Coverage Is Not Ordering: Ancillary Leakage and Representation Dependence in Covariance-Based Inference

A covariance matrix is often used as a compact surrogate for the statistical model of a measurement. We show that this replacement can change not only a fitted value or its uncertainty, but also the likelihood-ratio ordering of the experiment itself. In a tractable correlated-measurement model, the