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Also known as: Data Governance Policies
Authoritative directives that define decision rights, behaviors, and controls for managing data across its lifecycle.
DESCRIPTION
Governance policies codify expectations for data ownership, quality, security, privacy, lifecycle, and usage. They guide stewardship, roles and responsibilities, and compliance with regulations. Policies are enforceable, measurable, and supported by standards and procedures. In modern platforms, policy-as-code helps automate enforcement in pipelines and access controls. Regular review keeps policies aligned to strategy and risk.
ALTERNATIVE DEFINITIONS
Wikipedia
Policy is a deliberate system of guidelines to guide decisions and achieve rational outcomes.
Defines the general concept of policy applicable to data governance.
Wikipedia
Data governance is a collection of practices and processes which help to ensure the formal management of data assets within an organization.
Positions policies within broader governance practices managing data assets.
RELATED TERMS
Governance Business Rules Guidelines Data Ownership Data Classification Access Control Retention Policy Privacy Policy Governance as Code
COMPETING TERMS
RELATIONS
- Narrower: Establish Governance Policies
KNOWLEDGE AREAS
Data Governance Data Management Data Security Data Privacy & Compliance
TARGET AUDIENCE
Data Governance Manager Chief Data Officer Enterprise Architect Chief Information Officer Data Steward Data Management Consultant
EXTERNAL SOURCES
- Wikipedia - Data governance
- NIST - Policy-oriented AI governance framework
- Google Cloud - Enterprise data governance practices
- Microsoft - Cloud governance design guidance
TOP QUESTIONS
What is the purpose of Governance Policies for data?
To define decision rights and enforceable rules ensuring data is trustworthy, secure, compliant, and used responsibly.
Category: Purpose
How do Governance Policies differ from standards and procedures?
Policies set intent and direction; standards specify mandatory norms; procedures describe how to implement them.
Category: Distinction
What topics should Governance Policies cover?
Ownership and stewardship, quality, security, privacy, access, lifecycle and retention, sharing, and compliance requirements.
Category: Scope
How are Governance Policies enforced?
Through controls, audits, tooling (policy-as-code), and accountability via roles and committees.
Category: Management
How often should Governance Policies be reviewed?
On a defined cadence or when laws, risks, or strategy change to ensure continued effectiveness and compliance.
Category: Governance
What is a common mistake in Governance Policies?
Ambiguous language without measurable criteria, making enforcement and audit difficult.
Category: Mistakes
How do Governance Policies support AI and ML?
They define requirements for data sourcing, consent, bias testing, explainability, and model risk controls.
Category: AI
Who approves Governance Policies?
Executive sponsors like the CDO/CIO and governance councils, after stakeholder consultation and legal review.
Category: Roles
How do Governance Policies relate to SLAs?
Policies set expectations for quality and availability; SLAs make specific commitments to consumers.
Category: Integration