# What can be gained by including the distribution of the dependent variable in a GLM?

In this discussion on probit vs. OLS models 'Conjugate Prior' mentions that probit and all GLMs allow to specify a DV distribution.

How is the GLM improved by specifying a DV distribution and what is the implied DV distribution for OLS then?