TY - JOUR
T1 - Estimation of dynamic panel data models with both individual and time-specific effects
AU - Hsiao, Cheng
AU - Tahmiscioglu, A. K.
PY - 2008/9/1
Y1 - 2008/9/1
N2 - 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 → ∞ 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. © 2008 Elsevier B.V. All rights reserved.
AB - 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 → ∞ 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. © 2008 Elsevier B.V. All rights reserved.
KW - Bias adjusted estimator
KW - Dynamic panel data models
KW - GMM
KW - MLE
KW - Two-way additive effects
UR - http://www.scopus.com/inward/record.url?scp=43849090676&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-43849090676&origin=recordpage
U2 - 10.1016/j.jspi.2008.03.009
DO - 10.1016/j.jspi.2008.03.009
M3 - RGC 21 - Publication in refereed journal
SN - 0378-3758
VL - 138
SP - 2698
EP - 2721
JO - Journal of Statistical Planning and Inference
JF - Journal of Statistical Planning and Inference
IS - 9
ER -