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An Almost Integration-free Approach to Ordered Response Models

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Author Info
Bernard M.S. van Praag () (Universiteit van Amsterdam, CESifo, IZA, & SCHOLAR)
Ada Ferrer-i-Carbonell () (Universiteit van Amsterdam, SCHOLAR, AIAS Amsterdam Institute of Labour Studies)

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Abstract

In this paper we propose an alternative approach to the estimation of ordered response models. We show that the Probit-method may be replaced by a simple OLS-approach, called P(robit)OLS, without any loss of efficiency. This method can be generalized to the analysis of panel data. For large-scale examples with random fixed effects we found that computing time was reduced from 90 minutes to less than one minute. Conceptually, the method removes the gap between traditional multivariate models and discrete variable models

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Publisher Info
Paper provided by Tinbergen Institute in its series Tinbergen Institute Discussion Papers with number 06-047/3.

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Date of creation: 22 May 2006
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Handle: RePEc:dgr:uvatin:20060047

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Related research
Keywords: Categorical data; Ordered probit model; Ordered response models; Subjective data; Subjective well-being;

Find related papers by JEL classification:
C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models

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References listed on IDEAS
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.:
  1. William Greene, 2005. "Censored Data and Truncated Distributions," Working Papers 05-08, New York University, Leonard N. Stern School of Business, Department of Economics. [Downloadable!]
  2. 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. [Downloadable!] (restricted)
    Other versions:
  3. 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. [Downloadable!]
  4. Bruno S. Frey & Alois Stutzer, 2002. "What Can Economists Learn from Happiness Research?," Journal of Economic Literature, American Economic Association, vol. 40(2), pages 402-435, June.
    Other versions:
  5. Rafael Di Tella & Robert J. MacCulloch & 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. [Downloadable!] (restricted)
  6. van Praag, Bernard M. S., 1991. "Ordinal and cardinal utility : An integration of the two dimensions of the welfare concept," Journal of Econometrics, Elsevier, vol. 50(1-2), pages 69-89, October. [Downloadable!] (restricted)
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  7. Stewart, Mark B, 1983. "On Least Squares Estimation When the Dependent Variable Is Grouped," Review of Economic Studies, Blackwell Publishing, vol. 50(4), pages 737-53, October. [Downloadable!] (restricted)
    Other versions:
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Cited by:
(explanations, 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.)

  1. Bütikofer, Aline & Gerfin, Michael, 2009. "The Economies of Scale of Living Together and How They Are Shared: Estimates Based on a Collective Household Model," IZA Discussion Papers 4327, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  2. Federica Origo & Laura Pagani, 2008. "Flexicurity and Workers Well-Being in Europe: Is Temporary Employment Always Bad?," Working Papers 141, University of Milano-Bicocca, Department of Economics, revised Jun 2008. [Downloadable!]
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