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Re: st: RE: xtivreg2 vs ivregress 2sls with cluster: missing SEs


From   Alfonso Sanchez-Penalver <alfonso.statalist@gmail.com>
To   "statalist@hsphsun2.harvard.edu" <statalist@hsphsun2.harvard.edu>
Subject   Re: st: RE: xtivreg2 vs ivregress 2sls with cluster: missing SEs
Date   Fri, 18 Oct 2013 07:17:54 -0400

Hi Francesco,

I'm a bit confused as to your strategy. You mention that you have 2000 independent dummy variables and that the 40 clusters encompass those. Are you meaning that the 40 clusters are a linear combination of the 2000 dummy variables? If so, how then can you run -xtivreg2- with the fe option? Would that not omit many of the independent variables because of the collinearity?

Sent from my iPhone

> On Oct 18, 2013, at 5:42 AM, "Schaffer, Mark E" <M.E.Schaffer@hw.ac.uk> wrote:
> 
> Francesco,
> 
> It's a bit hard to tell based on the information you've provided (you should say which version of Stata you're using, which version of xtivreg2, etc., and a sample of the output would also help) but my guess is that you have run into a combination of the "VCV not full rank" issue and the "I'm trying to invert a gigantic matrix" issue.
> 
> The cluster-robust covariance matrix has rank = min(#columns, #clusters).  When you use your 2,000 dummies (your fixed effects), your covariance matrix will have over 2,000 columns, but the rank will be only 40 (the number of clusters).  So it's not full rank.
> 
> The second issue is that you have a huge number of regressors (over 2,000) and an explicit LSDV (least-squares dummy variables) estimation is likely to run into numerical accuracy issues.
> 
> If you *really* want to run the first stage with all 2,000 dummies and see what the SEs are, then the simplest thing to do is to run it by hand using -regress- instead of asking -ivregress- to do it for you.
> 
> HTH,
> Mark
> 
>> -----Original Message-----
>> From: owner-statalist@hsphsun2.harvard.edu [mailto:owner-
>> statalist@hsphsun2.harvard.edu] On Behalf Of Francesco Amodio
>> Sent: 18 October 2013 08:33
>> To: statalist
>> Subject: st: xtivreg2 vs ivregress 2sls with cluster: missing SEs
>> 
>> Hi all,
>> 
>> I am implementing an IV strategy where I instrument one endogenous
>> regressor with two instruments. I also have a large set of dummies
>> (2,000) as exogenous regressors. I cluster standard errors by categories (40)
>> which encompass those defined by the dummy regressors.
>> 
>> Having a large number of dummies, I use the 'xtivreg2' command with the 'fe'
>> option. I was thus interested in checking that my results using the 'xtivreg2'
>> commands where the same as the ones I obtain using 'xi: ivregress 2sls'.
>> 
>> First and second stage point estimates of the variables of interest are exactly
>> the same. However, when using 'ivregress 2sls' and the clustering option,
>> STATA is unable to produce standard errors for my estimates in the first stage
>> regression. That does not happen when I do not cluster SEs.
>> 
>> Any hint on what is going on with missing SEs in the first stage regression?
>> 
>> Thank you very much.
>> 
>> 
>> --
>> Francesco Amodio
>> 
>> GPEFM - Departament d'Economia i Empresa Universitat Pompeu Fabra
>> Ramon Trias Fargas 25-27 - 08005 Barcelona - Spain
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