Panel data;
Random coefficients;
Time-varying endogeneity;
Control function approach;
INSTRUMENTAL VARIABLES ESTIMATION;
NONPARAMETRIC-ESTIMATION;
EFFICIENT ESTIMATION;
ASYMPTOTIC VARIANCE;
NONSEPARABLE MODELS;
IDENTIFICATION;
SELECTION;
ESTIMATORS;
INFERENCE;
RETURN;
D O I:
10.1016/j.jeconom.2024.105804
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
This paper studies a class of linear panel models with random coefficients. We do not restrict the joint distribution of the time-invariant unobserved heterogeneity and the covariates. We investigate identification of the average partial effect (APE) when fixed-effect techniques cannot be used to control for the correlation between the regressors and the time-varying disturbances. Relying on control variables, we develop a constructive two-step identification argument. The first step identifies nonparametrically the conditional expectation of the disturbances given the regressors and the control variables, and the second step uses "between-group"variation, correcting for endogeneity, to identify the APE. We propose a natural semiparametric estimator root of the APE, show its n asymptotic normality and compute its asymptotic variance. The estimator is computationally easy to implement, and Monte Carlo simulations show favorable finite sample properties. As an empirical illustration, we estimate the average elasticity of intertemporal substitution in a labor supply model with random coefficients.
机构:
Shanghai Lixin Univ Accounting & Finance, Interdisciplinary Res Inst Data Sci, Sch Stat & Math, Shanghai, Peoples R ChinaShanghai Lixin Univ Accounting & Finance, Interdisciplinary Res Inst Data Sci, Sch Stat & Math, Shanghai, Peoples R China
Hu, Lixia
You, Jinhong
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai, Peoples R ChinaShanghai Lixin Univ Accounting & Finance, Interdisciplinary Res Inst Data Sci, Sch Stat & Math, Shanghai, Peoples R China
You, Jinhong
Huang, Qian
论文数: 0引用数: 0
h-index: 0
机构:
Hefei Univ Technol, Sch Econ, Hefei, Peoples R ChinaShanghai Lixin Univ Accounting & Finance, Interdisciplinary Res Inst Data Sci, Sch Stat & Math, Shanghai, Peoples R China
Huang, Qian
Liu, Shu
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Univ Int Business & Econ, Sch Stat & Informat, 1900 Wenxiang Rd, Shanghai 201620, Peoples R ChinaShanghai Lixin Univ Accounting & Finance, Interdisciplinary Res Inst Data Sci, Sch Stat & Math, Shanghai, Peoples R China
机构:
Chongqing Technol & Business Univ, Sch Math & Stat, Chongqing 400067, Peoples R China
Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R ChinaChongqing Technol & Business Univ, Sch Math & Stat, Chongqing 400067, Peoples R China
机构:
Chongqing Technol & Business Univ, Sch Math & Stat, Chongqing 400067, Peoples R China
Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R ChinaChongqing Technol & Business Univ, Sch Math & Stat, Chongqing 400067, Peoples R China