Library / Human Capability Development Principles Framework
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HCD.2:6 - Bias-Annotation

Lenses: Gov, Arch, Onto/Epist, Prag, Did. Scope: personal human-capability programme composition and comparison under qualified later-Work, participation, support, and evidence conditions.

Recurring biasLikely driftRepair
course-solution biasThe requested course or familiar programme is treated as the answer before later Work and baseline are recovered.Begin from the holder, complete work tasks, current configuration, and supplied development stake.
detailed-candidate biasThe most documented candidate appears superior to sketches.Compare one minimal closed-task fragment on the same positions before expanding the candidates.
topic-count biasCoverage or PatternID count substitutes for contribution to later Work.Trace every included element to task closure, a prerequisite, a support contribution, an evidence need, or a future option.
role-average biasAudience or role assumptions become one person’s current profile.Require compatible same-holder evidence or issue the learning-product design return.
support invisibilityTeacher, assessor, specialist, AI, access, and preparation are assumed free and available.Record access allocations, actual availability, peak load, and missing enablement separately.
assistance attributionHelped output is treated as independent human capability or learning.Preserve permitted, available, received, independent, changed-condition, and delayed evidence states.
sunk-curriculum biasExisting content is retained because it was expensive to create.Compare the finite contribution and displacement of retaining it under the current task and budget.
technique-brand biasA pedagogy label is assumed to work across holders and tasks.State its proposed mechanism, source limit, required observation, and serious alternative.