On the use of robust regression in econometrics
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.
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- Lee, Myoung-jae, 1989. "Mode regression," Journal of Econometrics, Elsevier, vol. 42(3), pages 337-349, November.
- Kenneth S. Chan & Robert Godby & Stuart Mestelman & R. Andrew Muller, 1998.
"Crowding Out Voluntary Contributions to Public Goods,"
McMaster Experimental Economics Laboratory Publications
1998-01, McMaster University.
- 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.
- 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.
- 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.
- 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.
- Alpizar, Francisco & Carlson, Fredrik & Johansson-Stenman, Olof, 2008. "Anonymity, Reciprocity, and Conformity: Evidence from Voluntary Contributions to a National Park in Costa Rica," Discussion Papers dp-08-03-efd, Resources For the Future.
- Godfrey, L. G. & Orme, C. D., 1991. "Testing for skewness of regression disturbances," Economics Letters, Elsevier, vol. 37(1), pages 31-34, September.
- Andersen, Jørgen Juel & Aslaksen, Silje, 2008.
"Constitutions and the resource curse,"
Journal of Development Economics,
Elsevier, vol. 87(2), pages 227-246, October.
- Lee, Myoung-jae, 1993.
"Quadratic mode regression,"
Journal of Econometrics,
Elsevier, vol. 57(1-3), pages 1-19.
- repec:esx:essedp:664 is not listed on IDEAS
- 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.
- Kemp, Gordon C.R. & Santos Silva, J.M.C., 2012.
"Regression towards the mode,"
Journal of Econometrics,
Elsevier, vol. 170(1), pages 92-101.
- Olivier Deschênes & Michael Greenstone, 2007. "The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather," American Economic Review, American Economic Association, vol. 97(1), pages 354-385, March.
- 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.
- 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.
- Zaman, Asad & Rousseeuw, Peter J. & Orhan, Mehmet, 2000.
"Econometric applications of high-breakdown robust regression techniques,"
41529, University Library of Munich, Germany.
- 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.
- Rogers, Mark Llewellyn, 2008.
"Directly unproductive schooling: How country characteristics affect the impact of schooling on growth,"
European Economic Review,
Elsevier, vol. 52(2), pages 356-385, February.
- 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.
- 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.
- Baldauf, Markus & Santos Silva, Joao M C, 2009.
"On the use of robust regression in econometrics,"
Economics Discussion Papers
3543, University of Essex, Department of Economics.
- Brian J. Hall & Jeffrey B. Liebman, 1998.
"Are CEOs Really Paid Like Bureaucrats?,"
The Quarterly Journal of Economics,
Oxford University Press, vol. 113(3), pages 653-691.
- Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
- White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
- Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
- Rosario Crinò, 2010. "Service Offshoring and White-Collar Employment," Review of Economic Studies, Oxford University Press, vol. 77(2), pages 595-632.
- 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.
- Janet Currie & John Fahr, 2001. "Hospitals, Managed Care, and the Charity Caseload in California," NBER Working Papers 8621, National Bureau of Economic Research, Inc.
- 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.
- Freund, Caroline & Bolaky, Bineswaree, 2008. "Trade, regulations, and income," Journal of Development Economics, Elsevier, vol. 87(2), pages 309-321, October.
- Koenker, Roger, 1981. "A note on studentizing a test for heteroscedasticity," Journal of Econometrics, Elsevier, vol. 17(1), pages 107-112, September.
- Portnoy, Stephen & Welsh, A. H., 1992. "Exactly what is being modelled by the systematic component in a heteroscedastic linear regression," Statistics & Probability Letters, Elsevier, vol. 13(4), pages 253-258, March.
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