On endogeneity and shape invariance in extended partially linear single index models

Citation
Gao, Jiti et al., On endogeneity and shape invariance in extended partially linear single index models, Econometric reviews , 39(4), 2020, pp. 415-435
Journal title
ISSN journal
07474938
Volume
39
Issue
4
Year of publication
2020
Pages
415 - 435
Database
ACNP
SICI code
Abstract
In this article, the usefulness of the extended generalized partially linear single-index (EGPLSI) model introduced by Xia et al. in its ability to model a flexible shape-invariant specification is elaborated. More importantly, a control function approach is proposed to address the potential endogeneity problems in the EGPLSI model to enhance its applicability to empirical studies. In the process, it is shown that the attractive asymptotic features of the single-index type of a semiparametric model are still valid given intrinsic generated covariates. Our newly developed method is then applied to address the endogeneity of expenditure in the semiparametric analysis of a system of empirical Engel curves by using the British data, highlights the convenient applicability of our proposed method.