IDEAS home Printed from https://ideas.repec.org/a/taf/japsta/v41y2014i11p2358-2374.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/02664763.2014.909969
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1080/02664763.2014.909969?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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. 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.
    4. Simon Luechinger, 2009. "Valuing Air Quality Using the Life Satisfaction Approach," Economic Journal, Royal Economic Society, vol. 119(536), pages 482-515, March.
    5. 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.
    6. 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.
    7. 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.
    8. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. Chung, Ching-Fan & Goldberger, Arthur S, 1984. "Proportional Projections in Limited Dependent Variable Models," Econometrica, Econometric Society, vol. 52(2), pages 531-534, March.
    16. 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.
    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. 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.
    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. Geishecker, Ingo & Riedl, Maximilian, 2012. "Ordered response models and non-random personality traits: Monte Carlo simulations and a practical guide," University of Göttingen Working Papers in Economics 116, University of Goettingen, Department of Economics.
    2. repec:got:cegedp:116 is not listed on IDEAS
    3. Suppa, Nicolai, 2021. "Unemployment and subjective well-being," GLO Discussion Paper Series 760, Global Labor Organization (GLO).
    4. Adrian Chadi, 2014. "Regional unemployment and norm-induced effects on life satisfaction," Empirical Economics, Springer, vol. 46(3), pages 1111-1141, May.
    5. Ada Ferrer-i-Carbonell, 2013. "Happiness economics," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 4(1), pages 35-60, March.
    6. Barbara Dluhosch & Daniel Horgos, 2013. "Trading Up the Happiness Ladder," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 113(3), pages 973-990, September.
    7. Antje Mertens & Miriam Beblo, 2016. "Self-Reported Satisfaction and the Economic Crisis of 2007–2010: Or How People in the UK and Germany Perceive a Severe Cyclical Downturn," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 125(2), pages 537-565, January.
    8. 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.
    9. Clemens Hetschko, 2016. "On the misery of losing self-employment," Small Business Economics, Springer, vol. 47(2), pages 461-478, August.
    10. Kunze, Lars & Suppa, Nicolai, 2017. "Bowling alone or bowling at all? The effect of unemployment on social participation," Journal of Economic Behavior & Organization, Elsevier, vol. 133(C), pages 213-235.
    11. Nguyen, Ha & Duncan, Alan, 2015. "Macroeconomic fluctuations in home countries and immigrants’ well-being: New evidence from Down Under," MPRA Paper 69593, University Library of Munich, Germany, revised Feb 2016.
    12. Kaiser, Caspar, 2022. "Using memories to assess the intrapersonal comparability of wellbeing reports," Journal of Economic Behavior & Organization, Elsevier, vol. 193(C), pages 410-442.
    13. Andrew E. Clark & Paul Frijters & Michael A. Shields, 2006. "Income and happiness: Evidence, explanations and economic implications," PSE Working Papers halshs-00590436, HAL.
    14. Frijters, Paul & Clark, Andrew E. & Krekel, Christian & Layard, Richard, 2020. "A happy choice: wellbeing as the goal of government," Behavioural Public Policy, Cambridge University Press, vol. 4(2), pages 126-165, July.
    15. Leonardo Becchetti & Alessandra Pelloni, 2013. "What are we learning from the life satisfaction literature?," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 60(2), pages 113-155, June.
    16. Leonardo Becchetti & Elena Giachin Ricca & Alessandra Pelloni, 2009. "The 60s Turnaround as a Test on the Causal Relationship between Sociability and Happiness," SOEPpapers on Multidisciplinary Panel Data Research 209, DIW Berlin, The German Socio-Economic Panel (SOEP).
    17. 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.
    18. 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.
    19. Green, Francis, 2011. "Unpacking the misery multiplier: How employability modifies the impacts of unemployment and job insecurity on life satisfaction and mental health," Journal of Health Economics, Elsevier, vol. 30(2), pages 265-276, March.
    20. Ingo Geishecker, 2010. "Perceived Job Insecurity and Well-Being Revisited: Towards Conceptual Clarity," SOEPpapers on Multidisciplinary Panel Data Research 282, DIW Berlin, The German Socio-Economic Panel (SOEP).
    21. Cristina Borra & Francisco Gómez-García, 2016. "Wellbeing at Work and the Great Recession: The Effect of Others’ Unemployment," Journal of Happiness Studies, Springer, vol. 17(5), pages 1939-1962, October.

    More about this item

    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:taf:japsta:v:41:y:2014:i:11:p:2358-2374. 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: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/CJAS20 .

    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.