See attached document, including the theorem, its proof and applications to business analytics (e.g. to produce model-free, data-driven confidence intervals for predictive scores). More explanations coming soon, in particular about how to leverage this deep statistical result when computing metrics against very large data sets.

The AnalyticBridge Theorem