On the significance of correlation functions

The question of when estimated correlations should be considered significant is studied. It is illustrated that the established praxis for detecting significant correlations is misleading and cannot be used for automatic model validation. Instead, a modification is introduced and clearly seen to be a significant improvement to the established praxis.