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From |
Dean Yang <dyang@fas.harvard.edu> |

To |
statalist@hsphsun2.harvard.edu |

Subject |
st: multinomial logit, IIA test |

Date |
Tue, 15 Oct 2002 21:55:33 -0400 |

This question is about why I am getting strange results after running a Hausman-McFadden test for the IIA assumption after multinomial logit (-mlogit-) estimation.

I am estimating a McFadden choice model using -mlogit- with 8 choices and about 1 million observations. The model is fully saturated (all my right-hand-side variables are mutually-exclusive dummy variables). To test the IIA assumption, I have run a Hausman-McFadden test:

1. I first conduct the estimation with all 8 choices, then save the coefficient estimates (using -hausman, save-).

2. I re-estimate the model, but removing from the dataset all observations that make a particular choice (it doesn't matter which one I remove). I then test the equality of the coefficients versus the results of #1 above (using -hausman, alleqs less-).

I am puzzled because all the coefficients from #2 are EXACTLY the same as the coefficients from #1 above. (So of course, the chi-squared statistic on the test is zero, with a p-value of 1.00.)

I am hesitant to interpret this result as saying that my model is PERFECTLY specified. Rather, I suspect that some characteristic of my set-up (perhaps the fact that the independent variables are mutually-exclusive dummies) is generating this result, so that the test has no power in this situation.

Does anyone have any insight into what is going on?

Thanks in advance,

Dean

P.S. Sorry for sending this out twice. I originally sent it out over a holiday weekend and wanted to make sure everyone on Statalist got a chance to see the posting.

--------------------------------------------------------------------

Dean Yang

Ph.D. Candidate, Department of Economics

Littauer Center, Room 200

Harvard University

Cambridge, MA 02138

Phone: 1-857-222-0375

Email: dyang@fas.harvard.edu

http://www.people.fas.harvard.edu/~dyang

Home address:

52 Mt. Pleasant Street, #2

Cambridge, MA 02140

USA

Home phone: 1-617-864-8810

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