Why Most Skills Pilots Fail to Scale: Organizations often validate data and technology before validating workforce decisions.

AI inferenceSkills DataSkills IntelligenceWorkforce Skills

Most skills pilots validate the wrong things. Here’s what a scalable pilot actually proves — and how to build one that works.

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Skills Data Leaders Trust: What HR and Talent Leaders Are Learning About Accuracy, AI, and Workforce Decisions

Skills DataSkills Intelligenceskills-based organizationWorkforce Skills

HR, Talent, and Learning leaders share practical lessons on building skills data leaders trust—from AI inference and governance to workforce planning and frontline adoption.

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