I would like to provide you with further information about my query
(see
below for Michael's comments/queries).
1. I have always used Limdep and have only recently switched to
Stata as
Stata seems to be the only package able to estimate the Blundell-Bond
(1998) system GMM estimator for a dynamic panel data model.
2. Bond (2002) explains the typical approach in determining whether
the
first-differenced GMM estimator (Arellano and Bond (1991) or the
system
GMM estimator is preferable for a particular model and dataset. An
AR(1)
regression is run using a pooled OLS regression and a Within Groups
regression. Without going into too much detail, due to the omitted
variable bias, the coefficient on the lagged dependent variable
obtained
from the pooled OLS regression tends to be upward biased and serves as
an upper bound. Conversely, Within Groups tends to produce downward
biased estimators. This is the reason why I used REGRESS and
estimated a
simple, pooled OLS regression.
3. SKIP is a command used in Limdep to ignore missing values. This is
not done automatically and can create avoc.