ISO/IEC 25012:2008 · Data Quality Model · Evidence & Implementation Kit
Manage data quality to a real standard, without turning the ISO model into a measurement program yourself.
Every one of the 15 ISO 25012 data quality characteristics handed to you as an adopt-ready control, from accuracy and completeness to traceability, each made measurable, with the evidence of a managed data quality program.
Measurable data quality in a weekend, not a quarter.
Here is the honest situation. Everyone says their data quality matters, but few can measure it. ISO/IEC 25012 gives you the model: 15 characteristics, accuracy, completeness, consistency, credibility, currentness and more, grouped as inherent, system-dependent, or both. The hard part is turning each characteristic into measurable requirements, metrics and a managed program rather than a vague aspiration. Doing that from the standard is weeks of work, and a data quality effort with no measurable characteristics is exactly where the program loses credibility.
This Kit removes that build. It is all 15 ISO 25012 characteristics plus the governance and measurement layer written as adopt-ready controls you personalize in a weekend, with the evidence of a managed program.
What you get, the moment you buy
30
Characteristics as adopt-ready controls. All 15 ISO 25012 data quality characteristics, each written as a control that defines measurable requirements, measures the characteristic and manages it, plus the governance and measurement layer around them.
30
Evidence-of-managed-quality checklists. For each control, exactly the records that show data quality is measured and managed, plus where data quality programs fail, so you build a real program not a slogan.
1
Data Quality Control Matrix, pre-built. Every control in a working spreadsheet, ready to record owner, target, status and evidence location across your data estate.
1
Maturity & Readiness Assessment. Score each control and the workbook returns your data quality maturity as a single percentage, and exactly what to build next.
Grounded in the ISO/IEC 25012:2008 data quality model, with all 15 characteristics across the inherent, system-dependent and both categories, made measurable. Editable Word and Excel files.
If you cannot measure it, you cannot manage it
The point of ISO 25012 is that data quality becomes measurable: each of the 15 characteristics gets defined requirements and metrics. This Kit builds that measurement into every control, so your data quality program reports numbers, not opinions.
What one control looks like
This is the data quality management approach, where a measurable program begins. All 30 are built to this depth.
DQ-1 Data quality management approach and policy GOVERNANCE
Implement this
[Organization] shall establish, document, and approve a data quality management approach that adopts the ISO/IEC 25012 data quality model, names the fifteen data quality characteristics in scope, defines the objectives and boundaries for managing data quality across creation, storage, transfer, and use, and assigns accountability at management level for sustaining and reviewing that approach on a defined cycle.
Practitioner note.
The policy anchors every downstream control. Keep it short and reference the characteristic register rather than restating definitions.
Evidence of managed data quality
- Approved data quality policy referencing the ISO/IEC 25012 model
- Scope statement listing the datasets and systems covered
- Management sign-off record with review date
- Register mapping the fifteen characteristics to organizational objectives
Common finding they raise: Data quality is handled informally per project with no organization-wide policy or reference to a recognized quality model.
Why this is not another template pack
- The evidence is the point. A data quality claim you cannot measure is an opinion. This tells you the records that show quality is managed and where programs fail, for every characteristic.
- All 15 characteristics, made measurable. Accuracy, completeness, consistency, credibility, currentness and the rest each become a measurable control, grouped exactly as the standard intends.
- Built on a mapped compliance corpus, not one person's opinion, from a graph of thousands of controls across standards.
- It compounds. Measurable data quality underpins analytics, AI governance and privacy, so this feeds everything downstream that depends on trustworthy data.
Who buys this
Data and analytics teams building a data quality program, the data governance and quality leads who own it, and consultants standing one up. Whether it is a first program or a maturity uplift, you save weeks and walk in with the characteristics, metrics and evidence structured.
By the end of the weekend you will have
✓ An adopt-ready control for all 15 characteristics
✓ A completed data quality control matrix
✓ The evidence of a managed program
✓ Your data quality metrics defined
✓ A maturity percentage and a build plan
✓ The common failure points designed out
Common questions
Is it really editable? Yes. Word and Excel files you own and adapt. No portal, no subscription.
What are the 15 characteristics? Accuracy, completeness, consistency, credibility, currentness, accessibility, compliance, confidentiality, efficiency, precision, traceability, understandability, availability, portability and recoverability, grouped as inherent, system-dependent or both.
How do I measure them? Each control defines measurable requirements and metrics; the standard pairs with ISO 25024 for specific measures, and the Kit sets up the metrics program.
Is it certifiable? No. ISO 25012 is a model, not a certifiable standard. This Kit operationalizes it into a measurable, managed program.
What if it is not for me? A 30-day money-back guarantee.
Do not run a data quality program you cannot measure.
All 15 characteristics are fast to adopt with the Kit. It is instant, and it is guaranteed.
Add it to your cart and make data quality measurable this weekend.
Instant digital download · 30-day money-back guarantee · The Art of Service Pty Ltd, GPO Box 2673, Brisbane QLD 4001 · support@theartofservice.com
