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Consistent Estimation of the Fixed Effects Ordered Logit Model


  • Baetschmann, Gregori

    () (University of Zurich)

  • Staub, Kevin E.

    () (University of Melbourne)

  • Winkelmann, Rainer

    () (University of Zurich)


The paper re-examines existing estimators for the panel data fixed effects ordered logit model, proposes a new one, and studies the sampling properties of these estimators in a series of Monte Carlo simulations. There are two main findings. First, we show that some of the estimators used in the literature are inconsistent, and provide reasons for the inconsistency. Second, the new estimator is never outperformed by the others, seems to be substantially more immune to small sample bias than other consistent estimators, and is easy to implement. The empirical relevance is illustrated in an application to the effect of unemployment on life satisfaction.

Suggested Citation

  • Baetschmann, Gregori & Staub, Kevin E. & Winkelmann, Rainer, 2011. "Consistent Estimation of the Fixed Effects Ordered Logit Model," IZA Discussion Papers 5443, Institute for the Study of Labor (IZA).
  • Handle: RePEc:iza:izadps:dp5443

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    References listed on IDEAS

    1. 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, June.
    2. Clark, Andrew E & Oswald, Andrew J, 1994. "Unhappiness and Unemployment," Economic Journal, Royal Economic Society, vol. 104(424), pages 648-659, May.
    3. Anna Cristina D'Addio & Tor Eriksson & Paul Frijters, 2007. "An analysis of the determinants of job satisfaction when individuals' baseline satisfaction levels may differ," Applied Economics, Taylor & Francis Journals, vol. 39(19), pages 2413-2423.
    4. AlisonL. Booth & JanC. vanOurs, 2008. "Job Satisfaction and Family Happiness: The Part-Time Work Puzzle," Economic Journal, Royal Economic Society, vol. 118(526), pages 77-99, February.
    5. Paul Frijters & John P. Haisken-DeNew & Michael A. Shields, 2004. "Money Does Matter! Evidence from Increasing Real Income and Life Satisfaction in East Germany Following Reunification," American Economic Review, American Economic Association, vol. 94(3), pages 730-740, June.
    6. Das, Marcel & van Soest, Arthur, 1999. "A panel data model for subjective information on household income growth," Journal of Economic Behavior & Organization, Elsevier, vol. 40(4), pages 409-426, December.
    7. repec:dgr:kubcen:200769 is not listed on IDEAS
    8. Ada Ferrer-i-Carbonell & Paul Frijters, 2004. "How Important is Methodology for the estimates of the determinants of Happiness?," Economic Journal, Royal Economic Society, vol. 114(497), pages 641-659, July.
    9. Frijters, Paul & Haisken-DeNew, John P. & Shields, Michael A., 2005. "The causal effect of income on health: Evidence from German reunification," Journal of Health Economics, Elsevier, vol. 24(5), pages 997-1017, September.
    10. Paul Frijters & John P. Haisken-DeNew & Michael A. Shields, 2004. "Investigating the Patterns and Determinants of Life Satisfaction in Germany Following Reunification," Journal of Human Resources, University of Wisconsin Press, vol. 39(3).
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    More about this item


    ordered response; panel data; correlated heterogeneity; incidental parameters;

    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
    • J28 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Safety; Job Satisfaction; Related Public Policy
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search

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