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MMP.14:3 - Forces

ForceConsequence for the method
Intended use versus overall fitThe discrepancy must retain distinctions on which the receiving prediction depends.
Sensitivity versus ordinary variationA useful diagnostic can reveal systematic failure without declaring every unusual observation erroneous.
Localization versus ambiguityA pattern of failure narrows repairs but often does not uniquely identify the defective assumption.
Adaptation versus evaluationData used to choose a repair cannot also supply an untouched assessment of that choice.
Flexibility versus retained structureA repair must preserve needed constraints and account for the additional estimation or regularization it introduces.
Assurance versus effortUse available comparisons first; acquire more evidence only for a consequential unresolved claim.