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Autoregressive Models with Sample Selectivity for Panel Data

Author

Listed:
  • Arellano, M.
  • Bover, O.
  • Labeaga, J.M.

Abstract

The purpose of this paper is to formulate procedures for the analysis of the time series behaviour of micro panel data subject to censoring. We assume an autoregressive model with random effects for a latent variable which is only partly observed due to a selection mechanism. Our methods are based on the observation that the subsamples which only include individuals without censored past observations are exogenously selected for the purpose conditional on its past. We apply these methods to analyze the dynamics of female labour supply and wages using PSID data.

Suggested Citation

  • Arellano, M. & Bover, O. & Labeaga, J.M., 1997. "Autoregressive Models with Sample Selectivity for Panel Data," Papers 9706, Centro de Estudios Monetarios Y Financieros-.
  • Handle: RePEc:fth:cemfdt:9706
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    Citations

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    Cited by:

    1. Lechner, Michael, 1993. "The dynamics of self-employment in East Germany: an empirical analysis using panel data and allowing for state dependence and endogenous attrition," ZEW Discussion Papers 93-24, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
    2. Chrysanthou, Georgios Marios, 2008. "Estimating union wage effects in Great Britain during 1991-2003," UC3M Working papers. Economics we082214, Universidad Carlos III de Madrid. Departamento de Economía.
    3. Leandro M. Magnusson, 2010. "Inference in limited dependent variable models robust to weak identification," Econometrics Journal, Royal Economic Society, vol. 13(3), pages 56-79, October.
    4. José Labeaga & Xisco Oliver & Amedeo Spadaro, 2008. "Discrete choice models of labour supply, behavioural microsimulation and the Spanish tax reforms," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 6(3), pages 247-273, September.
    5. Vella, Francis & Verbeek, Marno, 1999. "Two-step estimation of panel data models with censored endogenous variables and selection bias," Journal of Econometrics, Elsevier, vol. 90(2), pages 239-263, June.
    6. Graciela Sanromán, 2003. "Vivienda y Fiscalidad en España: un análisis empírico," Documentos de Trabajo (working papers) 0803, Department of Economics - dECON.
    7. José M. Labeaga & Xisco Oliver & Amadéo Spadaro, 2005. "Discrete choice models of labour suppluy, behavioural microsimulation and the Spanish tax reform," Working Papers halshs-00590836, HAL.
    8. Sébastien Laurent, 2001. "Capital humain, emploi et salaire en Belgique et dans ses régions," Reflets et perspectives de la vie économique, De Boeck Université, vol. 0(1), pages 25-36.
    9. Laura Crespo, 2007. "The Role Of Wage Differences And Individual Labour Supply On Male Earnings Inequality: Empirical Evidence From Spain," Working Papers. Serie EC 2007-05, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    10. Labeaga, Jose M., 1999. "A double-hurdle rational addiction model with heterogeneity: Estimating the demand for tobacco," Journal of Econometrics, Elsevier, vol. 93(1), pages 49-72, November.
    11. David Pacini & Frank Windmeijer, 2015. "Moment Conditions for AR(1) Panel Data Models with Missing Outcomes," Bristol Economics Discussion Papers 15/660, Department of Economics, University of Bristol, UK.
    12. Akay, Alpaslan, 2007. "Monte Carlo Investigation of the Initial Values Problem in Censored Dynamic Random-Effects Panel Data Models," Working Papers in Economics 278, University of Gothenburg, Department of Economics.
    13. Akay, Alpaslan, 2007. "Dynamics of Employment- and Earnings-Assimilation of First-Generation Immigrant Men in Sweden, 1990-2000," Working Papers in Economics 279, University of Gothenburg, Department of Economics.

    More about this item

    Keywords

    SAMPLING ; LABOUR SUPPLY ; WAGES ; MODELS;

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

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