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A professional-level summary covering key definitions, frameworks, and exam-relevant points.
Data Governance Framework: Architecture and Implementation
A data governance framework is the integrated system of people, processes, policies, and technology that enables an organisation to exercise authority and control over its data assets. Framework design is a core competency tested in the CDMP Data Governance knowledge area.
Operating Model Comparison
| Model | Structure | Advantages | Disadvantages | Best For |
|---|---|---|---|---|
| Centralised | Single governance team | Consistency, clear accountability | Slow, may lack domain expertise | Small organisations |
| Decentralised | Business unit-led | Agile, domain-specific | Inconsistency, duplication | Highly autonomous divisions |
| Federated | Central standards + local execution | Balance of consistency and flexibility | Requires strong coordination | Large, complex organisations |
Framework Components
A complete data governance framework comprises: (1) a Governance Council — the cross-functional decision-making body; (2) Defined Roles — Data Owners, Stewards, Custodians, and Governance Analysts; (3) a Business Glossary — authoritative term definitions; (4) Data Quality Standards — measurable quality dimensions and thresholds; (5) Policies and Procedures — formal rules and operational processes; (6) Metrics and Reporting — governance KPIs and dashboards.
Maturity Model (DAMA-Aligned)
| Level | Name | Characteristics |
|---|---|---|
| 1 | Initial | Ad hoc, no formal governance, reactive |
| 2 | Managed | Some policies exist, inconsistently applied |
| 3 | Defined | Formal framework, roles defined, consistently applied |
| 4 | Quantitatively Managed | Metrics-driven, governance measured and reported |
| 5 | Optimising | Continuous improvement, governance embedded in culture |
Critical Success Factors
Research consistently identifies executive sponsorship, business-led (not IT-led) governance, phased implementation starting with high-priority domains, and clear communication of business value as the primary determinants of governance framework success.