Library / Method Engineering Principles Framework
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ME.16:6 - Bias-Annotation

Recurring biasLikely driftRepair
rollout-compression biasTarget subjects, introduction strategy, descriptions, plans, relations, Work, and observations become one “introduction”.Keep the typed target account, strategy and its status, description, any separate WorkPlan, performed Work, named direct relations, and observations distinct.
success-presupposition biasCompleted introduction Work is said to make the Method available and usable.State the intended conditions; later observations may return success, failure, uncertainty, or missing evidence.
training-as-capability biasAttendance or expert help becomes a holder capability.Recover the A.2.2 capability basis and currentness. A capability-change claim additionally needs its compatible development result; preserve adequate existing capability without inventing a development need.
availability-as-use biasPublished material or a configured tool becomes later enactment.Admit actual Work and the named enactsMethod or use relation independently.
authorization compressionExpertise, sponsorship, project position, ownership, assignment, permission, and authority become interchangeable.Name the predicate, participants, scope, and positive basis for each relied-on relation.
outside-result attribution biasA favourable domain result fills every observation position and becomes causal proof.Compare each selected position; use C.28 only when the decision relies on causality.
adaptation-smearing biasA local workaround silently changes the target, introduction strategy, descriptions, WorkPlan, support, and fit together.Classify the modification as target or introduction-strategy change and return only the maintained account, description, WorkPlan claim, support claim, fit claim, or local decision actually affected.
lifecycle biasIntroduction, reach, and later use become compulsory adoption stages.Keep ME.16 independently enterable and use ME.17 only for a bounded population-level cultural question.