Heteroskedasticity-robust standard errors for fixed effects panel data regression

被引:346
|
作者
Stock, James H. [1 ]
Watson, Mark W. [2 ,3 ]
机构
[1] Harvard Univ, Dept Econ, Littauer Ctr M 27, Cambridge, MA 02138 USA
[2] Princeton Univ, Dept Econ, Princeton, NJ 08544 USA
[3] Princeton Univ, Woodrow Wilson Sch, Princeton, NJ 08544 USA
关键词
white standard errors; longitudinal data; clustered standard errors;
D O I
10.1111/j.0012-9682.2008.00821.x
中图分类号
F [经济];
学科分类号
02 ;
摘要
The conventional heteroskedasticity-robust (HR) variance matrix estimator for cross-sectional regression (with or without a degrees-of-freedom adjustment), applied to the fixed-effects estimator for panel data with serially uncorrelated errors, is inconsistent if the number of time periods T is fixed (and greater than 2) as the number of entities n increases. We provide a bias-adjusted HR estimator that is root nT-consistent under any sequences (n, T) in which n and/or T increase to infinity. This estimator can be extended to handle serial correlation of fixed order.
引用
收藏
页码:155 / 174
页数:20
相关论文
共 50 条
  • [31] Robust estimation of dynamic fixed-effects panel data models
    Michele Aquaro
    Pavel Čížek
    [J]. Statistical Papers, 2014, 55 : 169 - 186
  • [32] Robust estimation of dynamic fixed-effects panel data models
    Aquaro, Michele
    Cizek, Pavel
    [J]. STATISTICAL PAPERS, 2014, 55 (01) : 169 - 186
  • [33] Robust estimation and inference of spatial panel data models with fixed effects
    Liu, Shew Fan
    Yang, Zhenlin
    [J]. JAPANESE JOURNAL OF STATISTICS AND DATA SCIENCE, 2020, 3 (01) : 257 - 311
  • [34] Cluster robust covariance matrix estimation in panel quantile regression with individual fixed effects
    Yoon, Jungmo
    Galvao, Antonio F.
    [J]. QUANTITATIVE ECONOMICS, 2020, 11 (02) : 579 - 608
  • [35] Engineering robust instruments for GMM estimation of panel data regression models with errors in variables: a note
    Racicot, Francois Eric
    [J]. APPLIED ECONOMICS, 2015, 47 (10) : 981 - 989
  • [36] Comparing Random Effects Models, Ordinary Least Squares, or Fixed Effects With Cluster Robust Standard Errors for Cross-Classified Data
    Lee, Young Ri
    Pustejovsky, James E.
    [J]. PSYCHOLOGICAL METHODS, 2023,
  • [37] Efficient minimum distance estimator for quantile regression fixed effects panel data
    Galvao, Antonio F.
    Wang, Liang
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2015, 133 : 1 - 26
  • [38] Quantile regression for panel data models with fixed effects under random censoring
    Dai Xiaowen
    Jin Libin
    Tian Yuzhu
    Tian Maozai
    Tang Manlai
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2020, 49 (18) : 4430 - 4445
  • [39] Estimation of fixed effects panel data partially linear additive regression models
    Ai, Chunrong
    You, Jinhong
    Zhou, Yong
    [J]. ECONOMETRICS JOURNAL, 2014, 17 (01): : 83 - 106
  • [40] Standard errors for panel data models with unknown clusters
    Bai, Jushan
    Choi, Sung Hoon
    Liao, Yuan
    [J]. JOURNAL OF ECONOMETRICS, 2024, 240 (02)