Semiparametric Estimation Of A Heteroskedastic Sample Selection Model
AbstractThis paper considers estimation of a sample selection model subject to conditional heteroskedasticity in both the selection and outcome equations. The form of heteroskedasticity allowed for in each equation is multiplicative, and each of the two scale functions is left unspecified. A three-step estimator for the parameters of interest in the outcome equation is proposed. The first two stages involve nonparametric estimation of the propensity score and the conditional interquartile range of the outcome equation, respectively. The third stage reweights the data so that the conditional expectation of the reweighted dependent variable is of a partially linear form, and the parameters of interest are estimated by an approach analogous to that adopted in Ahn and Powell (1993, Journal of Econometrics 58, 3 29). Under standard regularity conditions the proposed estimator is shown to be -consistent and asymptotically normal, and the form of its limiting covariance matrix is derived.We are grateful to B. Honor , R. Klein, E. Kyriazidou, L.-F. Lee, J. Powell, two anonymous referees, and the co-editor D. Andrews and also to seminar participants at Princeton, Queens, UCLA, and the University of Toronto for helpful comments. Chen s research was supported by RGC grant HKUST 6070 01H from the Research Grants Council of Hong Kong.
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 Cambridge University Press in its journal Econometric Theory.
Volume (Year): 19 (2003)
Issue (Month): 06 (December)
Contact details of provider:
Postal: The Edinburgh Building, Shaftesbury Road, Cambridge CB2 2RU UK
Fax: +44 (0)1223 325150
Web page: http://journals.cambridge.org/jid_ECTProvider-Email:firstname.lastname@example.org
You can help add them by filling out this form.
CitEc Project, subscribe to its RSS feed for this item.
- Huber, Martin & Melly, Blaise, 2011. "Quantile Regression in the Presence of Sample Selection," Economics Working Paper Series 1109, University of St. Gallen, School of Economics and Political Science.
- Song, Kyungchul, 2014. "Semiparametric models with single-index nuisance parameters," Journal of Econometrics, Elsevier, vol. 178(P3), pages 471-483.
- Marc-Andreas Muendler & Sascha O. Becker, 2006.
"Margins of Multinational Labor Substitution,"
CESifo Working Paper Series
1713, CESifo Group Munich.
- Mündler, Marc-Andreas & Becker, Sascha O., 2006. "Margins of multinational labor substitution," Discussion Paper Series 1: Economic Studies 2006,24, Deutsche Bundesbank, Research Centre.
- Muendler, Marc-Andreas & Becker, Sascha O., 2006. "Margins of Multinational Labor Substitution," University of California at San Diego, Economics Working Paper Series qt1fc22575, Department of Economics, UC San Diego.
- Marc-Andreas Muendler & Sascha O. Becker, 2009. "Margins of Multinational Labor Substitution," NBER Working Papers 14776, National Bureau of Economic Research, Inc.
- Muendler, Marc-Andreas, 2006. "Margins of Multinational Labor Substitution," University of California at San Diego, Economics Working Paper Series qt6b2236xm, Department of Economics, UC San Diego.
- Muendler, Marc-Andreas & Becker, Sascha O., 2006. "Margins of Multinational Labor Substitution," IZA Discussion Papers 2131, Institute for the Study of Labor (IZA).
- Martin Huber & Blaise Melly, 2012. "A test of the conditional independence assumption in sample selection models," Working Papers 2012-11, Brown University, Department of Economics.
- J.M.C. Santos Silva & Silvana Tenreyro, 2008.
"Trading Partners and Trading Volumes:Implementing the Helpman-Melitz-Rubinstein Model Empirically,"
Economics Discussion Papers
662, University of Essex, Department of Economics.
- J. M. C. Santos Silva & Silvana Tenreyro, 2009. "Trading Partners and Trading Volumes: Implementing the Helpman-Melitz-Rubinstein Model Empirically," CEP Discussion Papers dp0935, Centre for Economic Performance, LSE.
- Kamhon Kan & Chihwa Kao, 2005. "Simulation-Based Two-Step Estimation with Endogenous Regressors," Center for Policy Research Working Papers 76, Center for Policy Research, Maxwell School, Syracuse University.
- Giuseppe De Luca & Valeria Perotti, 2010.
"Estimation of ordered response models with sample selection,"
CEIS Research Paper
168, Tor Vergata University, CEIS, revised 03 Jun 2010.
- Giuseppe De Luca & Valeria Perotti, 2011. "Estimation of ordered response models with sample selection," Stata Journal, StataCorp LP, vol. 11(2), pages 213-239, June.
- Chen, Songnian & Zhou, Yahong, 2010. "Semiparametric and nonparametric estimation of sample selection models under symmetry," Journal of Econometrics, Elsevier, vol. 157(1), pages 143-150, July.
- Kyungchul Song, 2009. "Two-Step Extremum Estimation with Estimated Single-Indices," PIER Working Paper Archive 09-012, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Keith Waters).
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.