Commit to auditing one taxonomy branch for duplicate labels, orphan nodes, weak evidence, and unclear proficiency definitions.
Run a focused skills-taxonomy audit sprint Use this when a taxonomy branch has duplicate labels, orphan nodes, weak evidence, or vague proficiency levels. I will audit [branch] for [failure mode] by checking [evidence rule]. I will produce [merge/alias/rehome/retire decisions] before [specific review moment]. In 3 days, review whether the audit produced at least one concrete taxonomy decision. Audit the AI skills branch for duplicate preferred terms and missing synonym mappings after a content import. Review the manager-skills taxonomy branch for leaf skills with fewer than two content items or no assessment evidence. Inspect the role-skill mapping for one department and…
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