Conditional moment restrictions in censored and truncated regression models

Authors
Citation
Wk. Newey, Conditional moment restrictions in censored and truncated regression models, ECONOMET TH, 17(5), 2001, pp. 863-888
Citations number
22
Categorie Soggetti
Economics
Journal title
ECONOMETRIC THEORY
ISSN journal
02664666 → ACNP
Volume
17
Issue
5
Year of publication
2001
Pages
863 - 888
Database
ISI
SICI code
0266-4666(200110)17:5<863:CMRICA>2.0.ZU;2-1
Abstract
Censored and truncated regression models with unknown distribution are impo rtant in econometrics. This paper characterizes the class of all conditiona l moment restrictions that lead to rootn-consistent estimators for these mo dels, The semiparametric efficiency bound for each conditional moment restr iction is derived. In the case of a nonzero bound it is shown how an estima tor can be constructed and that an appropriately weighted version can attai n the efficiency bound. These estimators also work when the disturbance is independent of the regressors. The paper discusses combining conditional mo ment restrictions for more efficient estimation in this case.