SPECIFICATION TESTS FOR TIME-VARYING COEFFICIENT PANEL DATA MODELS

被引:1
|
作者
Atak, Alev [1 ]
Tao, Thomas Yang [2 ]
Zhang, Yonghui [3 ,5 ]
Zhou, Qiankun [4 ]
机构
[1] Middle East Tech Univ, Ankara, Turkiye
[2] Australian Natl Univ, Canberra, Australia
[3] Renmin Univ China, Beijing, Peoples R China
[4] Louisiana State Univ, Baton Rouge, LA USA
[5] Renmin Univ China, Sch Econ, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
SMOOTH STRUCTURAL-CHANGES; COMMON TRENDS; SERIES MODELS; REGRESSION; CONVERGENCE; INFERENCE; HETEROGENEITY; GROWTH;
D O I
10.1017/S026646662300018X
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper provides nonparametric specification tests for the commonly used homogeneous and stable coefficients structures in panel data models. We first obtain the augmented residuals by estimating the model under the null hypothesis and then run auxiliary time series regressions of augmented residuals on covariates with time-varying coefficients (TVCs) via sieve methods. The test statistic is then constructed by averaging the squared fitted values, which are close to zero under the null and deviate from zero under the alternatives. We show that the test statistic, after being appropriately standardized, is asymptotically normal under the null and under a sequence of Pitman local alternatives. A bootstrap procedure is proposed to improve the finite sample performance of our test. In addition, we extend the procedure to test other structures, such as the homogeneity of TVCs or the stability of heterogeneous coefficients. The joint test is extended to panel models with two-way fixed effects. Monte Carlo simulations indicate that our tests perform reasonably well in finite samples. We apply the tests to re-examine the environmental Kuznets curve in the United States, and find that the model with homogenous TVCs is more appropriate for this application.
引用
收藏
页数:48
相关论文
共 50 条
  • [21] Wavelet estimation in time-varying coefficient time series models with measurement errors
    Zhou, Xing-cai
    Xu, Ying-zhi
    Lin, Jin-guan
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2018, 47 (10) : 2504 - 2519
  • [22] Nonparametric estimation of fixed effects panel data varying coefficient models
    Rodriguez-Poo, Juan M.
    Soberon, Alexandra
    JOURNAL OF MULTIVARIATE ANALYSIS, 2015, 133 : 95 - 122
  • [23] Nonparametric Estimation and Forecasting for Time-Varying Coefficient Realized Volatility Models
    Chen, Xiangjin B.
    Gao, Jiti
    Li, Degui
    Silvapulle, Param
    JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2018, 36 (01) : 88 - 100
  • [24] Quantile-Wavelet Nonparametric Estimates for Time-Varying Coefficient Models
    Zhou, Xingcai
    Yang, Guang
    Xiang, Yu
    MATHEMATICS, 2022, 10 (13)
  • [25] Change point estimation in panel data with time-varying individual effects
    Boldea, Otilia
    Drepper, Bettina
    Gan, Zhuojiong
    JOURNAL OF APPLIED ECONOMETRICS, 2020, 35 (06) : 712 - 727
  • [26] Tracking time-varying brand equity using household panel data
    Guhl, Daniel
    JOURNAL OF BUSINESS RESEARCH, 2024, 182
  • [27] Model detection and estimation for varying coefficient panel data models with fixed effects
    Feng, Sanying
    He, Wenqi
    Li, Feng
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2020, 152
  • [28] Varying coefficient transformation models with censored data
    Chen, Kani
    Tong, Xingwei
    BIOMETRIKA, 2010, 97 (04) : 969 - 976
  • [29] Functional Varying Coefficient Models for Longitudinal Data
    Sentuerk, Damla
    Mueller, Hans-Georg
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2010, 105 (491) : 1256 - 1264
  • [30] Time-Varying Coefficient Estimation in SURE Models. Application to Portfolio Management
    Casas, Isabel
    Ferreira, Eva
    Orbe, Susan
    JOURNAL OF FINANCIAL ECONOMETRICS, 2021, 19 (04) : 707 - 745