The AI Readiness Friction Framework

Both higher education and workforce leaders overwhelmingly agree that AI readiness matters. But agreement on direction has not produced alignment on execution. The gap between institutional intent and graduate capability is real and widening. This research identifies where it breaks down: six structural friction points that impede successful transition from learning to work. Together, they form the AI Readiness Friction Framework.

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