J-statistic in GMM

Econometrics questions and discussions
atbui
Posts: 8
Joined: Sun Jan 03, 2010 11:27 pm

J-statistic in GMM

Unread post by atbui »

Hi all

Can anyone explain me the J-statistic when using GMM model. For example. I am running GMM

instruments x1 x2 x3 x4
Linreg(inst, optimalweights) y
# constant x1

The significant level of J is, for example, 0.72 is good or not?

Thank you very much
TomDoan
Posts: 7814
Joined: Wed Nov 01, 2006 4:36 pm

Re: J-statistic in GMM

Unread post by TomDoan »

That would indicate that you have a compatible set of instruments. The model is fit using the "optimal" weighting on the instruments, which sets those linear combinations of conditions to zero, but to get a .72 significance level, the remaining linear combinations are close to zero as well.
atbui
Posts: 8
Joined: Sun Jan 03, 2010 11:27 pm

Re: J-statistic in GMM

Unread post by atbui »

TomDoan wrote:That would indicate that you have a compatible set of instruments. The model is fit using the "optimal" weighting on the instruments, which sets those linear combinations of conditions to zero, but to get a .72 significance level, the remaining linear combinations are close to zero as well.
Thank you very much Tom. Anyways, could you please advise me the critical p-value of J-statistic to pass the Hansen J-test?
TomDoan
Posts: 7814
Joined: Wed Nov 01, 2006 4:36 pm

Re: J-statistic in GMM

Unread post by TomDoan »

It's not a particularly powerful test (particularly when the degree of overidentification is high), so the conventional .05 might be a bit too stringent. I'd probably be a bit concerned if it were less than .10.
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