Ordered response models and non-random personality traits: Monte Carlo simulations and a practical guide
The paper compares different estimation strategies of ordered response models in the presence of non-random unobserved heterogeneity. By running Monte Carlo simulations with a range of randomly generated panel data of differing cross-sectional and longitudinal dimension sizes, we assess the consistency and efficiency of standard models such as linear fixed effects, ordered and conditional logit, and several different binary recoding procedures. Among the binary recoding procedures analyzed are the conditional ordered logit estimator proposed by Ferrer-i-Carbonell and Frijters (2004) that recently has gained some popularity in the analysis of individual well-being, as well as the new developed "Blow-Up and Cluster" (BUC) estimator of Baetschmann et al. (2011). The Ferrer-i-Carbonell and Frijters estimator (FCF) performs best if the number of observations is large and the number of categories on the ordered scale is small. However, the BUC method performs similarly well and even outperforms the FCF estimator if the number of categories on the ordered scale is large. If the researcher is only interested in the relative size of coefficients with respect to a baseline, however, the easy-to-compute linear fixed effects model delivers essentially the same results as the more elaborate binary recoding schemes.
|Date of creation:||2012|
|Date of revision:|
|Contact details of provider:|| Postal: |
Web page: http://www.cege.wiso.uni-goettingen.de/
More information through EDIRC
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- 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.
- Luechinger, Simon & Meier, Stephan & Stutzer, Alois, 2008.
"Why Does Unemployment Hurt the Employed? Evidence from the Life Satisfaction Gap between the Public and the Private Sector,"
IZA Discussion Papers
3385, Institute for the Study of Labor (IZA).
- 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.
- Simon Luechinger & Stephan Meier & Alois Stutzer, 2008. "Why Does Unemployment Hurt the Employed? Evidence from the Life Satisfaction Gap between the Public and the Private Sector," Working papers 2008/02, Faculty of Business and Economics - University of Basel.
- DiTella, Rafael & MacCulloch, Robert & Oswald, Andrew J., 2001.
"Preferences over inflation and unemployment: Evidence from surveys of happiness,"
ZEI Working Papers
B 03-2001, ZEI - Center for European Integration Studies, University of Bonn.
- 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.
- Andrew Clark & Andreas Knabe & Steffen Rätzel, 2008.
"Boon or Bane? Others' Unemployment, Well-being and Job Insecurity,"
CESifo Working Paper Series
2501, CESifo Group Munich.
- 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.
- Andrew Clark & Andreas Knabe & Steffen Rätzel, 2008. "Boon or Bane?: Others' Unemployment, Well-Being and Job Insecurity," SOEPpapers on Multidisciplinary Panel Data Research 153, DIW Berlin, The German Socio-Economic Panel (SOEP).
- Clark, Andrew E. & Knabe, Andreas & Rätzel, Steffen, 2009. "Boon or Bane? Others' Unemployment, Well-being and Job Insecurity," IZA Discussion Papers 4210, Institute for the Study of Labor (IZA).
- Andrew E. Clark & Andreas Knabe & Steffen Rätzel, 2008. "Boon or Bane? Others' unemployment, well-being and job insecurity," PSE Working Papers halshs-00586022, HAL.
- Ada Ferrer-i-Carbonell & Paul Frijters, 2002.
"How important is Methodology for the Estimates of the Determinants of Happiness?,"
Tinbergen Institute Discussion Papers
02-024/3, Tinbergen Institute.
- 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, 07.
- Thomas Cornelißen, 2009. "The Interaction of Job Satisfaction, Job Search, and Job Changes. An Empirical Investigation with German Panel Data," Journal of Happiness Studies, Springer, vol. 10(3), pages 367-384, June.
- Andrew Clark, 2001.
"Unemployment As A Social Norm: Psychological Evidence from Panel Data,"
DELTA Working Papers
2001-17, DELTA (Ecole normale supérieure).
- 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.
- Simon Luechinger, 2009. "Valuing Air Quality Using the Life Satisfaction Approach," Economic Journal, Royal Economic Society, vol. 119(536), pages 482-515, 03.
- Chamberlain, Gary, 1980. "Analysis of Covariance with Qualitative Data," Review of Economic Studies, Wiley Blackwell, vol. 47(1), pages 225-38, January.
- Winkelmann, Liliana & Winkelmann, Rainer, 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.
- 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, 08.
- Senik, Claudia, 2004. "When information dominates comparison: Learning from Russian subjective panel data," Journal of Public Economics, Elsevier, vol. 88(9-10), pages 2099-2123, August.
- 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).
- 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.
When requesting a correction, please mention this item's handle: RePEc:zbw:cegedp:116. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (ZBW - German National Library of Economics)
If references are entirely missing, you can add them using this form.