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Nonparametric Analysis of Treatment Effects in Ordered Response Models

  • Stefan Boes

    ()

    (Socioeconomic Institute, University of Zurich)

This paper deals with the identification of treatment effects when the outcome variable is ordered. If outcomes are measured ordinally, previously developed methods to investigate the impact of an endogenous binary regressor on average outcomes cannot be applied as the expectation of an ordered variable, in its strict sense, does not exist, and a shift in focus to distributional effects is indispensable. Without imposing a fully fledged parametric model the treatment effects are generally not point-identified. Assuming a threshold crossing model on both the ordered potential outcomes and the binary treatment variable leaving the distribution of error terms and functional forms unspecified, it is discussed how the treatment effects can be bounded and inference on the bounds can be conducted.

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File URL: http://www.econ.uzh.ch/static/wp_soi/wp0709.pdf
File Function: First version, 2007
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Paper provided by Socioeconomic Institute - University of Zurich in its series SOI - Working Papers with number 0709.

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Length: 42 pages
Date of creation: Jul 2007
Date of revision:
Publication status: forthcoming in Empirical Economics
Handle: RePEc:soz:wpaper:0709
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  1. Stefan Boes & Rainer Winkelmann, 2006. "Ordered response models," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 90(1), pages 167-181, March.
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  16. 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.
  17. Lewbel, Arthur, 1997. "Semiparametric Estimation of Location and Other Discrete Choice Moments," Econometric Theory, Cambridge University Press, vol. 13(01), pages 32-51, February.
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  20. Hans Gersbach & Armin Schmutzler, 2006. "Foreign Direct Investment and R&D offshoring," SOI - Working Papers 0606, Socioeconomic Institute - University of Zurich.
  21. Donja Darai & Dario Sacco & Armin Schmutzler, 2009. "Competition and Innovation: An Experimental Investigation," SOI - Working Papers 0608, Socioeconomic Institute - University of Zurich, revised Apr 2007.
  22. Coppejans, Mark, 2007. "On efficient estimation of the ordered response model," Journal of Econometrics, Elsevier, vol. 137(2), pages 577-614, April.
  23. Charles F. Manski & John V. Pepper, 2000. "Monotone Instrumental Variables, with an Application to the Returns to Schooling," Econometrica, Econometric Society, vol. 68(4), pages 997-1012, July.
  24. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification and Economic Content of Ordered Choice Models with Stochastic Thresholds," NBER Technical Working Papers 0340, National Bureau of Economic Research, Inc.
  25. 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.
  26. Stefan Boes & Rainer Winkelmann, 2006. "The Effect of Income on Positive and Negative Subjective Well-Being," SOI - Working Papers 0605, Socioeconomic Institute - University of Zurich.
  27. Manski, Charles F., 2000. "Identification problems and decisions under ambiguity: Empirical analysis of treatment response and normative analysis of treatment choice," Journal of Econometrics, Elsevier, vol. 95(2), pages 415-442, April.
  28. Stefan Boes & Markus Lipp & Rainer Winkelmann, 2005. "Money Illusion Under Test," SOI - Working Papers 0514, Socioeconomic Institute - University of Zurich.
  29. Roger W. Klein & Robert P. Sherman, 2002. "Shift Restrictions and Semiparametric Estimation in Ordered Response Models," Econometrica, Econometric Society, vol. 70(2), pages 663-691, March.
  30. Azeem Shaikh & Edward Vytlacil, 2005. "Threshold Crossing Models and Bounds on Treatment Effects: A Nonparametric Analysis," NBER Technical Working Papers 0307, National Bureau of Economic Research, Inc.
  31. Hans Gersbach & Armin Schmutzler, 2006. "A Product-Market Theory of Industry-Specific Training," SOI - Working Papers 0610, Socioeconomic Institute - University of Zurich.
  32. Jed DeVaro, 2005. "Teams, Autonomy, and the Financial Performance of Firms," Labor and Demography 0508004, EconWPA.
  33. Bjorklund, Anders & Moffitt, Robert, 1987. "The Estimation of Wage Gains and Welfare Gains in Self-selection," The Review of Economics and Statistics, MIT Press, vol. 69(1), pages 42-49, February.
  34. Thomas Borek & Stefan Buehler & Armin Schmutzler, 2004. "Mergers under Asymmetric Information � Is there a Lemons Problem?," SOI - Working Papers 0408, Socioeconomic Institute - University of Zurich.
  35. Manski, C.F., 1989. "Nonparametric Bounds On Treatment Effects," Working papers 8909, Wisconsin Madison - Social Systems.
  36. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification & Economic Content of Ordered Choice Models with Stochastic Thresholds," Working Papers 200726, Geary Institute, University College Dublin.
  37. Stefan Boes, 2007. "Count Data Models with Unobserved Heterogeneity: An Empirical Likelihood Approach," SOI - Working Papers 0704, Socioeconomic Institute - University of Zurich.
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