Duffy Flashcards
Wald statistic under H0 is distributed…
Chi-squared with dr deg. freedom
W/dr distributed F
dr = number of linear restrictions
Hausman test
Test for regressor exogeneity
Based on the difference between 2 estimates (OLS vs 2SLS)
Leads to a Wald statistic
2 ways to test for regressor exogeneity
Hausman test
Using control function
Sargan test (overidentifying restrictions)
Test IV-ORTH
Regress the 2SLS residuals on the instruments
Leads to a Wald statistic
Cragg-Donald test
Tests the rank condition
Rank of symmetric matrix = number of non-zero eigenvalues
Involves regressing each instrument on the endogenous variable
Problem with weak instruments
Rank condition nearly violated,
Render standard methods for conducting inference invalid: t-tests and Wald stats breaks down
Rough test for weak instruments
compare the 1st stage F statistic in a model with only one endogenous regressor with a critical value of 10
Anderson-Rubin test
Test to deal with weak instruments and still conduct inference
What is the Hansen test for?
Overidentifying restrictions