Modified maximum likelihood estimation of Tobit models with fixed effects: theory and an application to earnings equations
This paper starts from the orthogonalization method proposed by Cox and Reid which is aplied to the Tobit model panel for data with fixed effects. Neyman and Scott showed that, generally, the maximum likelihood estimator is inconsistent (the incidental parameter problem). The methodology explained here recovers the use of the log-likelihood function to solve this problem taking advantage of the time-series dimension of panel data. For the Tobit model we show when is it possible to recover the orthogonal parameters, and study the characteristics of the estimators obtained with simulation methods. Also, an illustration for earnings equations has been performed.
Volume (Year): 29 (2005)
Issue (Month): 3 (September)
|Contact details of provider:|| Postal: |
Web page: http://www.fundacionsepi.es/
|Order Information:|| Web: http://www.fundacionsepi.es/revistas/presentacion.asp Email: |
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.:
- Manuel Arellano, 2003.
"Discrete choices with panel data,"
Fundación SEPI, vol. 27(3), pages 423-458, September.
- Heckman, James J & Macurdy, Thomas E, 1980. "A Life Cycle Model of Female Labour Supply," Review of Economic Studies, Wiley Blackwell, vol. 47(1), pages 47-74, January.
- Arellano, M. & Honore, B., 2000.
"Panel Data Models: Some Recent Developments,"
0016, Centro de Estudios Monetarios Y Financieros-.
When requesting a correction, please mention this item's handle: RePEc:iec:inveco:v:29:y:2005:i:3:p:575-607. 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: (Isabel Sánchez-Seco)
If references are entirely missing, you can add them using this form.