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COMPEL Glossary / consent-management

Consent Management

Consent management encompasses the technical systems, processes, and policies for collecting, recording, tracking, and honoring individuals' preferences regarding the use of their personal data, including data used to train, validate, or operate AI systems.

What this means in practice

Effective consent management must handle the complexity of multiple consent types, granular preferences, consent withdrawal, and the propagation of consent decisions across all systems that use the data. For organizations, failure in consent management creates legal exposure under GDPR, CCPA, and similar regulations, and can undermine public trust when AI systems are found to be using data without proper authorization. In COMPEL, consent management is a data governance control assessed during Calibrate and designed into the data architecture during the Model stage, connecting to the consent architecture patterns discussed in the Technology and Governance pillars.

Why it matters

Failure in consent management creates legal exposure under GDPR, CCPA, and similar regulations, and undermines public trust when AI systems use data without proper authorization. The complexity of managing consent across multiple data uses, including AI training and inference, requires systematic technical and governance solutions. Organizations that treat consent as a one-time checkbox rather than an ongoing management discipline accumulate hidden compliance risk.

How COMPEL uses it

Consent management is assessed during the Calibrate stage as a data governance control within both the Technology and Governance pillars. During Model, consent architecture is designed into the data management framework with support for granular preferences, withdrawal, and propagation across systems. The Produce stage implements consent tracking and enforcement mechanisms. The Evaluate stage audits consent compliance across AI systems that process personal data.

Related Terms

Other glossary terms mentioned in this entry's definition and context.