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Collinearity and Two-Step Estimation of Sample Selection Models: Problems, Origins, and Remedies

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Author Info
Siu Fai Leung
Shihti Yu

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Abstract

This paper investigates the origins of the collinearity problems encountered in the two-step estimation method for sample selection models. The analysis reveals several critical misconceptions and deficiencies in the literature. Remedies to the collinearity problems are proposed and evaluated. Monte Carlo experiments as well as an empirical example based on Mroz‘s (1987) data are used to illustrate the practical relevance and importance of the analysis.

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Publisher Info
Article provided by Springer in its journal Computational Economics.

Volume (Year): 15 (2000)
Issue (Month): 3 (June)
Pages: 173-199
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Handle: RePEc:kap:compec:v:15:y:2000:i:3:p:173-199

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Web page: http://www.springerlink.com/link.asp?id=100248

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Related research
Keywords: sample selection; Heckman's two-step method; collinearity problem; remedy; Monte Carlo experiment; wage equation;

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  1. M. Genius & Elisabetta Strazzera, 2003. "The copula approach of sampling selection modelling: an application to the recreational value of forests," Working Paper CRENoS 200308, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia. [Downloadable!]
  2. Elisabetta Strazzera & Margarita Genius, 2004. "The Copula Approach to Sample Selection Modelling: An Application to the Recreational Value of Forests," Working Papers 2004.73, Fondazione Eni Enrico Mattei. [Downloadable!]
  3. Erika Spissu & Abdul Pinjari & Ram Pendyala & Chandra Bhat, 2009. "A copula-based joint multinomial discrete–continuous model of vehicle type choice and miles of travel," Transportation, Springer, vol. 36(4), pages 403-422, July. [Downloadable!] (restricted)
  4. Clatworthy, Mark A & Makepeace, Gerald H & Peel, Michael J., 2007. "Further Evidence on Auditor Selection Bias and The Big 4 Premium," Cardiff Accounting and Finance Working Papers A2007/6, Cardiff University, Cardiff Business School, Accounting and Finance Section. [Downloadable!]
  5. Elisabetta Strazzera & Margarita Genius & Riccardo Scarpa & George Hutchinson, 2003. "The Effect of Protest Votes on the Estimates of WTP for Use Values of Recreational Sites," Environmental & Resource Economics, European Association of Environmental and Resource Economists, vol. 25(4), pages 461-476, August. [Downloadable!] (restricted)
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