Summary: Practical guidance for leaders responsible for workforce readiness, including diagnosis frameworks, compliance-training design and decision-based assessment.
Articles & Research

Practical guidance for leaders
responsible for workforce readiness.

Use evidence-based frameworks to diagnose readiness gaps, design training around real decisions and give stakeholders clearer evidence than attendance or completion alone.

Live topic areas

Start with the problem you need to solve.

Only topic areas with published guidance are shown. Additional research will appear here when it is ready to use.

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Measurement & Methodology

The math and models behind readiness: decay functions, evidence weighting, and why readiness requirements resist a single global schema.

Decay-Aware Readiness ScoringEvidence-Weighted CompetenceStandardisation vs Context
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AI, Automation & the Changing Nature of Competence

As AI absorbs routine cognitive tasks, what 'ready' means changes — and why the reskilling bottleneck is actually a measurement bottleneck.

Human-AI Task Allocation ReadinessThe Reskilling Bottleneck Is a Measurement ProblemThe Verification Gap AI CreatesWhy Judgment Cannot Be Multiple-Choice Tested