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st: Random Effects model with Dynamics
From
"Lee, Albert" <[email protected]>
To
"[email protected]" <[email protected]>
Subject
st: Random Effects model with Dynamics
Date
Thu, 25 Feb 2010 10:42:29 -0500
My dataset is an annual panel with many subjects (tens of thousands) and relatively short time period (at most 10 years). This panel is very unbalanced (T ranges from 1 to 10). Looking at some summary statistics, I'm convinced that it is best to model this as a random effects model with a lagged dependent variable as a regressor, i.e.,
y(i,t)=a+b*y(i, t-1)+e(i)+u(i,t),
where e(i) is the subject random effects and u(i,t) is the noise.
I'm aware of the xtmixed and xtabond commands in stata. But the model as specified may need a combination of the two estimation methods.
Questions:
1. Does stata provide a routine that estimates dynamic model with random effects?
2. Theoretically, is this an overkill to model dynamics and random effects in the same model?
Extra credit:
1. I'm in fact estimating several equations like the one indicated above. Is there a seemingly unrelated technique that I could use to exploit the correlations of the error terms from these equations. I guess that it will be a simultaneous random effects panels with dynamics. Any thoughts?
Many thanks in advance,
Albert Lee
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