COMPEL Glossary / change-management
Change Management
Change management is the structured approach to transitioning individuals, teams, and organizations from a current state to a desired future state.
What this means in practice
In AI transformation, change management addresses the behavioral, cultural, and structural transitions required when AI augments or replaces existing workflows. AI change is uniquely challenging because it introduces probabilistic reasoning into environments accustomed to deterministic processes, shifts decision authority from human judgment to algorithmic recommendation, and evolves continuously through model updates. Effective change management operates across three horizons: Awareness (understanding what is changing and why), Enablement (providing skills and support), and Reinforcement (embedding change into organizational structures). In the COMPEL maturity model, Change Management Capability is Domain 4 in the People pillar.
Why it matters
AI change is uniquely challenging because it introduces probabilistic reasoning into deterministic environments, shifts decision authority from humans to algorithms, and evolves continuously through model updates. Organizations that rely on traditional change management approaches without adapting them for AI's unique characteristics consistently experience lower adoption rates, higher resistance, and failed transformations despite technically successful deployments.
How COMPEL uses it
Change Management Capability is Domain 4 in the People pillar, assessed during Calibrate on a maturity scale reflecting the organization's ability to manage AI-specific transitions. The Organize stage designs change management programs operating across three horizons: Awareness, Enablement, and Reinforcement. The Model stage integrates change management into the transformation roadmap, and the Evaluate stage measures whether behavioral changes are actually occurring at the frontline level.
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Related Terms
Other glossary terms mentioned in this entry's definition and context.