Bootstrapping the Hausman Test in Panel Data Models

被引:13
作者
Bole, Velimir [1 ]
Rebec, Peter [1 ]
机构
[1] EIPF, Inst Econ, SI-1000 Ljubljana, Slovenia
关键词
Bootstrap; Edgeworth expansion; Hausman test; Monte carlo; Panel data; WILD BOOTSTRAP; REGRESSION; EXPANSIONS; POWER;
D O I
10.1080/03610918.2011.650261
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In the article, it is shown that in panel data models the Hausman test (HT) statistic can be considerably refined using the bootstrap technique. Edgeworth expansion shows that the coverage of the bootstrapped HT is second-order correct. The asymptotic versus the bootstrapped HT are compared also by Monte Carlo simulations. At the null hypothesis and a nominal size of 0.05, the bootstrapped HT reduces the coverage error of the asymptotic HT by 10-40% of nominal size; for nominal sizes less than or equal to 0.025, the coverage error reduction is between 30% and 80% of nominal size. For the nonnull alternatives, the power of the asymptotic HT fictitiously increases by over 70% of the correct power for nominal sizes less than or equal to 0.025; the bootstrapped HT reduces overrejection to less than one fourth of its value. The advantages of the bootstrapped HT increase with the number of explanatory variables. Heteroscedasticity or serial correlation in the idiosyncratic part of the error does not hamper advantages of the bootstrapped version of HT, if a heteroscedasticity robust version of the HT and the wild bootstrap are used. But, the power penalty is not negligible if a heteroscedasticity robust approach is used in the homoscedastic panel data model.
引用
收藏
页码:650 / 670
页数:21
相关论文
共 29 条
[1]   Bootstrapping error component models [J].
Andersson, MK ;
Karlsson, S .
COMPUTATIONAL STATISTICS, 2001, 16 (02) :221-231
[2]   ON THE TESTING OF CORRELATED EFFECTS WITH PANEL-DATA [J].
ARELLANO, M .
JOURNAL OF ECONOMETRICS, 1993, 59 (1-2) :87-97
[3]   ANOTHER LOOK AT THE INSTRUMENTAL VARIABLE ESTIMATION OF ERROR-COMPONENTS MODELS [J].
ARELLANO, M ;
BOVER, O .
JOURNAL OF ECONOMETRICS, 1995, 68 (01) :29-51
[4]  
Baltagi B.H., 2021, ECONOMETRIC ANAL PAN, DOI DOI 10.1007/978-3-030-53953-5
[5]  
Barlow D., 2010, Economic Systems, V34, P198
[6]  
Bhattacharya R. N., 1986, NORMAL APPROXIMATION
[7]   VALIDITY OF FORMAL EDGEWORTH EXPANSION [J].
BHATTACHARYA, RN ;
GHOSH, JK .
ANNALS OF STATISTICS, 1978, 6 (02) :434-451
[8]  
Campos N. F., 2003, CEPR DISCUSSION PAPE
[9]  
Davidson R., 2001, WILD BOOTSTRAP TAMED
[10]  
Davidson R., 2000, Econom Rev, V19, P55, DOI DOI 10.1080/07474930008800459