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Digital North Associates
Illustrative data stewardship team verifying business records against reference information.

DNA Expertise / 05

Data & Knowledge Governance.

Understand your data.
Connect its value.

We establish the governance and connected view of your data and knowledge, so teams understand what information means, where it comes from, who owns it and how it supports the business.

Discuss your priorities

What we implement

Data and knowledge in their business context.

A shared definition is only the beginning. Connect information to its sources, systems, processes and governance requirements, so teams can see its business context and understand the impact of change.

01

A shared business language

Shared business glossaries and definitions that connect business and IT.

02

Accountable owners and stewards

Data ownership, stewardship and governance operating models with clear accountability.

03

A connected data architecture

Data asset inventories, lineage and reusable models connected to systems and business processes.

04

Quality with clear responsibility

Data quality rules, issue ownership and tracked remediation responsibilities.

05

Compliance linked to the data

Applicable data obligations mapped to policies and controls, with oversight of gaps and remediation.

06

Knowledge kept current

Knowledge ownership, approved versions and lifecycle management that keep guidance current and traceable.

The connected view

One data asset. Its business context.

Explore an illustrative customer data example. Follow the same information through its meaning, its use across the business and the requirements that govern it.

Customer data

A common understanding of the customer.

Connect an agreed business definition to the people accountable for the information, so teams work from the same meaning and know who resolves questions.

Shared meaning and clear responsibility across teams.
Business definition
A person or organization receiving a service
Data asset
Customer record
Accountable owner
Customer Operations
Data steward
Customer information steward

Illustrative example. The scope, ownership and measures are tailored to the organization.

Before we begin

Good questions.
Straight answers.

How is this different from Enterprise Architecture?

Enterprise Architecture connects strategy, capabilities, processes and technology. Data & Knowledge Governance focuses on the information within that picture: its meaning, architecture, lineage, ownership, quality and governance requirements. The disciplines share the relationships needed to assess change.

Does the scope cover both data and documents?

Yes. The scope includes structured business data and knowledge held in policies, procedures and guidance. We connect data assets and their lineage to business definitions, systems and processes, while establishing ownership, approved versions and lifecycle practices for organizational knowledge.

How does DNA support data compliance?

We connect applicable obligations to the data assets, policies, controls and accountable owners they affect. This gives teams a structured basis for reviewing gaps, following remediation and reporting progress as requirements and operations change.

What does an AI readiness assessment establish?

It assesses whether the information required for a specific use case has suitable definitions, ownership, quality, source traceability and currency, and identifies gaps to address. It does not by itself certify an AI system. Integrations, access controls and evaluation remain part of implementation.

Do you implement the capability or only recommend a framework?

We design, implement and embed the governance capability with your teams. That includes operating roles, methods, tools and review routines, with clear responsibilities for sustaining the work.

From our practice

Beyond the AI pilot: Connecting context, decisions and action

9 min read

Your next move

What information
does your AI need to trust?

Bring us the challenge that matters most. We will help you find the right place to begin.

Let’s work through it