IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp5443.html
   My bibliography  Save this paper

Consistent Estimation of the Fixed Effects Ordered Logit Model

Author

Listed:
  • Baetschmann, Gregori

    (University of Zurich)

  • Staub, Kevin E.

    (University of Melbourne)

  • Winkelmann, Rainer

    (University of Zurich)

Abstract

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 of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp5443
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp5443.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Clark, Andrew E & Oswald, Andrew J, 1994. "Unhappiness and Unemployment," Economic Journal, Royal Economic Society, vol. 104(424), pages 648-659, May.
    2. Alison L. Booth & Jan C. Van Ours, 2008. "Job Satisfaction and Family Happiness: The Part‐Time Work Puzzle," Economic Journal, Royal Economic Society, vol. 118(526), pages 77-99, February.
    3. William Greene, 2004. "The behaviour of the maximum likelihood estimator of limited dependent variable models in the presence of fixed effects," Econometrics Journal, Royal Economic Society, vol. 7(1), pages 98-119, June.
    4. 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.
    5. White, Halbert, 1982. "Maximum Likelihood Estimation of Misspecified Models," Econometrica, Econometric Society, vol. 50(1), pages 1-25, January.
    6. 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.
    7. Gary Chamberlain, 1980. "Analysis of Covariance with Qualitative Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 225-238.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gregori Baetschmann & Kevin E. Staub & Rainer Winkelmann, 2011. "Reconsidering the analysis of longitudinal happiness data - with an application to the effect of unemployment," ECON - Working Papers 004, Department of Economics - University of Zurich, revised Jun 2011.
    2. 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.
    3. Dickerson, Andy & Hole, Arne Risa & Munford, Luke A., 2014. "The relationship between well-being and commuting revisited: Does the choice of methodology matter?," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 321-329.
    4. Alison L. Booth & Jan C. Van Ours, 2009. "Hours of Work and Gender Identity: Does Part‐time Work Make the Family Happier?," Economica, London School of Economics and Political Science, vol. 76(301), pages 176-196, February.
    5. repec:zbw:rwirep:0008 is not listed on IDEAS
    6. Sonja C. Kassenboehmer & John P. Haisken-DeNew, 2008. "You’re Fired! The Causal Negative Effect of Unemployment on Life Satisfaction," Ruhr Economic Papers 0063, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    7. Eva M. Berger, 2013. "Happy Working Mothers? Investigating the Effect of Maternal Employment on Life Satisfaction," Economica, London School of Economics and Political Science, vol. 80(317), pages 23-43, January.
    8. Kassenböhmer, Sonja C. & Haisken-DeNew, John P., 2008. "You're Fired! The Causal Negative Effect of Unemployment on Life Satisfaction," Ruhr Economic Papers 63, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    9. Eva M. Berger, 2009. "Maternal Employment and Happiness: The Effect of Non-Participation and Part-Time Employment on Mothers' Life Satisfaction," SOEPpapers on Multidisciplinary Panel Data Research 178, DIW Berlin, The German Socio-Economic Panel (SOEP).
    10. Mark Wooden & Diana Warren & Robert Drago, 2009. "Working Time Mismatch and Subjective Well‐being," British Journal of Industrial Relations, London School of Economics, vol. 47(1), pages 147-179, March.
    11. Sonja C. Kassenboehmer & John P. Haisken‐DeNew, 2009. "You're Fired! The Causal Negative Effect of Entry Unemployment on Life Satisfaction," Economic Journal, Royal Economic Society, vol. 119(536), pages 448-462, March.
    12. Peter van der Zwan & Jolanda Hessels & Cornelius A. Rietveld, 2015. "The Pleasures and Pains of Self-Employment: A Panel Data Analysis of Satisfaction with Life, Work, and Leisure," Tinbergen Institute Discussion Papers 15-099/VII, Tinbergen Institute.
    13. Carola Grün & Wolfgang Hauser & Thomas Rhein, 2010. "Is Any Job Better than No Job? Life Satisfaction and Re-employment," Journal of Labor Research, Springer, vol. 31(3), pages 285-306, September.
    14. Andrew M. Jones & Stefanie Schurer, 2007. "How Does Heterogeneity Shape the Socioeconomic Gradient in Health Satisfaction?," Ruhr Economic Papers 0008, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    15. repec:zbw:rwirep:0063 is not listed on IDEAS
    16. Lars Kunze & Nicolai Suppa, 2014. "Bowling Alone or Bowling at All? The Effect of Unemployment on Social Participation," Ruhr Economic Papers 0510, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    17. Lionel WILNER, 2019. "The Dynamics of Individual Happiness," Working Papers 2019-18, Center for Research in Economics and Statistics.
    18. Alpaslan Akay & Olivier Bargain & Klaus F. Zimmermann, 2017. "Home Sweet Home?: Macroeconomic Conditions in Home Countries and the Well-Being of Migrants," Journal of Human Resources, University of Wisconsin Press, vol. 52(2), pages 351-373.
    19. Robert Rudolf, 2014. "Work Shorter, Be Happier? Longitudinal Evidence from the Korean Five-Day Working Policy," Journal of Happiness Studies, Springer, vol. 15(5), pages 1139-1163, October.
    20. Leonardo Becchetti & Riccardo Massari & Paolo Naticchioni, 2014. "The drivers of happiness inequality: suggestions for promoting social cohesion," Oxford Economic Papers, Oxford University Press, vol. 66(2), pages 419-442.
    21. Roberta Distante, 2013. "Subjective Well-Being, Income and Relative Concerns in the UK," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 113(1), pages 81-105, August.
    22. Andrew E. Clark & Paul Frijters & Michael A. Shields, 2006. "Income and happiness: Evidence, explanations and economic implications," PSE Working Papers halshs-00590436, HAL.

    More about this item

    Keywords

    ordered response; panel data; correlated heterogeneity; incidental parameters;
    All these keywords.

    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:iza:izadps:dp5443. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.