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RE: st: RE: Problem with ivreg2 for Panel data
"Schaffer, Mark E" <M.E.Schaffer@hw.ac.uk>
RE: st: RE: Problem with ivreg2 for Panel data
Mon, 4 Jun 2012 14:13:21 +0100
> -----Original Message-----
> From: firstname.lastname@example.org
> [mailto:email@example.com] On Behalf Of
> Abubakr Saeed
> Sent: 04 June 2012 09:11
> To: firstname.lastname@example.org
> Subject: Re: st: RE: Problem with ivreg2 for Panel data
> Thank you very much Mark, I got your point and I have
> thoroughly checked the thread that you suggested. I have one
> additional question in this regard,
> My endogenous variable is not time-invariate, which is
> leverage (I am regressing performance against leverage and
> other variables), In fact, one another important variable on
> RHS is time-invariate. In this case, even then do I need to
> follow the same considerations,
In a word, yes. If you use the FE estimator, you will not be able to obtain an estimate of the coefficient on your time-invariant leverage measure. You need an estimator that uses between-variation to identify that coefficient.
> or should I estimate with xtivreg , and run xtoverid for
> J-stats, but how can I get the Hausman test (that is
> achievable with ivendog with
> ivreg2 for cross-sectional data) and F-stat.
An estimation strategy you might consider is discussed somewhere in Angrist & Pischke, Mostly Harmless Econometrics (Princeton University Press 2009). (Sorry, I can't remember exactly where.) Part of the procedure in assembling the Hausman-Taylor estimator uses this procedure. It goes something like this:
1. Use the FE estimator to obtain estimates of beta_fe, the coefficients on the time-varying regressors x_it. This step will, by the way, also give you a J/overidentification test stat for your endogenous regressors.
2. Use the estimated beta_fe, the regressors x_it and the dependent variable y_it to calculate
d_it = y_it - x_it'beta_fe
3. Apply the between estimator to
d_it = f_i'deta_be + u_it
where f_i is your time-invariant regressor (leverage, in your case) and delta_be is the corresponding coefficient.
An advantage of this procedure - depending on your priors about how serious a problem unobserved time-invariant heterogeneity may be - is that you are using the between-variation only where it is absolutely essential, i.e., in the estimation of the coefficient delta_be.
> Thank you for your useful suggestions.
> Abubakr Saeed,
> On 3 June 2012 22:31, Schaffer, Mark E <M.E.Schaffer@hw.ac.uk> wrote:
> > Abubakr,
> >> -----Original Message-----
> >> From: email@example.com
> >> [mailto:firstname.lastname@example.org] On Behalf Of Abubakr
> >> Saeed
> >> Sent: 03 June 2012 11:43
> >> To: email@example.com
> >> Subject: st: Problem with ivreg2 for Panel data
> >> Hi,
> >> I am facing trouble in IV estimation. Though in few other
> threads it
> >> has already been discussed but it is still not clear to me.
> >> Basically, I have the Panel data with the time invariate
> >> variable.
> > You have the same problem that Benjamin had, discussed here:
> > http://www.stata.com/statalist/archive/2012-05/msg01304.html
> > Your only option is to use an estimator that exploits "between"
> > (cross-sectional) variation. Examples are the between
> estimator and
> > the random effects estimator. Also...
> >> I have few questions in this regard:
> >> 1) Can I use ivreg2 for the Panel data, since Help file says:
> >> "ivreg2 may be used with time-series or panel data, in
> which case the
> >> data must be tsset before using ivreg2"-- but running this after
> >> setting tsset, I am not getting the same results as with xtivreg,
> >> why?, Is is normal?
> > -ivreg2- on panel data estimates pooled OLS or IV. -xtivreg-
> > estimates error components models, e.g., fixed effects,
> G2LS, EC2SLS etc.
> >> 2) I can not use xtivreg2, since explanatory variable is time
> >> invariate, xtivreg2 drops it.
> > See above. That's because -xtivreg2- estimates only fixed
> effects and
> > first differences models.
> > --Mark
> >> 3) I prefer to use xtivreg and I have estimated the
> equation with it
> >> but how can I get the F-statistics, and Hansen-J statistics while
> >> using xtivreg.
> >> Any response will be much appreciated.
> >> Regards,
> >> Abubakr Saeed
> >> PhD student
> >> *
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> > --
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Heriot-Watt University is the Sunday Times
Scottish University of the Year 2011-2012
Heriot-Watt University is a Scottish charity
registered under charity number SC000278.
* For searches and help try: