Testing for slope heterogeneity in Stata

被引:131
作者
Bersvendsen, Tore [1 ,2 ]
Ditzen, Jan [3 ]
机构
[1] Kristiansand Municipal, Dept Res & Innovat, Kristiansand, Norway
[2] Univ Agder, Kristiansand, Norway
[3] Free Univ Bozen Bolzano, Fac Econ & Management, Bolzano, Italy
关键词
st0627; xthst; parameter heterogeneity; fixed effects; pooled OLS; mean-group estimator; cross-section dependence; heterogeneity; common correlated random effects;
D O I
10.1177/1536867X211000004
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
In this article, we introduce a new community-contributed command, xthst, to test for slope heterogeneity in panels with many observations over cross-sectional units and time periods. The command implements such a test, the delta test (Pesaran and Yamagata, 2008, Journal of Econometrics 142: 50-93). Under its null, slope coefficients are homogeneous across cross-sectional units. Under the alternative, slope coefficients are heterogeneous in the cross-sectional dimension. xthst also includes two extensions. The first is a heteroskedasticity- and autocorrelation-consistent robust test along the lines of Blomquist and Westerlund (2013, Economics Letters 121: 374-378). The second extension is a cross-sectional-dependence robust version. We discuss all tests and present examples using an economic growth model. A Monte Carlo simulation shows that the size and the power behave as expected.
引用
收藏
页码:51 / 80
页数:30
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