TSLS vs GMM

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Apple Tan
Posts: 29
Joined: Sun Apr 12, 2015 5:18 pm

TSLS vs GMM

Postby Apple Tan » Wed Jun 24, 2015 2:04 am

I need to run an IV

1) How to decide whether to use TSLS or GMM?

2) For GMM, I note that it doesn't have F-stat. So how do I tell whether the instrument is strong?

3) For both TSLS and GMM, how do I tell the instrument is exogenous?

Thank you

startz
Non-normality and collinearity are NOT problems!
Posts: 3796
Joined: Wed Sep 17, 2008 2:25 pm

Re: TSLS vs GMM

Postby startz » Wed Jun 24, 2015 7:24 am

TSLS is a special case of GMM

startz
Non-normality and collinearity are NOT problems!
Posts: 3796
Joined: Wed Sep 17, 2008 2:25 pm

Re: TSLS vs GMM

Postby startz » Wed Jun 24, 2015 7:26 am

And you generally need to use economic theory to tell if an instrument is exogenous

Apple Tan
Posts: 29
Joined: Sun Apr 12, 2015 5:18 pm

Re: TSLS vs GMM

Postby Apple Tan » Wed Jun 24, 2015 5:46 pm

Hi

Thank you for the replies.

I still don't understand.
1) When should I use GMM vs TSLS? Anywhere that I can read up more about this

2) For GMM, there is no F-stat. So how do I tell if the instrument is weak? Usually, a F-stat<10 implies weak instrument

Thank you

Apple Tan
Posts: 29
Joined: Sun Apr 12, 2015 5:18 pm

Re: TSLS vs GMM

Postby Apple Tan » Wed Jun 24, 2015 7:43 pm

Hi

1) I still don't understand how to decide between TSLS & GMM.

Ans:
2) Ok, I found out for GMM (non-panel data), the F-stat can be found at View --> IV Diagnostics and Tests

Query:
1) GMM / DPD - Generalized Method of Moments / Dynamic Panel Data:

i) How do I find the p-value for the J-stat?
ii) How do I find the F-stat?

2) For a panel data, using TSLS

i) how do I find the J-stat and its probability?

Thank you

startz
Non-normality and collinearity are NOT problems!
Posts: 3796
Joined: Wed Sep 17, 2008 2:25 pm

Re: TSLS vs GMM

Postby startz » Thu Jun 25, 2015 5:41 pm

If the model is linear in the parameters and you think the errors are iid, then use 2sls. Otherwise GMM might be better.

You should not necessarilyrely on F>10 as a test for weak instruments if you have more than 1 endogenous variable.


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