Abstract
We argue that measures of goodness-of-fit based on the value of the likelihood function should not be used when estimation is performed by pseudo maximum likelihood. We illustrate this point by showing that, when the dependent variable is not a count, some measures of goodness-of-fit for Poisson regression routinely reported by Stata commands depend on the scale of the data, and therefore are uninformative.