Parametric and Semiparametric Estimation in Models with Misclassified Categorical Dependent Variables
We consider both a parametric and a semiparametric method to account for classification errors on the dependent variable in an ordered response model. The methods are applied to the analysis of self-reported speaking fluency of male immigrants in Germany. We find that a parametric model which explicitly allows for misclassification performs better than a standard ordered probit model and than a model with random thresholds. We find some substantial differences in parameter estimates and predictions of the different models.
|Date of creation:||Nov 2000|
|Publication status:||published in: Journal of Business and Economic Statistics, 2004, 22 (3), 312-321|
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- repec:adr:anecst:y:1999:i:55-56:p:09 is not listed on IDEAS
- Andrews, Donald W. K., 1998.
"Hypothesis testing with a restricted parameter space,"
Journal of Econometrics,
Elsevier, vol. 84(1), pages 155-199, May.
- Donald W.K. Andrews, 1994. "Hypothesis Testing with a Restricted Parameter Space," Cowles Foundation Discussion Papers 1060R, Cowles Foundation for Research in Economics, Yale University.
- Chiswick, Barry R & Miller, Paul W, 1995. "The Endogeneity between Language and Earnings: International Analyses," Journal of Labor Economics, University of Chicago Press, vol. 13(2), pages 246-88, April.
- Das, J.W.M., 1995. "Extensions of the Ordered Response Model Applied to Consumer Valuation of New Products," Discussion Paper 1995-15, Tilburg University, Center for Economic Research.
- McManus, Walter & Gould, William & Welch, Finis, 1983. "Earnings of Hispanic Men: The Role of English Language Proficiency," Journal of Labor Economics, University of Chicago Press, vol. 1(2), pages 101-30, April.
- Dustmann, Christian, 1994.
"Speaking Fluency, Writing Fluency and Earnings of Migrants,"
CEPR Discussion Papers
905, C.E.P.R. Discussion Papers.
- Dustmann, Christian, 1994. "Speaking Fluency, Writing Fluency and Earnings of Migrants," Journal of Population Economics, Springer;European Society for Population Economics, vol. 7(2), pages 133-156.
- Horowitz, Joel L., 1993. "Semiparametric estimation of a work-trip mode choice model," Journal of Econometrics, Elsevier, vol. 58(1-2), pages 49-70, July.
- George J. Borjas, 1987.
"Self-Selection and the Earnings of Immigrants,"
NBER Working Papers
2248, National Bureau of Economic Research, Inc.
- Yoram Ben-Porath, 1967. "The Production of Human Capital and the Life Cycle of Earnings," Journal of Political Economy, University of Chicago Press, vol. 75, pages 352-352.
- repec:adr:anecst:y:1999:i:55-56 is not listed on IDEAS
- Das, Marcel & van Soest, Arthur, 1997.
"Expected and realized income changes: Evidence from the Dutch socio-economic panel,"
Journal of Economic Behavior & Organization,
Elsevier, vol. 32(1), pages 137-154, January.
- Das, J.W.M. & van Soest, A.H.O., 1995. "Expected and realized income changes : Evidence from the Dutch socio-economic panel," Discussion Paper 1995-52, Tilburg University, Center for Economic Research.
- Clark, Andrew E & Oswald, Andrew J, 1994. "Unhappiness and Unemployment," Economic Journal, Royal Economic Society, vol. 104(424), pages 648-59, May.
- Hausman, J. A. & Abrevaya, Jason & Scott-Morton, F. M., 1998. "Misclassification of the dependent variable in a discrete-response setting," Journal of Econometrics, Elsevier, vol. 87(2), pages 239-269, September.
- Douglas, Stratford M & Conway, Karen Smith & Ferrier, Gary D, 1995. "A Switching Frontier Model for Imperfect Sample Separation Information: With an Application to Constrained Labor Supply," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 36(2), pages 503-29, May.
- Lee, Lung-Fei & Porter, Robert H, 1984. "Switching Regression Models with Imperfect Sample Separation Information-With an Application on Cartel Stability," Econometrica, Econometric Society, vol. 52(2), pages 391-418, March.
- Rivera-Batiz, Francisco L., 1990. "English language proficiency and the economic progress of immigrants," Economics Letters, Elsevier, vol. 34(3), pages 295-300, November.
- Jason Abrevaya & Jerry A. Hausman, 1999. "Semiparametric Estimation with Mismeasured Dependent Variables: An Application to Duration Models for Unemployment Spells," Annals of Economics and Statistics, GENES, issue 55-56, pages 243-275.
- Han, Aaron K., 1987. "Non-parametric analysis of a generalized regression model : The maximum rank correlation estimator," Journal of Econometrics, Elsevier, vol. 35(2-3), pages 303-316, July.
- Donald W. K. Andrews, 1999. "Estimation When a Parameter Is on a Boundary," Econometrica, Econometric Society, vol. 67(6), pages 1341-1384, November.
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