Skip to main content
. Author manuscript; available in PMC: 2014 Dec 26.
Published in final edited form as: Health Policy. 2010 May 23;98(1):50–57. doi: 10.1016/j.healthpol.2010.04.006

Table A2.

Indicative tests of the validity of the instrumental variablesa

test of excluded instruments 41.288
  H0: excluded instruments do not explain endogenous variable F(4, 9070): p=0.000
overidentification test (Hansen J statistic) 3.226
    H0: exclusion restrictions of instruments are valid χ2(3): p=0.358
underidentification test (Kleibergen-Paap LM Statistic) 143.336
   H0:model is underidentified, instruments are not good χ2(4): p=0.000
endogeneity test of endogenous regressors 8.996
     H0:variable can be considered as exogenous χ2(1): p=0.003
weak identification test (Kleibergen-Paap rk Wald F statistic) 41.288
 H0:weakly identified system; Stock-Yogo critical value for 5% maximal IV relative bias: 16.85
weak instrument-robust inference (Anderson-Rubin Wald test) 13.37
    Ho: endog. regr.=0 and overident. restr. are valid χ2(4): p=0.010
a

Tests performed in the linear probability instrumental variable model, where more tests are available than in the dichotomous models for instrumental variables.