Data quality for certification bodies and trade associations
The registry is the product. DQHQ keeps every number in it able to explain itself.
Certified ratings, reference numbers, matched combinations, member-submitted statistics, subscription feeds. DQHQ ships with a pack tuned to how certification and association data actually behaves, connects read-only in week one, and proves it on one pipeline in a four to six week pilot.
A certification mark is a promise that a number is true. DQHQ keeps that promise cheap to keep.
Patterns we keep seeing
Re-rating waves without impact analysis.
A method or standard changes. Nobody can name every place the old number travels.
Member-submitted data at the gate.
Hundreds of external producers, validated by diplomacy.
Data that is sold.
Subscribers do not file tickets. They churn.
In the pack
- Glossary: certified rating, reference number, matched combination, re-rate, effective date
- Classifications: public, member-submitted, confidential
- Test library for registry pipelines
- Data product template: registry subscription with owner, SLA, quality score
- Agent context for registry queries
Sample tests
No certified record is published without a reference number.
Model numbers match the program's pattern.
Public registry rating equals the regulator feed, nightly.
Expected matched combinations equal published; absences alert.
The pilot delivers
- One registry pipeline cataloged and searchable
- Test suite on schedule, with one cross-system check
- One methodology change traced with impact analysis
- One executive quality dashboard