rafael Lalive, 2004. "Job Mobility And Industry Wage Differentials Evidence From Matched Employer Employee Data," Royal Economic Society Annual Conference 2004 140, Royal Economic Society. [Downloadable!]
  10. Baltagi, Badi H. & Boozer, Michael A., 1997. "Econometric Analysis of Panel Data," Econometric Theory, Cambridge University Press, vol. 13(05), pages 747-754, October. [Downloadable!]
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(explanations, Please 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.)

  1. Gruetter, Max & Lalive, Rafael, 2004. "The Importance of Firms in Wage Determination," IZA Discussion Papers 1367, Institute for the Study of Labor (IZA). [Downloadable!]
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  2. Mary A. Burke & Tim R. Sass, 2006. "Classroom Peer Effects and Student Achievement," Working Papers wp2006_02_02, Department of Economics, Florida State University. [Downloadable!]
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  3. Simon D. Woodcock, 2007. "Match Effects," Discussion Papers dp07-13, Department of Economics, Simon Fraser University. [Downloadable!]
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  4. Gürtzgen, Nicole, 2005. "Rent-Sharing and Collective Bargaining Coverage ? Evidence from Linked Employer-Employee Data," ZEW Discussion Papers 05-90, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research. [Downloadable!]
  5. Heyman, Fredrik & Svaleryd, Helena & Vlachos, Jonas, 2008. "Competition, Takeovers and Gender Discrimination," Working Paper Series 734, Research Institute of Industrial Economics. [Downloadable!]
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  6. Hohendanner, Christian, 2007. "Verdrängen Ein-Euro-Jobs sozialversicherungspflichtige Beschäftigung in den Betrieben?," IAB Discussion Paper 200708, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
  7. Hannu Piekkola, 2005. "Public Funding of R&D and Growth: Firm-level Evidence from Finland," Discussion Papers 996, The Research Institute of the Finnish Economy. [Downloadable!]
  8. Kruppe, Thomas, 2006. "Die Förderung beruflicher Weiterbildung : eine mikroökonometrische Evaluation der Ergänzung durch das ESF-BA-Programm," IAB Discussion Paper 200621, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
  9. Ronald Bachmann & Peggy David, 2009. "The Importance of Two-Sided Heterogeneity for the Cyclicality of Labour Market Dynamics," Ruhr Economic Papers 0124, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen. [Downloadable!]
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  10. Alda, Holger & Bellmann, Lutz & Gartner, Hermann, 2005. "Wage structure and labour mobility in the West German private sector 1993-2000," IAB Discussion Paper 200518, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
  11. Douglas Harris & Tim R. Sass, 2006. "The Effects of Teacher Training on Teacher Value Added," Working Papers wp_2006_03_01, Department of Economics, Florida State University. [Downloadable!]
  12. Nicole Gürtzgen, 2006. "The effect of firm- ans industry-level contracts on wages : evidence from longitudinal linked employer-employee data," ZEW Discussion Papers 06-82, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research. [Downloadable!]
  13. Blien, Uwe & Hirschenauer, Franziska & Phan, thi Hong Van, 2006. "Model-based classification of regional labour markets : for purposes of labour market policy," IAB Discussion Paper 200629, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
  14. Simon D. Woodcock, 2005. "Heterogeneity and Learning in Labor Markets," Labor and Demography 0511012, EconWPA. [Downloadable!]
  15. Eckey, Hans-Friedrich & Schwengler, Barbara & Türck, Matthias, 2007. "Vergleich von deutschen Arbeitsmarktregionen," IAB Discussion Paper 200703, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
  16. Blien, Uwe & Kirchhof, Kai & Ludewig, Oliver, 2006. "Agglomeration effects on labour demand," IAB Discussion Paper 200628, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
  17. Romeu Gordo, Laura, 2006. "Compression of morbidity and the labor supply of older people," IAB Discussion Paper 200609, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
  18. Hannu Piekkola, 2005. "Knowledge Capital as the Source of Growth," Discussion Papers 972, The Research Institute of the Finnish Economy. [Downloadable!]
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