Robust Estimation of Linear Fixed Effects Panel Data Models with an Application to the Exporter Productivity Premium
In empirical studies often the values of some variables for some observations are much larger or smaller than the values for the other observations in the sample. These extreme observations, or outliers, often have a large impact on the results of statistical analyses. Conclusions based on a sample with and without these units may differ drastically. While applied researchers are usually aware of this the detection of outliers and their appropriate treatment is often dealt with in a rather sloppy manner. One reason for this habit seems to be the lack of availability of appropriate canned programs for robust methods that can be used in the presence of outliers. Our paper intents to improve on this situation by presenting a highly robust method for estimation of the popular linear fixed effects panel data model and to supply Stata code for it. In an application from the field of the micro-econometrics of international firm activities we demonstrate that outliers can indeed drive results.
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Volume (Year): 231 (2011)
Issue (Month): 4 (August)
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References listed on IDEAS
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.:
- Wübker Ansgar & Sauerland Dirk & Wübker Achim, 2010. "Beeinflussen bessere Qualitätsinformationen die Krankenhauswahl in Deutschland? / Does Better Quality Information Affect Hospital Choice in Germany?: Eine empirische Untersuchung / An Empirical Analys," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 230(4), pages 467-490, August.
- Gabriel Ahlfeldt & Wolfgang Maennig, 2009.
"Impact of Non-Smoking Ordinances on Hospitality Revenues: The Case of Germany,"
026, Chair for Economic Policy, University of Hamburg.
- Ahlfeldt Gabriel M. & Maennig Wolfgang, 2010. "Impact of Non-smoking Ordinances on Hospitality Revenues: The Case of Germany," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 230(5), pages 506-521, October.
- David Greenaway & Richard Kneller, 2007. "Firm heterogeneity, exporting and foreign direct investment," Economic Journal, Royal Economic Society, vol. 117(517), pages F134-F161, 02.
- Vincenzo Verardi & Christophe Croux, 2009. "Robust regression in Stata," Stata Journal, StataCorp LP, vol. 9(3), pages 439-453, September.
- Catherine Dehon & Marjorie Gassner & Vincenzo Verardi, 2009. "Beware of 'Good' Outliers and Overoptimistic Conclusions," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(3), pages 437-452, 06.
- Südekum Jens, 2010.
"Human Capital Externalities and Growth of High- and Low-Skilled Jobs,"
Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik),
De Gruyter, vol. 230(1), pages 92-114, February.
- Suedekum, Jens, 2006. "Human Capital Externalities and Growth of High- and Low-Skilled Jobs," IZA Discussion Papers 1969, Institute for the Study of Labor (IZA).
- repec:spr:weltar:v:144:y:2008:i:4:p:596-635 is not listed on IDEAS
- Ricardo A. López, 2005. "Trade and Growth: Reconciling the Macroeconomic and Microeconomic Evidence," Journal of Economic Surveys, Wiley Blackwell, vol. 19(4), pages 623-648, 09.
- Wagner, Joachim, 2005.
"Exports and Productivity : A survey of the evidence from firm level data,"
HWWA Discussion Papers
319, Hamburg Institute of International Economics (HWWA).
- Joachim Wagner, 2007. "Exports and Productivity: A Survey of the Evidence from Firm-level Data," The World Economy, Wiley Blackwell, vol. 30(1), pages 60-82, 01.
- Joachim Wagner, 2005. "Exports and Productivity: A Survey of the Evidence fro Firm Level Data," International Trade 0504005, EconWPA.
- Joachim Wagner, 2005. "Exports and Productivity: A survey of the evidence from firm level data," Working Paper Series in Economics 4, University of Lüneburg, Institute of Economics.
- Aquaro, M. & Cizek, P., 2010.
"One-Step Robust Estimation of Fixed-Effects Panel Data Models,"
2010-110, Tilburg University, Center for Economic Research.
- Aquaro, M. & Čížek, P., 2013. "One-step robust estimation of fixed-effects panel data models," Computational Statistics & Data Analysis, Elsevier, vol. 57(1), pages 536-548.
- Helpman, Elhanan, 2006.
"Trade, FDI and the Organization of Firms,"
CEPR Discussion Papers
5589, C.E.P.R. Discussion Papers.
- Elhanan Helpman, 2006. "Trade, FDI, and the Organization of Firms," NBER Working Papers 12091, National Bureau of Economic Research, Inc.
- Elhanan Helpman, 2006. "Trade, FDI, and the Organization of Firms," Harvard Institute of Economic Research Working Papers 2118, Harvard - Institute of Economic Research.
- Balsmeier Benjamin & Buchwald Achim & Peters Heiko, 2010. "Auswirkungen von Mehrfachmandaten deutscher Vorstands- und Aufsichtsratsvorsitzender auf den Unternehmenserfolg / The Impact of Multiple Board Memberships of CEOs and Chairmen of Supervisory Boards on," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 230(5), pages 547-570, October.
- Anja Malchin & Ramona Voshage, 2009. "Official Firm Data for Germany," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 129(3), pages 501-513.
- Marc J. Melitz, 2003.
"The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity,"
Econometric Society, vol. 71(6), pages 1695-1725, November.
- Melitz, Marc J, 2002. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," CEPR Discussion Papers 3381, C.E.P.R. Discussion Papers.
- Mark J. Melitz, 2002. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," NBER Working Papers 8881, National Bureau of Economic Research, Inc.
- Pfeifer Christian, 2010. "Work Effort During and After Employment Probation: Evidence from German Personnel Data," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 230(1), pages 77-91, February.
- Maria Caterina Bramati & Christophe Croux, 2007. "Robust estimators for the fixed effects panel data model," Econometrics Journal, Royal Economic Society, vol. 10(3), pages 521-540, November.
- James J. Heckman, 2001. "Micro Data, Heterogeneity, and the Evaluation of Public Policy: Nobel Lecture," Journal of Political Economy, University of Chicago Press, vol. 109(4), pages 673-748, August.
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