Primary-source discipline
Public cases should trace factual claims to authoritative sources wherever possible.
About the resource
DQIntegrity is a non-commercial professional knowledge resource.
The site explores how organisations can reason about the integrity of data used in decision-critical systems. It publishes original frameworks, visual models, evidence-based commentary and selected public cases.
Purpose
Make hidden data-and-control failure easier to see and discuss.
Many failures do not originate inside one system. They emerge between sources, mappings, transformations, hand-offs, controls and organisational boundaries. DQIntegrity focuses on those joins and on the evidence needed to distinguish confidence from proof.
Current status: no advisory, consulting, diagnostic, assurance or client services are offered. The website has no commercial contact route and does not accept engagements or enquiries.
Editorial principles
Evidence before assertion.
Interpretation is labelled
Official findings and DQIntegrity analysis should remain distinguishable.
No implied endorsement
Institutional examples are used for learning and analysis, not as endorsements or institutional endorsements.