Estimation of dynamic panel data models with both individual and time-specific effects

被引:38
作者
Hsiao, Cheng [1 ,2 ]
Tahmiscioglu, A. K. [3 ]
机构
[1] Univ So Calif, Dept Econ, Los Angeles, CA 90089 USA
[2] City Univ Hong Kong, Dept Econ & Finance, Hong Kong, Hong Kong, Peoples R China
[3] Univ Wisconsin, Dept Econ, Milwaukee, WI 53201 USA
关键词
dynamic panel data models; two-way additive effects; MLE; GMM; bias adjusted estimator;
D O I
10.1016/j.jspi.2008.03.009
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
This paper proposes a generalized least squares and a generalized method of moment estimators for dynamic panel data models with both individual-specific and time-specific effects. We also demonstrate that the common estimators ignoring the presence of time-specific effects are inconsistent when N --> infinity but T is finite if the time-specific effects are indeed present. Monte Carlo studies are also conducted to investigate the finite sample properties of various estimators. It is found that the generalized least squares estimator has the smallest bias and root mean square error, and also has nominal size close to the empirical size. It is also found that even when there is no presence of time-specific effects, there is hardly any efficiency loss of the generalized least squares estimator assuming its presence compared to the generalized least squares estimator allowing only the presence of individual-specific effects. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:2698 / 2721
页数:24
相关论文
共 14 条
[1]   EFFICIENT ESTIMATION OF MODELS FOR DYNAMIC PANEL-DATA [J].
AHN, SC ;
SCHMIDT, P .
JOURNAL OF ECONOMETRICS, 1995, 68 (01) :5-27
[2]   A COMPARATIVE STUDY OF ALTERNATIVE ESTIMATORS IN A DISTRIBUTED LAG MODEL [J].
AMEMIYA, T ;
FULLER, WA .
ECONOMETRICA, 1967, 35 (3-4) :509-&
[3]   FORMULATION AND ESTIMATION OF DYNAMIC-MODELS USING PANEL DATA [J].
ANDERSON, TW ;
HSIAO, C .
JOURNAL OF ECONOMETRICS, 1982, 18 (01) :47-82
[4]  
ANDERSON TW, 2001, J AM STAT ASSOC, V76, P598
[5]   SOME TESTS OF SPECIFICATION FOR PANEL DATA - MONTE-CARLO EVIDENCE AND AN APPLICATION TO EMPLOYMENT EQUATIONS [J].
ARELLANO, M ;
BOND, S .
REVIEW OF ECONOMIC STUDIES, 1991, 58 (02) :277-297
[6]   ANOTHER LOOK AT THE INSTRUMENTAL VARIABLE ESTIMATION OF ERROR-COMPONENTS MODELS [J].
ARELLANO, M ;
BOVER, O .
JOURNAL OF ECONOMETRICS, 1995, 68 (01) :29-51
[7]   Estimation and inference in short panel vector autoregressions with unit roots and cointegration [J].
Binder, M ;
Hsiao, C ;
Pesaran, MH .
ECONOMETRIC THEORY, 2005, 21 (04) :795-837
[8]   Reducing bias of mle in a dynamic panel model [J].
Hahn, J ;
Moon, HR .
ECONOMETRIC THEORY, 2006, 22 (03) :499-512
[9]   Asymptotically unbiased inference for a dynamic panel model with fixed effects when both n and T are large [J].
Hahn, JY ;
Kuersteiner, G .
ECONOMETRICA, 2002, 70 (04) :1639-1657
[10]   Maximum likelihood estimation of fixed effects dynamic panel data models covering short time periods [J].
Hsiao, C ;
Pesaran, MH ;
Tahmiscioglu, AK .
JOURNAL OF ECONOMETRICS, 2002, 109 (01) :107-150