IV methods for Tobit models

被引:8
作者
Chesher, Andrew [1 ,2 ,3 ,7 ]
Kim, Dongwoo [4 ,8 ]
Rosen, Adam M. [2 ,3 ,5 ,6 ]
机构
[1] UCL, London, England
[2] CeMMAP, London, England
[3] IFS, London, England
[4] Simon Fraser Univ, Burnaby, BC, Canada
[5] Duke Univ, Durham, NC USA
[6] Duke Univ, Dept Econ, 213 Social Sci,Box 90097, Durham, NC 27708 USA
[7] UCL, Dept Econ, Gower St, London WC1E 6BT, England
[8] Simon Fraser Univ, West Mall Ctr, Dept Econ, SFU, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada
基金
英国经济与社会研究理事会;
关键词
Censored outcomes; Endogeneity; Incomplete models; Instrumental variables; Partial identification; Stochastic censoring; INFERENCE; REGRESSION;
D O I
10.1016/j.jeconom.2023.01.010
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper studies models of processes generating censored outcomes with endogenous explanatory variables and instrumental variable restrictions. Tobit-type left censoring at zero is the primary focus in the exposition. Extension to stochastic censoring is sketched. The models do not specify the process determining endogenous explanatory variables and they do not embody restrictions justifying control function approaches. Consequently, they can be partially or point identifying. Identified sets are characterized and it is shown how inference can be performed on scalar functions of partially identified parameters when exogenous variables have rich support. In an application using data on UK household tobacco expenditures inference is conducted on the coefficient of an endogenous total expenditure variable with and without a Gaussian distributional restriction on the unobservable and compared with the results obtained using a point identifying complete triangular model.& COPY; 2023 Elsevier B.V. All rights reserved.
引用
收藏
页码:1700 / 1724
页数:25
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