4.5 Article

Inferences for a Partially Varying Coefficient Model With Endogenous Regressors

Journal

JOURNAL OF BUSINESS & ECONOMIC STATISTICS
Volume 37, Issue 1, Pages 158-170

Publisher

AMER STATISTICAL ASSOC
DOI: 10.1080/07350015.2017.1294079

Keywords

Endogeneity; Functional coefficients; Generalized F-test; Instrumental variables models; Nonparametric test; Profile least squares

Funding

  1. NSFC [71271179, 11101341, 71131008, 71631004]
  2. National Science Fund for Distinguished Young Scholars [71625001]

Ask authors/readers for more resources

In this article, we propose a new class of semiparametric instrumental variable models with partially varying coefficients, in which the structural function has a partially linear form and the impact of endogenous structural variables can vary over different levels of some exogenous variables. We propose a three-step estimation procedure to estimate both functional and constant coefficients. The consistency and asymptotic normality of these proposed estimators are established. Moreover, a generalized F-test is developed to test whether the functional coefficients are of particular parametric forms with some underlying economic intuitions, and furthermore, the limiting distribution of the proposed generalized F-test statistic under the null hypothesis is established. Finally, we illustrate the finite sample performance of our approach with simulations and two real data examples in economics.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.5
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available