Estimation of panel group structure models with structural breaks in group memberships and coefficients

被引:15
作者
Lumsdaine, Robin L. [1 ,2 ,3 ,4 ]
Okui, Ryo [5 ]
Wang, Wendun [2 ,4 ,6 ]
机构
[1] Amer Univ, Kogod Sch Business, Dept Finance & Real Estate, Washington, DC USA
[2] Erasmus Univ, Econometr Inst, Rotterdam, Netherlands
[3] NBER, Washington, DC USA
[4] Tinbergen Inst, Tinbergen, Netherlands
[5] Seoul Natl Univ, Inst Econ Res, Dept Econ, Seoul, South Korea
[6] Burgemeester Oudlaan 50, ET-45, NL-3062 PA Rotterdam, Netherlands
关键词
Panel data; Grouped patterns; Structural breaks; Group membership change; SARBANES-OXLEY ACT; CORPORATE GOVERNANCE; SHRINKAGE ESTIMATION; SELECTION; GROWTH; IMPACT;
D O I
10.1016/j.jeconom.2022.01.001
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper considers linear panel data models with a grouped pattern of heterogeneity when the latent group membership structure and/or the values of slope coefficients change at a break point. We propose a least squares approach to jointly estimate the break point, group membership structure, and coefficients. The proposed estimators are consistent, and the asymptotic distribution of the coefficient estimators is identical to that under known break point and group structure even when the cross-sectional sample size is much larger than the length of time series. Monte Carlo simulations and an empirical example illustrate the use of the approach and associated inference.(c) 2022 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:45 / 65
页数:21
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