However, it is weaker than the probit formulation as by using district level data it does not capture all the individual factors in the probit model. The model has been tested for basic OLS assumptions and accordingly adjusted for heteroskedasticity. The large size of the sample of about 120 000-150 000 observations allows for testing with various sub-groups without losing degrees of freedom.