You use fairness in expressions such as in fairness to and in all fairness when you want to add a favourable comment about someone or something that you have just mentioned and to correct a false impression that you might have given.
In fairness to Bates, he always made it very clear that Webb was only on trial untilthe end of the season.
There is much more to be said, in all fairness, on both sides of the issue.