Data Quality
What is Data Quality?
The degree to which data meets the requirements for its intended use in terms of accuracy, completeness, consistency, timeliness, and validity.
Terms that appear alongside data quality
Each of these is named in at least one of the same controls as data quality. The number is how many controls name both.
- audit 13 shared controls
- quality management 13 shared controls
- governance 11 shared controls
- compliance 9 shared controls
- accountability 9 shared controls
- transparency 8 shared controls
- consent 7 shared controls
- integrity 7 shared controls
Frameworks that govern data quality
What the standards actually require on data quality
Requirements naming data quality across 6 standards, quoted from the control text.
Use defined indicators to compute maturity levels for each data quality management process area.
ISO8000-64 · Data Quality Management Maturity Assessment Indicators →Establish a programme to measure, monitor, and report data quality characteristics over time.
25012-Measurement · Data Quality Measurement Programme →GS1 implementation roadmap + organizational roles. ROLES: (a) MASTER DATA MANAGER + DATA STEWARD - day-to-day GS1 keys allocation + master data quality + GDSN data publication + maintenance;
GS1-Implementation-Roadmap-Roles-Tooling · GS1 Implementation Roadmap, Organizational Roles, Tooling and Data Quality →Ensure training and operational data meet quality, representativeness, and provenance requirements.
23894-A.7 · Data Quality and Provenance →Define, monitor, and maintain data integrity through profiling, cleansing, matching, and continuous improvement.
DIQ-2 · Data Quality Management →A data quality strategy and framework defining dimensions, roles and processes is established.
DCAM-7.1 · Data Quality Strategy →Questions people ask about data quality
What is Data Quality?
Why is Data Quality important for compliance?
Which compliance frameworks address Data Quality?
Where can I learn more about Data Quality?
See how Data Quality applies across compliance frameworks
Our platform maps 686 frameworks with 311K cross-framework control mappings. Explore how this concept is addressed across standards.