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  • Endogeneity with binary independent variable

    Dear Statalist,
    I have an original regression with an endogenous binary independent variable:
    Code:
    regress Y1 = X1 + Xi-Xn etc, where X1 is binary and endogeneous and Xi-Xn are exogenous controls
    .
    I follow Leone, Rock and Willenborg (2007), by conducting the omitted-variable version of Hausman's test. To do this, I create an IV by regressing X1 on all exogenous controls and an instrument (Z):
    Code:
    probit X1 Xi-Xn Z, where Z is an instrument
    predict shat, pr
    .
    Now I add the fitted values from this regression to my original regression:
    Code:
    regress Y1 X1 shat Xi-Xn
    What I understand, if the t-value of shat is significant, an endogeneity problem is present. It is, however, the sign of shat is the opposite of the sign of X1. Is this possible? Can I conclude endogeneity is present here?

  • #2
    I would suggest you consider using ivreg or ivreg2 (user written). They are consistent for binary endogenous variables and, at least ivreg2 has built in tests. If you refer to a paper, it is a good idea to give a full citation.

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