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On the use of robust regression in econometrics

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  • Markus Baldauf

    ()

  • J.M.C. Santos Silva

    ()

Abstract

The use of robust regression estimators has gained popularity among applied econometricians. The main argument invoked to justify the use of the robust estimators is that they provide efficiency gains in the presence of outliers or non-normal errors. Unfortunately, most practitioners seem to be unaware of the fact that heteroskedastic and skewed errors can dramatically affect the properties of these estimators. In this paper we reconsider the interpretation of the specific robust estimator that has become popular in applied econometrics, and conclude that its use in this context cannot be generally recommended.

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Bibliographic Info

Paper provided by University of Essex, Department of Economics in its series Economics Discussion Papers with number 664.

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Date of creation: 28 Jan 2009
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Handle: RePEc:esx:essedp:664

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  1. Kenneth S. Chan & Rob Godby & Stuart Mestelman & R. Andrew Muller, 1998. "Crowding Out Voluntary Contributions to Public Goods," Department of Economics Working Papers 1998-03, McMaster University.
  2. Godfrey, L. G. & Orme, C. D., 1991. "Testing for skewness of regression disturbances," Economics Letters, Elsevier, vol. 37(1), pages 31-34, September.
  3. Freund, Caroline & Bolaky, Bineswaree, 2008. "Trade, regulations, and income," Journal of Development Economics, Elsevier, vol. 87(2), pages 309-321, October.
  4. Arabmazar, Abbas & Schmidt, Peter, 1981. "Further evidence on the robustness of the Tobit estimator to heteroskedasticity," Journal of Econometrics, Elsevier, vol. 17(2), pages 253-258, November.
  5. Baldauf, Markus & Santos Silva, J.M.C., 2012. "On the use of robust regression in econometrics," Economics Letters, Elsevier, vol. 114(1), pages 124-127.
  6. Alpizar, Francisco & Carlsson, Fredrik & Johansson-Stenman, Olof, 2008. "Anonymity, reciprocity, and conformity: Evidence from voluntary contributions to a national park in Costa Rica," Journal of Public Economics, Elsevier, vol. 92(5-6), pages 1047-1060, June.
  7. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
  8. Janet Currie & John Fahr, 2001. "Hospitals, Managed Care, and the Charity Caseload in California," NBER Working Papers 8621, National Bureau of Economic Research, Inc.
  9. Lang, Kevin & Kahn, Shulamit, 1998. "The effect of minimum-wage laws on the distribution of employment: theory and evidence," Journal of Public Economics, Elsevier, vol. 69(1), pages 67-82, July.
  10. Ben Jann, 2010. "ROBREG: Stata module providing robust regression estimators," Statistical Software Components S457114, Boston College Department of Economics.
  11. Lee, Myoung-jae, 1989. "Mode regression," Journal of Econometrics, Elsevier, vol. 42(3), pages 337-349, November.
  12. Deschenes, Olivier & Greenstone, Michael, 2006. "The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather," Working paper 291, Regulation2point0.
  13. Mark Rogers, 2003. "Directly Unproductive Schooling: How Country Characteristics Affect the Impact of Schooling on Growth," Economics Series Working Papers 166, University of Oxford, Department of Economics.
  14. George P. Baker & Brian J. Hall, 2004. "CEO Incentives and Firm Size," Journal of Labor Economics, University of Chicago Press, vol. 22(4), pages 767-798, October.
  15. Andersen, Jørgen Juel & Aslaksen, Silje, 2008. "Constitutions and the resource curse," Journal of Development Economics, Elsevier, vol. 87(2), pages 227-246, October.
  16. Brian J. Hall & Jeffrey B. Liebman, 1998. "Are CEOs Really Paid Like Bureaucrats?," The Quarterly Journal of Economics, MIT Press, vol. 113(3), pages 653-691, August.
  17. Zaman, Asad & Rousseeuw, Peter J. & Orhan, Mehmet, 2001. "Econometric applications of high-breakdown robust regression techniques," Economics Letters, Elsevier, vol. 71(1), pages 1-8, April.
  18. Jonathan R. W. Temple, 1998. "Robustness tests of the augmented Solow model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(4), pages 361-375.
  19. Lee, M.J., 1990. "Quadratic Mode Regression," Papers 9-90-10, Pennsylvania State - Department of Economics.
  20. Kemp, Gordon C.R. & Santos Silva, J.M.C., 2012. "Regression towards the mode," Journal of Econometrics, Elsevier, vol. 170(1), pages 92-101.
  21. Croxson, B. & Propper, C. & Perkins, A., 2001. "Do doctors respond to financial incentives? UK family doctors and the GP fundholder scheme," Journal of Public Economics, Elsevier, vol. 79(2), pages 375-398, February.
  22. Koenker, Roger, 1981. "A note on studentizing a test for heteroscedasticity," Journal of Econometrics, Elsevier, vol. 17(1), pages 107-112, September.
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Cited by:
  1. Hyun Kim & Yong-seong Kim & Myoung-jae Lee, 2012. "Treatment effect analysis of early reemployment bonus program: panel MLE and mode-based semiparametric estimator for interval truncation," Portuguese Economic Journal, Springer, vol. 11(3), pages 189-209, December.
  2. Baldauf, Markus & Santos Silva, J.M.C., 2012. "On the use of robust regression in econometrics," Economics Letters, Elsevier, vol. 114(1), pages 124-127.
  3. Kemp, Gordon C.R. & Santos Silva, J.M.C., 2012. "Regression towards the mode," Journal of Econometrics, Elsevier, vol. 170(1), pages 92-101.

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