Advanced Search
MyIDEAS: Login

On the use of robust regression in econometrics

Contents:

Author Info

  • Baldauf, Markus
  • Santos Silva, J.M.C.

Abstract

A particular robust regression estimator has gained popularity among applied econometricians. We show that this estimator is inconsistent for the parameters of the conditional mean when the errors are skewed and heteroskedastic, and conclude that therefore its use cannot be generally recommended.

Download Info

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
File URL: http://www.sciencedirect.com/science/article/pii/S0165176511003600
Download Restriction: Full text for ScienceDirect subscribers only

As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or search for a different version of it.

Bibliographic Info

Article provided by Elsevier in its journal Economics Letters.

Volume (Year): 114 (2012)
Issue (Month): 1 ()
Pages: 124-127

as in new window
Handle: RePEc:eee:ecolet:v:114:y:2012:i:1:p:124-127

Contact details of provider:
Web page: http://www.elsevier.com/locate/ecolet

Related research

Keywords: Heteroskedasticity; Iteratively reweighted least squares; M-estimator; Mode regression; rreg; Skewness;

Other versions of this item:

Find related papers by JEL classification:

References

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.:
as in new window
  1. Jørgen Juel Andersen & Silje Aslaksen, 2006. "Constitutions and the resource curse," Working Paper Series 7506, Department of Economics, Norwegian University of Science and Technology.
  2. 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.
  3. Currie, Janet & Fahr, John, 2004. "Hospitals, managed care, and the charity caseload in California," Journal of Health Economics, Elsevier, vol. 23(3), pages 421-442, May.
  4. 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.
  5. 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.
  6. Chan, Kenneth S. & Godby, Rob & Mestelman, Stuart & Andrew Muller, R., 2002. "Crowding-out voluntary contributions to public goods," Journal of Economic Behavior & Organization, Elsevier, vol. 48(3), pages 305-317, July.
  7. Markus Baldauf & J.M.C. Santos Silva, 2009. "On the use of robust regression in econometrics," Economics Discussion Papers 664, University of Essex, Department of Economics.
  8. 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.
  9. 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.
  10. Ben Jann, 2010. "ROBREG: Stata module providing robust regression estimators," Statistical Software Components S457114, Boston College Department of Economics.
  11. Deschenes, Olivier & Greenstone, Michael, 2006. "The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather," Working paper 291, Regulation2point0.
  12. Alpizar, Francisco & Carlsson, Fredrik & Johansson-Stenman, Olof, 2007. "Anonymity, Reciprocity, and Conformity: Evidence from Voluntary Contributions to a National Park in Costa Rica," Working Papers in Economics 245, University of Gothenburg, Department of Economics.
  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. Koenker, Roger, 1981. "A note on studentizing a test for heteroscedasticity," Journal of Econometrics, Elsevier, vol. 17(1), pages 107-112, September.
  15. 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.
  16. Vincenzo Verardi & Christophe Croux, 2009. "Robust regression in Stata," Stata Journal, StataCorp LP, vol. 9(3), pages 439-453, September.
  17. Gordon C.R. Kemp & J.M.C. Santos Silva, 2010. "Regression towards the mode," Economics Discussion Papers 686, University of Essex, Department of Economics.
  18. Freund, Caroline & Bolaky, Bineswaree, 2008. "Trade, regulations, and income," Journal of Development Economics, Elsevier, vol. 87(2), pages 309-321, October.
  19. Lee, Myoung-jae, 1989. "Mode regression," Journal of Econometrics, Elsevier, vol. 42(3), pages 337-349, November.
  20. Lee, M.J., 1990. "Quadratic Mode Regression," Papers 9-90-10, Pennsylvania State - Department of Economics.
  21. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
  22. 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.
  23. Godfrey, L. G. & Orme, C. D., 1991. "Testing for skewness of regression disturbances," Economics Letters, Elsevier, vol. 37(1), pages 31-34, September.
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 in new window

Cited by:
  1. 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.
  2. Gordon C.R. Kemp & J.M.C. Santos Silva, 2010. "Regression towards the mode," Economics Discussion Papers 686, University of Essex, Department of Economics.
  3. 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.

Lists

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

Statistics

Access and download statistics

Corrections

When requesting a correction, please mention this item's handle: RePEc:eee:ecolet:v:114:y:2012:i:1:p:124-127. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Zhang, Lei).

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 references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link 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 profile, as there may be some citations waiting for confirmation.

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