Discrete choice models are now used in a variety of situations in applied econometrics. By far the model specification which is used most often is the multinomial logit model. Yet it is widely known that a potentially important drawback of the multinomial logit model is the independence from irrelevant alternatives property. While most analysts recognize the implications of the independence of irrelevant alternatives property, it has remained basically a maintained assumption in applications. In the paper we provide two sets of computationally convenient specification tests for the multinomial logit model. The first test is an application of the Hausman [10] specification test procedure. The basic idea for the test here is to test the reverse implication of the independence from irrelevant alternatives property. The test statistic is easy to compute since it only requires computation of a quadratic form which involves the difference of the parameter estimates and the differences of the estimated covariance matrices. The second set of specification tests that we propose is based on more classical test procedures. We consider a generalization of the multinomial logit model which is called the nested logit model. Since the multinomial logit model is a special case of the more general model when a given parameter equals one, classical test procedures such as the Wald, likelihood ratio, and Lagrange multiplier tests can be used. The two sets of specification test procedures care then compared for an example where exact and approximate comparisons are possible.
MLA
McFadden, Daniel, and Jerry Hausman. “Specification Tests for the Multinomial Logit Model.” Econometrica, vol. 52, .no 5, Econometric Society, 1984, pp. 1219-1240, https://www.jstor.org/stable/1910997
Chicago
McFadden, Daniel, and Jerry Hausman. “Specification Tests for the Multinomial Logit Model.” Econometrica, 52, .no 5, (Econometric Society: 1984), 1219-1240. https://www.jstor.org/stable/1910997
APA
McFadden, D., & Hausman, J. (1984). Specification Tests for the Multinomial Logit Model. Econometrica, 52(5), 1219-1240. https://www.jstor.org/stable/1910997
The Executive Committee of the Econometric Society has approved an increase in the publication fees for papers in its two Open Access journals, Quantitative Economics and Theoretical Economics.
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