Collinearity and Two-Step Estimation of Sample Selection Models: Problems, Origins, and Remedies
AbstractThis 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.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoArticle provided by Society for Computational Economics in its journal Computational Economics.
Volume (Year): 15 (2000)
Issue (Month): 3 (June)
sample selection; Heckman's two-step method; collinearity problem; remedy; Monte Carlo experiment; wage equation;
Other versions of this item:
- Leung, S.F. & Yu, S., 1996. "Collinearity and Two-Step Estimation of Sample Selection Models: Problems, Origins and Remedies," RCER Working Papers 419, University of Rochester - Center for Economic Research (RCER).
- C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General
- C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models
You can help add them by filling out this form.
CitEc Project, subscribe to its RSS feed for this item.
- Mahuteau, Stéphane & Piracha, Matloob & Tani, Massimiliano, 2010.
"Selection Policy and Immigrants' Remittance Behaviour,"
IZA Discussion Papers
4874, Institute for the Study of Labor (IZA).
- Matloob Piracha & Stephane Mahuteau & Massimiliano Tani, 2010. "Selection Policy and Immigrants’ Remittance Behaviour," Studies in Economics 1003, Department of Economics, University of Kent.
- 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.
- 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.
- 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.
- 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.
- Tani, Massimiliano, 2012. "Does Immigration Policy Affect the Education-Occupation Mismatch? Evidence from Australia," IZA Discussion Papers 6937, Institute for the Study of Labor (IZA).
- 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).
- 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.
- 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.
- 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.
- 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.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Guenther Eichhorn) or (Christopher F. Baum).
If references are entirely missing, you can add them using this form.