Keep information and decisions accountable.

Connected information needs clear ownership and access rules. Decisions need a record of the evidence behind them. Governance brings those responsibilities into the same information path.

Ownership, access and approval

The responsibilities follow the information, from its original meaning to the business effect.

Information ownership
Define the concept
Domain ownerMaintains meaning and resolves disagreement.
Inspect the evidence
Authorized readerWorks within permissions for source and derived data.
Authorize the effect
Accountable reviewerActs within the business process and delegated authority.

Assign responsibility for shared information

Two teams may define a customer differently or disagree about which source owns a status. Governance gives them a way to resolve that difference while preserving where each definition applies.

Business concepts, source mappings, quality rules and workflows may have different owners. Clear responsibilities establish who can propose and approve changes and who responds when something goes wrong.

A data steward and business owner examine permitted fields and responsibilities in an access review.

Carry access rules through the data

Information may be transformed, cached, indexed and combined before a user sees it. Authorization needs to account for each stage: a summary or relationship can reveal sensitive information even when the original document is hidden.

NIST’s zero trust guidance emphasizes resource protection without implicit trust based on network location. Changes to a user’s identity or permissions need to reach the derived views and actions governed by those policies.

Reading and editing permissions

Operations reader
Agreed delivery date
Visible24 Sep · 16:00 UTC · permitted operational attribute
Commercial amount
WithheldCommercial permission required
Change the agreement
Separate authorityRequires an authorized commercial process

Permissions apply to answers, too

A summary can state the permitted delivery date and its source. It should not reconstruct the withheld commercial amount through combined records, relationships or explanations.

Apply permissions to the source attributes, derived answers and actions independently.
Access review permits the agreed delivery date, withholds the commercial amount and presents a scoped answer without disclosing the restricted value.
Inspect the source permissions and the scope of any derived answer.

Trace a result to its evidence

Provenance connects a result to its source records, transformations, model versions and approvals. The detail required depends on the decision and the organization’s review obligations.

Lineage helps answer practical questions: which input produced a measure, why two records were linked or which evidence supported an action. Gaps in that history also need to be clear.

Trace a conclusion to its basis

Commitment review
Source
Agreement COM-27 · approved date 24 Sep · 16:00 UTC
Observation
Shipment SHIP-18 · estimated date 24 Sep · 18:00 UTC
Interpretation
The estimate and agreement describe different facts
Review
Commercial owner confirms the applicable terms
Open point
No approved amendment is present

Handle quality issues in context

A missing attribute may be acceptable in exploratory analysis and unacceptable in a regulated report or payment instruction. Quality rules depend on the use, with an owner and a defined response when a check fails.

Detecting a conflict does not resolve it. Teams need the evidence to correct the authoritative source or approve a limited exception, and a record explaining why the information was accepted.

Handle quality issues in context
ConcernOperational question
OwnershipWho can approve this definition or mapping?
AccessWhich policy permits this view or action?
ProvenanceWhat evidence produced this result?
QualityWhat happens when a required condition fails?
ChangeWhich consumers need review before publication?
Data quality investigation traces a missing arrival estimate to its source field, affected shipment and order, 60 inbound units and accountable owner.
A missing value stays visible with its affected records and responsible owner.

Apply controls as circumstances change

Revoked permissions, obsolete relationships, disputed definitions and failed quality checks can affect queries, summaries and workflows. Controls need to reach the places where that information is used.

Security, retention and audit requirements depend on your sources, deployment and decision processes. Our team can discuss the controls and responsibilities needed for your environment.

Keep access and accountability connected.

  • Assign ownership to definitions and changes
  • Apply access rules to derived information
  • Trace decisions to supporting evidence
Discuss your control requirements