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st: Xtabond or dummy variables
From
Ayman Farahat <[email protected]>
To
"[email protected]" <[email protected]>
Subject
st: Xtabond or dummy variables
Date
Mon, 24 Sep 2012 14:55:31 -0700 (PDT)
Hello;
I have synthetic data set generated by (fixed effects)
y_{i,t} = a_i + b_1 * y_{i,t-1} + e
where e is iid zero mean and unit variance
I have a 100 panel members and for each i have 10 observations.
I tried to estimate ``b_1" using two methods
1) Using the Arellano bond
2) Using OLS with dummy variables for panel ID.
If i understand it correctly, the reason we use the AB instruments is that when we difference , the lagged difference are endogenous and we need to use instruments.
However, if i use dummy variables, i can in theory use dummy variables for the individual effects.
I did a simulation and the AB approach always give a better estimate of the true value of "b_1" (lower bias).
Any explanation /pointers as why that might be the case?
Thanks
Ayman
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