University of Tasmania
Browse

Testing for partial exogeneity with weak identification

Download (508.33 kB)
report
posted on 2023-06-21, 03:16 authored by Firmin Doko TchatokaFirmin Doko Tchatoka
We consider the following problem. A structural equation of interest contains two sets of explanatory variables which economic theory predicts may be endogenous. The researcher is interesting in testing the exogeneity of only one of them. Standard exogeneity tests are in general unreliable from the view point of size control to assess such a problem. We develop four alternative tests to address this issue in a convenient way. We provide a characterization of their distributions under both the null hypothesis (level) and the alternative hypothesis (power), with or without identification. We show that the usual 2 critical values are still applicable even when identification is weak. So, all proposed tests can be described as robust to weak instruments. We also show that test consistency may still hold even if the overall identification fails, provided partial identification is satisfied. We present a Monte Carlo experiment which confirms our theory. We illustrate our theory with the widely considered returns to education example. The results underscore: (1) how the use of standard tests to assess partial exogeneity hypotheses may be misleading, and (2) the relevance of using our procedures when checking for partial exogeneity.

History

Series

Discussion Paper 2012-02

Pagination

39

Rights statement

Copyright 2012 University of Tasmania

Notes

JEL Classification: C3; C12; C15; C52

Repository Status

  • Open

Usage metrics

    Tasmanian School of Business and Economics

    Categories

    No categories selected

    Licence

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC