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Keep it simple: estimation strategies for ordered response models with fixed effects

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  • Maximilian Riedl
  • Ingo Geishecker

Abstract

By running Monte Carlo simulations, we compare different estimation strategies of ordered response models in the presence of non-random unobserved heterogeneity. We find that very simple binary recoding schemes deliver parameter estimates with very low bias and high efficiency. Furthermore, if the researcher is interested in the relative size of parameters the simple linear fixed effects model is the method of choice.

Suggested Citation

  • Maximilian Riedl & Ingo Geishecker, 2014. "Keep it simple: estimation strategies for ordered response models with fixed effects," Journal of Applied Statistics, Taylor & Francis Journals, vol. 41(11), pages 2358-2374, November.
    • Handle: RePEc:taf:japsta:v:41:y:2014:i:11:p:2358-2374
    DOI: 10.1080/02664763.2014.909969
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    1. Andrew E. Clark, 2003. "Unemployment as a Social Norm: Psychological Evidence from Panel Data," Journal of Labor Economics, University of Chicago Press, vol. 21(2), pages 289-322, April.
    2. Robert J. MacCulloch & Rafael Di Tella & Andrew J. Oswald, 2001. "Preferences over Inflation and Unemployment: Evidence from Surveys of Happiness," American Economic Review, American Economic Association, vol. 91(1), pages 335-341, March.
    3. Betsey Stevenson & Justin Wolfers, 2008. "Economic Growth and Subjective Well-Being: Reassessing the Easterlin Paradox," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 39(1 (Spring), pages 1-102.
    4. Geishecker, Ingo, 2012. "Simultaneity bias in the analysis of perceived job insecurity and subjective well-being," Economics Letters, Elsevier, vol. 116(3), pages 319-321.
    5. Simon Luechinger & Stephan Meier & Alois Stutzer, 2010. "Why Does Unemployment Hurt the Employed?: Evidence from the Life Satisfaction Gap Between the Public and the Private Sector," Journal of Human Resources, University of Wisconsin Press, vol. 45(4), pages 998-1045.
    6. 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.
    7. Geishecker, Ingo & Riedl, Maximilian & Frijters, Paul, 2012. "Offshoring and job loss fears: An econometric analysis of individual perceptions," Labour Economics, Elsevier, vol. 19(5), pages 738-747.
    8. Deaton, Angus & Irish, Margaret, 1984. "Statistical models for zero expenditures in household budgets," Journal of Public Economics, Elsevier, vol. 23(1-2), pages 59-80.
    9. Chung, Ching-Fan & Goldberger, Arthur S, 1984. "Proportional Projections in Limited Dependent Variable Models," Econometrica, Econometric Society, vol. 52(2), pages 531-534, March.
    10. Clark, Andrew & Knabe, Andreas & Rätzel, Steffen, 2010. "Boon or bane? Others' unemployment, well-being and job insecurity," Labour Economics, Elsevier, vol. 17(1), pages 52-61, January.
    11. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    12. Ruud, Paul A, 1983. "Sufficient Conditions for the Consistency of Maximum Likelihood Estimation Despite Misspecifications of Distribution in Multinomial Discrete Choice Models," Econometrica, Econometric Society, vol. 51(1), pages 225-228, January.
    13. Simon Luechinger, 2009. "Valuing Air Quality Using the Life Satisfaction Approach," Economic Journal, Royal Economic Society, vol. 119(536), pages 482-515, March.
    14. 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.
    15. Paul Frijters & Ingo Geishecker & John P. Haisken‐DeNew & Michael A. Shields, 2006. "Can the Large Swings in Russian Life Satisfaction be Explained by Ups and Downs in Real Incomes?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 108(3), pages 433-458, October.
    16. Liliana Winkelmann & Rainer Winkelmann, 1998. "Why Are the Unemployed So Unhappy?Evidence from Panel Data," Economica, London School of Economics and Political Science, vol. 65(257), pages 1-15, February.
    17. 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.
    18. Kenneth Scheve & Matthew J. Slaughter, 2004. "Economic Insecurity and the Globalization of Production," American Journal of Political Science, John Wiley & Sons, vol. 48(4), pages 662-674, October.
    19. Greene, William H, 1981. "On the Asymptotic Bias of the Ordinary Least Squares Estimator of the Tobit Model," Econometrica, Econometric Society, vol. 49(2), pages 505-513, March.
    20. J. S. Cramer, 2007. "Robustness of Logit Analysis: Unobserved Heterogeneity and Mis‐specified Disturbances," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(4), pages 545-555, August.
    21. 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.
    22. 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.
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