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Data Quality & Master Data

Every Data Quality & Master Data service AI Solution Technologies delivers, within the Data Governance & AI-Ready Data practice.

Book a scoping call →See how it runs
Profiling and rule engineering at scaleMaster data matching, merging and survivorshipBusiness-agreed tolerances rather than technical perfectionContinuous measurement rather than one-off cleansing
BUILT ON
MicrosoftAzureAWSGoogle CloudDatabricksSnowflake

The problems Data Quality & Master Data exists to solve

Decisions taken on numbers nobody fully trusts
The same customer, supplier or asset represented differently in each system
Quality problems discovered only when a report looks wrong
No agreed tolerance for what 'good enough' means
Discuss your challenges

What is Data Quality & Master Data?

Every Data Quality & Master Data service AI Solution Technologies delivers, within the Data Governance & AI-Ready Data practice.

SENIOR-LED

Data profiling and quality baseline

Measurable, monitored data quality

PRODUCTION-READY

Quality rules agreed with business owners

A single trusted view of core entities

KPI-DEFINED

Remediation of priority defects

Fewer disputes about whose number is right

Get a free
discovery sprint

Before you commit, we help you confirm the use case, check data readiness, define the KPI, and work out which Data Quality & Master Data services actually fit the problem you have.

For a limited number of teams each quarter, we run the full sprint free of charge.

Claim a free sprintTrusted by data leaders
across industries
STAGE DELIVERY7
  1. DiscoverUnderstand your challenges and opportunities
  2. AssessEvaluate data readiness and current state
  3. DefineDefine KPIs, scope and success metrics
  4. Deliver valuePrototype, validate and deliver quick wins
  • No commitmentExplore the value, risk-free.
  • Focused outcomesWe define impact, KPIs and success.
  • Fast & collaborativeDelivered by experts, built for your team.

How Data Quality & Master Data runs

01
Confirm objectives, stakeholders, constraints and success measures
Review current systems, data, controls and delivery readiness
Prepare the target design, backlog, governance and implementation plan
Test the priority requirements through a prototype, pilot or controlled design review
Configure, integrate, test and deploy the approved solution
Train users, transfer knowledge and establish operating procedures
Monitor adoption, performance, cost, quality and improvement opportunities
KEY CAPABILITIES

What we bring to Data Quality & Master Data

  1. 01Profiling and rule engineering at scale
  2. 02Master data matching, merging and survivorship design
  3. 03Business-agreed tolerances rather than technical perfection
  4. 04Continuous measurement rather than one-off cleansing
  5. 05Integration of quality controls into pipelines

What you get, and what follows

A complete Data Quality & Master Data foundation that drives clarity, control and confidence across your organisation.

DELIVERABLESEverything we deliver to build a strong, governed Data Quality & Master Data capability.
  • Data profiling and quality baseline
  • Quality rules agreed with business owners
  • Remediation of priority defects
  • Ongoing measurement and dashboard
  • Master and reference data design
  • Stewardship process and handover
BUSINESS OUTCOMESThe outcomes you achieve, and the impact that follows.
  • Measurable, monitored data quality
  • A single trusted view of core entities
  • Fewer disputes about whose number is right
  • Reduced downstream rework
  • Data fit for analytics and AI consumption
Book a scoping call
  • No obligationYou keep the written summary either way
  • Tailored to youFocused on your data, priorities and goals
  • Expert-ledDelivered by specialists with real-world experience

The services inside 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.
INVESTMENT & DELIVERY

How we engage on
Data Quality & Master Data

A proven delivery approach that is transparent, flexible and built to deliver lasting value.

DELIVERY MODELSMilestone based, or time and materials for evolving scopeFixed price or milestone basedDelivered by a senior-led Australian team across 7 stages, from discovery through to optimisation.
WHO THIS IS FOR
  • Banks, insurers, superannuation funds and professional-services firms
  • Retail, property and logistics operators
  • Utilities, energy and resources operators
  • Large enterprises and mid-market organisations undergoing modernisation
Get a fixed-scope estimate Ask a question first
  • Clear from the startScope, timeline and price confirmed up front
  • No surprisesTransparent approach at every stage
  • Senior-led deliveryExperienced team focused on your outcomes
OUR CUSTOMERS

What our customers say

Real feedback from the organisations we build with — what changed, in their words.

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

Our partnerships with
industry leaders

MicrosoftSolutions Partner
Google CloudPartner
SalesforcePARTNER
AWSpartner
network
ELSEWHERE IN THIS PRACTICE

Elsewhere in
Data Governance & AI-Ready Data

View the whole Data Governance & AI-Ready Data practice
Governance Frameworks9 services in this discipline.Explore
Privacy & Regulatory2 services in this discipline.Explore
Not sure where your problem sits? The whole Data Governance & AI-Ready Data practice
We will tell you which discipline actually owns it

Scope Data Quality & Master Data
in one call

Tell us the problem. We'll tell you which of our Data Quality & Master Data services fit — and exactly how we'd deliver them.

Book your free scoping call+61 466 558 862
  • NSW GovernmentICT Services Scheme
  • ICN GatewayPremium Member
  • ISO 27001Certification in progress
  • 30 minutesFocused expert session
  • Clear next stepsA practical plan for your organisation
  • No obligationYou decide what's right for you
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