Testing slope homogeneity in large panels

被引:2959
作者
Pesaran, M. Hashem [1 ]
Yamagata, Takashi [2 ]
机构
[1] Univ Cambridge, Cambridge CB2 1TN, England
[2] Univ Cambridge, Judge Business Sch, CFAP, Cambridge CB2 1TN, England
基金
英国经济与社会研究理事会; 英国科研创新办公室;
关键词
tests of slope homogeneity; dispersion tests; large panels; Monte Carlo results;
D O I
10.1016/j.jeconom.2007.05.010
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper proposes a standardized version of Swamy's test of slope homogeneity for panel data models where the cross section dimension (N) could be large relative to the time series dimension (T). The proposed test, denoted by Delta, exploits the cross section dispersion of individual slopes weighted by their relative precision. In the case of models with strictly exogenous regressors, but with non-normally distributed errors, the test is shown to have a standard normal distribution as (N, T) ->(j)infinity such that root N/T-2 -> 0. When the errors are normally distributed, a mean-variance bias adjusted version of the test is shown to be normally distributed irrespective of the relative expansion rates of N and T. The test is also applied to stationary dynamic models, and shown to be valid asymptotically so long as (N, T) ->kappa, as (N,T) ->(j) infinity, where 0 <= kappa <= infinity. Using Monte Carlo experiments, it is shown that the test has the correct size and satisfactory power in panels with strictly exogenous regressors for various combinations of N and T. Similar results are also obtained for dynamic panels, but only if the autoregressive coefficient is not too close to unity and so long as T >= N. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:50 / 93
页数:44
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