State dependence and heterogeneity in health using a bias corrected fixed effects estimator
Abstract
This paper considers the estimation of a dynamic ordered probit of self-assessed health status with two fixed effects: one in the linear index equation and one in the cut points. The two fixed effects allow us to robustly control for heterogeneity in unobserved health status and in reporting behaviour, even though we can not separate both sources of heterogeneity. The contributions of this paper are twofold. First it contributes to the literature that studies the determinants and dynamics of Self-Assessed Health measures. Second, this paper contributes to the recent literature on bias correction in nonlinear panel data models with fixed effects by applying and studying the finite sample properties of two of the existing proposals to our model. The most direct and easily applicable correction to our model is not the best one, and has important biases in our sample sizesDownload Info
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Paper provided by Universidad Carlos III, Departamento de Economía in its series Economics Working Papers with number we1118.Length:
Date of creation: May 2011
Date of revision:
Handle: RePEc:cte:werepe:we1118
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Related research
Keywords: Dynamic ordered probit; Fixed effects; Self-assessed health; Reporting bias; Panel data; Unobserved heterogeneity; Incidental parameters; Bias correction;Other versions of this item:
- Jesus M. Carro & Alejandra Traferri, 2011. "State Dependence and Heterogeneity in Health Using a Bias Corrected Fixed Effects Estimator," Documentos de Trabajo 402, Instituto de Economia. Pontificia Universidad Católica de Chile..
- C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Longitudinal Data; Spatial Time Series
- C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
- I19 - Health, Education, and Welfare - - Health - - - Other
This paper has been announced in the following NEP Reports:
- NEP-ALL-2011-07-21 (All new papers)
- NEP-ECM-2011-07-21 (Econometrics)
- NEP-HEA-2011-07-21 (Health Economics)
References
References listed on IDEASPlease 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.:
- Andrew M. Jones & Stefanie Schurer, 2011.
"How does heterogeneity shape the socioeconomic gradient in health satisfaction?,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 26(4), pages 549-579, 06.
- Andrew M. Jones & Stefanie Schurer, 2007. "How Does Heterogeneity Shape the Socioeconomic Gradient in Health Satisfaction?," Ruhr Economic Papers 0008, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
- Andrew M. Jones & Stefanie Schurer, 2007. "How does heterogeneity shape the socioeconomic gradient in health satisfaction?," Health, Econometrics and Data Group (HEDG) Working Papers 07/05, HEDG, c/o Department of Economics, University of York.
- Rilstone, Paul & Srivastava, V. K. & Ullah, Aman, 1996. "The second-order bias and mean squared error of nonlinear estimators," Journal of Econometrics, Elsevier, vol. 75(2), pages 369-395, December.
- Timothy J Halliday, 2005.
"Heterogeneity, State Dependence and Health,"
Working Papers
200503, University of Hawaii at Manoa, Department of Economics.
- Timothy J. Halliday, 2008. "Heterogeneity, state dependence and health," Econometrics Journal, Royal Economic Society, vol. 11(3), pages 499-516, November.
- Halliday, Timothy J., 2008. "Heterogeneity, State Dependence and Health," IZA Discussion Papers 3463, Institute for the Study of Labor (IZA).
- Timothy J. Halliday, 2007. "Heterogeneity, State Dependence and Health," Working Papers 200716, University of Hawaii at Manoa, Department of Economics.
- Hahn, Jinyong & Kuersteiner, Guido, 2011. "Bias Reduction For Dynamic Nonlinear Panel Models With Fixed Effects," Econometric Theory, Cambridge University Press, vol. 27(06), pages 1152-1191, December.
- Paul Contoyannis & Andrew M. Jones & Nigel Rice, 2004. "The dynamics of health in the British Household Panel Survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(4), pages 473-503.
- Lindeboom, Maarten & van Doorslaer, Eddy, 2004.
"Cut-point shift and index shift in self-reported health,"
Journal of Health Economics,
Elsevier, vol. 23(6), pages 1083-1099, November.
- Lindeboom, Maarten & van Doorslaer, Eddy, 2004. "Cut-Point Shift and Index Shift in Self-Reported Health," IZA Discussion Papers 1286, Institute for the Study of Labor (IZA).
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