The Economics of Skills and the Decisions That Create Value

AI AdoptionAI SkillsAI StrategyBehavior ChangeCopilot AdoptionFuture of WorkManager EnablementWorkforce ActivationWorkforce Capability

A credible skills business case starts with the decision it should improve. At our September roundtable, Priyanku Nandi shared how a global toy manufacturer used skills data to focus learning investment. He was also candid about uneven adoption, data quality, and what the evidence could and couldn’t yet show.

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The Missing Decision Layer in Skills Transformation

Skills DataSkills PilotsSkills StrategySkills Validationskills-based organizationskills-powered organizationUpskillingWorkforce ActivationWorkforce CapabilityWorkforce Skills

Why trusted skills intelligence creates little value until organizations define how workforce decisions are made.

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Beyond Deployment: What It Takes to Turn AI Access Into Workforce Adoption

AI AdoptionAI SkillsAI StrategyBehavior ChangeCopilot AdoptionFuture of WorkManager EnablementWorkforce ActivationWorkforce Capability

Deploying AI creates access. It does not create adoption. Enterprise leaders discuss the decisions and behavior-change practices required to turn AI tools into sustained ways of working.

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Skills Where It Matters Most: What Frontline Work Teaches Us About Capability and Performance

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The frontline has always operated through skills. Joe Dunlap and JD Dillon explain how organizations can connect task readiness, manager enablement, and capability data to reliable business performance.

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