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Consequences of Specification Error for Distributional Analysis with an Application to Intergenerational Mobility

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Author Info
Donal O'Neill () (Economics, National University of Ireland, Maynooth, Ireland)
Olive Sweetman () (Economics, National University of Ireland, Maynooth, Ireland)
Dirk van de Gaer () (Economics, University of Ghent, Belgium)

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Abstract

We analyze the consequences of three types of specification error for cumulative conditional distribution functions F(y | a) : measurement error in y, in a and omitted conditioning variables. The paper uses exact results to obtain conditions under which the effect of the misspecification on the computed cumulative distribution function can be signed. The effects are shown to depend on both the curvature of the true distribution and the properties of the error distribution. We illustrate our findings using a model of intergenerational mobility.

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Publisher Info
Paper provided by Department of Economics, Finance and Accounting, National University of Ireland - Maynooth in its series Economics, Finance and Accounting Department Working Paper Series with number n1110102.

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Length: 43 pages
Date of creation: Jan 2002
Date of revision:
Handle: RePEc:may:mayecw:n1110102

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Postal: Maynooth, Co. Kildare
Phone: 353-1-7083728
Fax: 353-1-7083934
Web page: http://www.may.ie/academic/economics/
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Related research
Keywords: Specification Error; Mobility; Conditional Distributions;

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Find related papers by JEL classification:
C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Semiparametric and Nonparametric Methods

References listed on IDEAS
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    Other versions:
  3. Van de Gaer, Dirk & Schokkaert, Erik & Martinez, Michel, 2001. "Three Meanings of Intergenerational Mobility," Economica, London School of Economics and Political Science, vol. 68(272), pages 519-37, November. [Downloadable!] (restricted)
  4. Ramses H. Abul Naga, 2001. "Galtonian Regression of Intergenerational Income Linkages: Biased Procedures, a New Estimator and Mean-Square Error Comparisons," STICERD - Distributional Analysis Research Programme Papers 53, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE. [Downloadable!]
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  5. Trede, Mark, 1998. "Making mobility visible: a graphical device," Economics Letters, Elsevier, vol. 59(1), pages 77-82, April. [Downloadable!] (restricted)
  6. Thierry Magnac & Michael Visser, 1999. "Transition Models With Measurement Errors," The Review of Economics and Statistics, MIT Press, vol. 81(3), pages 466-474, August. [Downloadable!] (restricted)
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  7. Miles Corak & Andrew Heisz, 1998. "The Intergenerational Earnings and Income Mobility of Canadian," Labor and Demography 9808001, EconWPA. [Downloadable!]
  8. Solon, Gary, 1999. "Intergenerational mobility in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 29, pages 1761-1800 Elsevier. [Downloadable!] (restricted)
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  16. Solon, Gary, 1992. "Intergenerational Income Mobility in the United States," American Economic Review, American Economic Association, vol. 82(3), pages 393-408, June. [Downloadable!] (restricted)
  17. Horowitz, Joel L & Manski, Charles F, 1995. "Identification and Robustness with Contaminated and Corrupted Data," Econometrica, Econometric Society, vol. 63(2), pages 281-302, March. [Downloadable!] (restricted)
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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. D. Van Den Poel, 2003. "Predicting Mail-Order Repeat Buying: Which Variables Matter?," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 03/191, Ghent University, Faculty of Economics and Business Administration. [Downloadable!]
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