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

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  • Siu Fai Leung
  • Shihti Yu

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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Bibliographic Info

Article provided by Society for Computational Economics 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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Cited by:
  1. Mahuteau, Stéphane & Piracha, Matloob & Tani, Massimiliano, 2010. "Selection Policy and Immigrants' Remittance Behaviour," IZA Discussion Papers 4874, Institute for the Study of Labor (IZA).
  2. M. Genius & E. 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.
  3. 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.
  4. Bhat, Chandra R. & Eluru, Naveen, 2009. "A copula-based approach to accommodate residential self-selection effects in travel behavior modeling," Transportation Research Part B: Methodological, Elsevier, vol. 43(7), pages 749-765, August.
  5. Tani, Massimiliano, 2012. "Does immigration policy affect the education--occupation mismatch? Evidence from Australia," Australian Bulletin of Labour, National Institute of Labour Studies, vol. 38(2), pages 111-141.
  6. Susanne Elsas, 2013. "Pooling and Sharing Income within Households: A Satisfaction Approach," SOEPpapers on Multidisciplinary Panel Data Research 587, DIW Berlin, The German Socio-Economic Panel (SOEP).
  7. 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.
  8. 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.
  9. Costanigro, Marco & Kroll, Stephan & Thilmany, Dawn D., 2012. "Local, Organic, Conventional— Asymmetric Effects of Information and Taste on Label Preferences in an Experimental Auction," 2012 AAEA/EAAE Food Environment Symposium, May 30-31, Boston, MA 123199, Agricultural and Applied Economics Association.
  10. William Fonta & H. Ichoku & Jane Kabubo-Mariara, 2010. "The effect of protest zeros on estimates of willingness to pay in healthcare contingent valuation analysis," Applied Health Economics and Health Policy, Springer, vol. 8(4), pages 225-237, July.

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