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PRACTICE 05

Data Governance & AI-Ready Data.

Design of the policies, roles, decision rights and forums that make data governance operate rather than exist on paper.

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14SERVICES IN THIS PRACTICE

3SPECIALIST SUB-PRACTICES

Milestone based, or time and materials for evolving scopeDELIVERY MODEL

The problems this practice exists to solve.

Nobody accountable for the accuracy of critical data

Sensitive information stored and shared without classification

No traceability from a reported figure back to source

Governance documented but not operating

HOW THIS PRACTICE IS ORGANISED

3 specialist areas.

Pick the one that matches your problem, or search the full list below.

5.1Governance FrameworksGovernance framework, roles and decision rights9 SERVICES 5.2Data Quality & Master DataData profiling and quality baseline3 SERVICES 5.3Privacy & RegulatoryRegulatory obligation mapping2 SERVICES

Every service in this practice.

14 SERVICES

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All 14 services, grouped by sub-practice

SUB-PRACTICE 5.1Governance Frameworks9 SERVICESExplore Governance Frameworks ›

Data Governance FrameworksDesign of the policies, roles, decision rights and forums that make data governance operate rather than exist on paper.Microsoft PurviewImplementation of Microsoft Purview for cataloguing, classification, lineage and data protection across the estate.Data OwnershipAssignment of accountable owners and stewards for each data domain, with defined responsibilities and escalation.Policy ManagementDevelopment and lifecycle management of data policies, standards and procedures with evidence of compliance.Data ClassificationDefinition and application of a classification scheme so sensitivity is known and enforceable.Data LineageEnd-to-end traceability of how data moves and transforms from source system to reported figure.Metadata ManagementCapture and maintenance of technical and business metadata in a discoverable catalogue.Business GlossariesAn agreed dictionary of business terms and definitions linked to the physical data that implements them.Data DictionariesDocumented definitions, formats, valid values and ownership for each data element.

SUB-PRACTICE 5.2Data Quality & Master Data3 SERVICESExplore Data Quality & Master Data ›

Data Quality ManagementProfiling, rule definition, measurement, remediation and ongoing monitoring of data quality against business tolerances.Master Data ManagementSingle trusted view of core entities such as customer, supplier, product, asset and employee across systems.Reference Data ManagementControlled management of code sets, hierarchies and shared reference values across the estate.

SUB-PRACTICE 5.3Privacy & Regulatory2 SERVICESExplore Privacy & Regulatory ›

Privacy & Regulatory ComplianceAssessment and implementation of controls required by privacy and sector regulation across the data estate.Security & Access ControlDesign and implementation of role-based and attribute-based access across data platforms.

What we deliver.

Governance framework, roles and decision rights

Data catalogue with classification and lineage

Ownership and stewardship assignments

Policies, standards and control evidence

Operating forums and reporting cadence

Capability uplift and handover

The outcomes that follow.

Named accountability for every critical data domain

Sensitivity known and enforced across the estate

Traceability from report to source

Evidence available for audit and regulator

The precondition for safe AI deployment

How every engagement runs.

01Discoverconfirm objectives, stakeholders, constraints and success measures

02Assessreview current systems, data, controls and delivery readiness

03Designprepare the target design, backlog, governance and implementation plan

04Validatetest the priority requirements through a prototype, pilot or controlled design review

05Implementconfigure, integrate, test and deploy the approved solution

06Enabletrain users, transfer knowledge and establish operating procedures

07Optimisemonitor adoption, performance, cost, quality and improvement opportunities

BUILT FORGovernment agencies and regulated public-sector bodiesBanks, insurers, superannuation funds and professional-services firmsHealthcare providers, aged-care operators and NDIS businessesUtilities, energy and resources operators

What our customers say.

All customer stories

"Reconciliation that took our team nine days now closes in three — with a full audit trail on every match. It changed how the board sees AI.

Finance ManagerGCC Construction Group, Dubai

"Site teams stopped digging through folders. They ask the assistant, they get the clause with a citation, and they move on.

Project DirectorTier-One Contractor, Sydney

"The anomaly models flag outliers the week they appear, not at quarter-end. We stopped two overruns before they hit the P&L.

Commercial DirectorProperty Developer, Dubai

"Seven subsidiaries of spreadsheets became one governed reporting platform. The executive finally trusts the numbers on the screen.

Group CFOInfrastructure Holding, Riyadh

Our partnerships with
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Scope it in one call.

Tell us the problem. We'll tell you which of the 14 services fit — and exactly how we'd deliver them.

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