Poorly tested new tools (AI, XR) (High Level 0)

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CMM Segment (Line Title)

Optimizing

Risk Source

Innovation risk

Impact

Wasted investment, learner confusion, bias issues

Typical Responses

Pilot programs, ethical review, phased rollouts with metrics, vendor due diligence

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