Library / Human Capability Development Principles Framework
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Source changed 2026-10-03 02:22:15 UTC · snapshot created 2026-10-03 03:38:22 UTC · last check 2026-10-03 04:45:20 UTC

HCD.1:11 - SoTA-Echoing

The working question is: How should a practitioner derive a human capability demand that is useful for later development decisions and still warranted by later-Work evidence?

The selected current line combines representative-work analysis with the workplace-instruction evidence chain summarized by Kraiger and Ford’s 2021 review (COG-10): instructional events, learner events, learning outcomes, transfer, and job performance must be distinguished, and claims about each need corresponding evidence. Transfer must be established under material learner, design, opportunity, support, and work-environment conditions. Direct target-domain evidence supplies what counts as correct, safe, critical, or useful in the actual Work. Where AI assistance is material, Dell’Acqua and colleagues’ Navigating the jagged technological frontier (AI-03) supplies a bounded cue to test independent error detection under the named task and model conditions. It establishes neither a universal AI-task boundary nor this person’s engineering capability.

A serious operational alternative is a role-first competency framework or training-needs inventory. It is cheaper to publish and supports broad workforce communication, but it commonly loses holder identity, representative case variation, tool and specialist interfaces, critical-error predicates, and the distinction between a learning outcome and later performance. HCD.1 retains those inventories only as discovery cues and mutates them into evidence-bound claim rows.

The selected line does not establish one universal demand, transfer trajectory, or intervention for ReleaseWork-R9. It also cannot supply target-domain truth. Reopen a demand claim when its holder, Work family, Method, configuration, support posture, quality or critical-error predicate, effective horizon, evidence window, direct source, or receiving decision changes. A later stronger source reopens only the claims whose move or limit it changes.