So I'm experimenting with stepwise regression - this seems to work to identify which variables are useful in my model. I'm not sure if it works with having one categorical variable in the analysis however, I need to check this.

However I am still unsure as to how to compare models from a binomial logistic regression analysis. Would anyone be able to clarify what the deviance of fit is and how this relates to overall model performance?