Correcting the bias in the estimation of a dynamic ordered probit with fixed effects of self-assessed health status
AbstractThis paper considers the estimation of a dynamic ordered probit with fixed effects, with an application to self-assessed health status. The estimation of nonlinear panel data models with fixed effects by MLE is known to be biased when T is not very large. The problem is specially severe in our model because of the dynamics and because it contains two fixed effects: one in the linear index equation, interpreted as unobserved health status, and another one in the cut points, interpreted as heterogeneity in reporting behavior. The contributions of this paper are twofold. Firstly this paper contributes to the recent literature on bias correction in nonlinear panel data models by applying and studying the finite sample properties of two of the existing proposals to the ordered probit case. The most direct and easily applicable correction to our model is not the best one and still has important biases in our sample sizes. Secondly, we contribute to the literature that study the determinants of Self-Assesed Health measures by applying the previous analysis on estimation methods to the British Household Panel Survey.
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Bibliographic InfoPaper provided by Universidad Carlos III, Departamento de Economía in its series Economics Working Papers with number we094021.
Date of creation: Jun 2009
Date of revision:
Dynamic ordered probit; Self-assessed health; Reporting bias; Panel data; Unobserved heterogeneity; Incidental parameters; Bias correction;
Other versions of this item:
- Carro, Jesús M. & Traferri, Alejandra, . "Correcting the bias in the estimation of a dynamic ordered probit with fixed effects of self-assessed health status," Open Access publications from Universidad Carlos III de Madrid info:hdl:10016/5210, Universidad Carlos III de Madrid.
- 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
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- Jeffrey M Wooldridge, 2002.
"Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity,"
CeMMAP working papers
CWP18/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Jeffrey M. Wooldridge, 2005. "Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(1), pages 39-54.
- 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.
- Fernández-Val, Iván, 2009.
"Fixed effects estimation of structural parameters and marginal effects in panel probit models,"
Journal of Econometrics,
Elsevier, vol. 150(1), pages 71-85, May.
- Ivan Fernandez-Val, 2007. "Fixed Effects Estimation of Structural Parameters and Marginal Effects in Panel Probit Models," Boston University - Department of Economics - Working Papers Series WP2007-009, Boston University - Department of Economics.
- Carro, Jesus M., 2007. "Estimating dynamic panel data discrete choice models with fixed effects," Journal of Econometrics, Elsevier, vol. 140(2), pages 503-528, October.
- William H. Greene & David A. Hensher, 2008. "Modeling Ordered Choices: A Primer and Recent Developments," Working Papers 08-26, New York University, Leonard N. Stern School of Business, 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.
- Jinyong Hahn & Whitney Newey, 2004.
"Jackknife and Analytical Bias Reduction for Nonlinear Panel Models,"
Econometric Society, vol. 72(4), pages 1295-1319, 07.
- Jinyong Hahn & Whitney Newey, 2003. "Jackknife and analytical bias reduction for nonlinear panel models," CeMMAP working papers CWP17/03, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- 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).
- 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.
- Maarten Lindeboom & Eddy van Doorslaer, 2003. "Cut-point Shift and Index Shift in Self-reported Health," Tinbergen Institute Discussion Papers 03-042/3, Tinbergen Institute.
- Bester, C. Alan & Hansen, Christian, 2009. "A Penalty Function Approach to Bias Reduction in Nonlinear Panel Models with Fixed Effects," Journal of Business & Economic Statistics, American Statistical Association, vol. 27(2), pages 131-148.
- Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
- Halliday Timothy, 2011.
"Health Inequality over the Life-Cycle,"
The B.E. Journal of Economic Analysis & Policy,
De Gruyter, vol. 11(3), pages 1-21, October.
- Timothy J. Halliday, 2009. "Health Inequality over the Life-Cycle," Working Papers 200908, University of Hawaii at Manoa, Department of Economics.
- Halliday, Timothy J., 2009. "Health Inequality over the Life-Cycle," IZA Discussion Papers 4369, Institute for the Study of Labor (IZA).
- Timothy Halliday, 2011. "Health Inequality over the Life-Cycle," Working Papers 201108, University of Hawaii at Manoa, Department of Economics.
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