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Ordered Response Models

In: Modern Econometric Analysis

Author

Listed:
  • Stefan Boes

    (University of Zurich)

  • Rainer Winkelmann

    (University of Zurich)

Abstract
We discuss regression models for ordered responses, such as ratings of bonds, schooling attainment, or measures of subjective well-being. Commonly used models in this context are the ordered logit and ordered probit regression models. They are based on an underlying latent model with single index function and constant thresholds. We argue that these approaches are overly restrictive and preclude a flexible estimation of the effect of regressors on the discrete outcome probabilities. For example, the signs of the marginal probability effects can only change once when moving from the smallest category to the largest one. We then discuss several alternative models that overcome these limitations. An application illustrates the benefit of these alternatives.

Suggested Citation

  • Stefan Boes & Rainer Winkelmann, 2006. "Ordered Response Models," Springer Books, in: Olaf Hübler & Jachim Frohn (ed.), Modern Econometric Analysis, chapter 12, pages 167-181, Springer.
    • Handle: RePEc:spr:sprchp:978-3-540-32693-9_12
    DOI: 10.1007/3-540-32693-6_12
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    1. Samuel Muehlemann & Juerg Schweri & Rainer Winkelmann & Stefan C. Wolter, 2005. "A Structural Model of Demand for Apprentices," CESifo Working Paper Series 1417, CESifo.
    2. Frey, Bruno S & Stutzer, Alois, 2000. "Happiness, Economy and Institutions," Economic Journal, Royal Economic Society, vol. 110(466), pages 918-938, October.
    3. Stewart, Mark B., 2005. "A comparison of semiparametric estimators for the ordered response model," Computational Statistics & Data Analysis, Elsevier, vol. 49(2), pages 555-573, April.
    4. Bruno S. Frey & Simon Luechinger & Alois Stutzer, "undated". "Valuing Public Goods: The Life Satisfaction Approach," IEW - Working Papers 184, Institute for Empirical Research in Economics - University of Zurich.
    5. Gärtner, Dennis L. & Halbheer, Daniel, 2009. "Are there waves in merger activity after all?," International Journal of Industrial Organization, Elsevier, vol. 27(6), pages 708-718, November.
    6. Bellemare, C. & Melenberg, B. & van Soest, A.H.O., 2002. "Semi-parametric Models for Satisfaction with Income," Other publications TiSEM a7ab8987-444a-4ab0-b566-c, Tilburg University, School of Economics and Management.
    7. Daniel Halbheer & Sarah Niggli & Armin Schmutzler, 2006. "What Does it Take to Sell Environmental Policy? An Empirical Analysis of Referendum Data," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 33(4), pages 441-462, April.
    8. Bruno S. Frey, 2018. "Economics of Happiness," SpringerBriefs in Economics, Springer, number 978-3-319-75807-7, June.
    9. Ulf Olsson, 1979. "Maximum likelihood estimation of the polychoric correlation coefficient," Psychometrika, Springer;The Psychometric Society, vol. 44(4), pages 443-460, December.
    10. Schmutzler, Armin & Bühler, Stefan & Borek, Thomas, 2003. "Weddings with Uncertain Prospects - Mergers under Asymmetric Information," CEPR Discussion Papers 3839, C.E.P.R. Discussion Papers.
    11. Yves Schneider & Peter Zweifel, 2004. "How Much Internalization of Nuclear Risk Through Liability Insurance?," Journal of Risk and Uncertainty, Springer, vol. 29(3), pages 219-240, December.
    12. Easterlin, Richard A., 1974. "Does Economic Growth Improve the Human Lot? Some Empirical Evidence," MPRA Paper 111773, University Library of Munich, Germany.
    13. Charles Bellemare & Bertrand Melenberg & Arthur Soest, 2002. "Semi-parametric models for satisfaction with income," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 181-203, August.
    14. Schmutzler, Armin & Bühler, Stefan, 2003. "Who Integrates?," CEPR Discussion Papers 4066, C.E.P.R. Discussion Papers.
    15. Thomas Borek & Stefan Buehler & Armin Schmutzler, 2002. "Weddings with Uncertain Prospects � Mergers under Asymmetric Information," SOI - Working Papers 0213, Socioeconomic Institute - University of Zurich, revised Feb 2004.
    16. Mahler, Philippe & Winkelmann, Rainer, 2004. "Single Motherhood and (Un)Equal Educational Opportunities: Evidence for Germany," IZA Discussion Papers 1391, Institute of Labor Economics (IZA).
    17. 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.
    18. Zava Aydemir & Stefan Buehler, 2002. "Estimating Vertical Foreclosure in U.S. Gasoline Supply," SOI - Working Papers 0212, Socioeconomic Institute - University of Zurich.
    19. Stefan Boes & Rainer Winkelmann, 2004. "Income and Happiness: New Results from Generalized Threshold and Sequential Models," SOI - Working Papers 0407, Socioeconomic Institute - University of Zurich.
    20. Everitt, B. S., 1988. "A finite mixture model for the clustering of mixed-mode data," Statistics & Probability Letters, Elsevier, vol. 6(5), pages 305-309, April.
    21. Michael A. Shields & Stephen Wheatley Price, 2005. "Exploring the economic and social determinants of psychological well‐being and perceived social support in England," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 168(3), pages 513-537, July.
    22. Shields, Michael A. & Wheatley Price, Stephen, 2001. "Exploring the Economic and Social Determinants of Psychological and Psychosocial Health," IZA Discussion Papers 396, Institute of Labor Economics (IZA).
    23. Yves Schneider & Peter Zweifel, 2005. "Spatial Effects in Willingness-to-Pay: The Case of Two Nuclear Risks," SOI - Working Papers 0502, Socioeconomic Institute - University of Zurich, revised Sep 2007.
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    More about this item

    Keywords

    Cumulative Probability; Sequential Model; Royal Statistical Society; Order Probit Model; Finite Mixture Model;
    All these keywords.

    JEL classification:

    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • I29 - Health, Education, and Welfare - - Education - - - Other

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