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Practical Guidelines for the Estimation and Inference of a Dynamic Logistic Model with Fixed-Effects

Author

Listed:
  • Romain Aeberhardt

    (CREST)

  • Laurent Davezies

    (CREST)

Abstract

This papers shows how to simply compute one of the estimators proposed in Honoré and Kyriazidou (2000) as well as its variance. The method involves a simple reshaping of the original dataset that is then used in a weighted logistic regression with clustering. Such procedures are widely available in standard statistics or econometrics softwares. We also extend their inference results to more than two states and more than four periods. In doing so, it appears that, with more than four periods, there are two natural candidates for the estimator of the covariance matrix, but one of these significantly outperforms the other on Monte-Carlo simulations

Suggested Citation

  • Romain Aeberhardt & Laurent Davezies, 2011. "Practical Guidelines for the Estimation and Inference of a Dynamic Logistic Model with Fixed-Effects," Working Papers 2011-08, Center for Research in Economics and Statistics.
    • Handle: RePEc:crs:wpaper:2011-08
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    References listed on IDEAS

    as
    1. Newey, Whitney K, 1991. "Uniform Convergence in Probability and Stochastic Equicontinuity," Econometrica, Econometric Society, vol. 59(4), pages 1161-1167, July.
    2. 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, January.
    3. Bo E. Honoré & Ekaterini Kyriazidou, 2000. "Panel Data Discrete Choice Models with Lagged Dependent Variables," Econometrica, Econometric Society, vol. 68(4), pages 839-874, July.
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    Cited by:

    1. Pauline Givord & Lionel Wilner, 2015. "When Does the Stepping‐Stone Work? Fixed‐Term Contracts Versus Temporary Agency Work in Changing Economic Conditions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(5), pages 787-805, August.
    2. Richard Duhautois & Christine Erhel & Mathilde Guergoat-Larivière, 2018. "State Dependence and Labor Market Transitions in the European Union," Annals of Economics and Statistics, GENES, issue 131, pages 59-82.
    3. Hélène Couprie & Xavier Joutard, 2023. "La place des emplois atypiques dans les trajectoires d'entrée dans la vie active : évolutions depuis une décennie," Working Papers halshs-04052418, HAL.
    4. Hélène Couprie & Xavier Joutard, 2017. "Atypical Employment and Prospects of the Youth on the Labor Market in a Crisis Context," THEMA Working Papers 2017-08, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.

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    More about this item

    Keywords

    conditional logit; state dependence;

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion

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