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Professional training course · DMBI-024

Data Quality Management

Poor data quality undermines analytics, reporting, AI and operations. Organisations need systematic approaches to measure, improve and sustain data quality. This LLMI…

  • 5 daysClassroom
  • 12Upcoming dates
  • 8Cities
  • £2,250Fees from
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Data Quality Management
Next classroom session Kuala Lumpur 11 - 15 Jan 2027 · £2,250 Also available Munich 8 - 12 Feb 2027 · £4,250

Course overview

Why Attend

Poor data quality undermines analytics, reporting, AI and operations. Organisations need systematic approaches to measure, improve and sustain data quality.

This LLMI course covers data quality dimensions, profiling and assessment, root cause analysis, cleansing and enrichment, data quality rules and monitoring, roles and governance, and building a data quality programme. Participants assess and improve a sample dataset.

Course Objectives

Define data quality dimensions and requirements

Profile and assess data quality

Identify root causes of poor data

Cleanse and enrich data

Implement data quality rules and monitoring

Build a sustainable data quality programme

Target Audience

Data stewards and managers

Data analysts

BI and reporting teams

Data governance professionals

IT professionals

Business process owners

Course Methodology

Hands-on profiling

Rule design workshops

Case studies

Monitoring dashboard exercise

Planning

Course outline

  1. 1Day 1: Data Quality Concepts
    • Why data quality matters
    • Quality dimensions
    • Fitness for purpose
    • Costs of poor quality
    • Exercise: Quality issues inventory
  2. 2Day 2: Assessment
    • Profiling techniques
    • Measuring quality
    • Scorecards
    • Prioritisation
    • Lab: Data profiling
  3. 3Day 3: Root Causes and Cleansing
    • Root cause analysis
    • Process fixes
    • Cleansing
    • Standardisation
    • Enrichment
    • Exercise: Cleansing plan
  4. 4Day 4: Rules and Monitoring
    • Data quality rules
    • Automation
    • Dashboards
    • Issue management
    • Lab: Rule implementation
  5. 5Day 5: Programme
    • Roles and governance
    • Culture
    • Metrics
    • Roadmap
    • Capstone: Data quality programme

Schedule

Dates and fees

12 upcoming dates in 8 cities. Fees are per delegate; bring colleagues and every seat is discounted.

All dates as PDF
January 2027
11JAN 11 - 15 Jan 2027Mon to Fri · 5 daysNext session
Malaysia flag Kuala LumpurMalaysia · Classroom
£2,250per delegate2+ people: £1,800 each
Register
February 2027
8FEB 8 - 12 Feb 2027Mon to Fri · 5 days
Germany flag MunichGermany · Classroom
£4,250per delegate2+ people: £3,400 each
Register
March 2027
8MAR 8 - 12 Mar 2027Mon to Fri · 5 days
Netherlands flag AmsterdamNetherlands · Classroom
£4,250per delegate2+ people: £3,400 each
Register
April 2027
12APR 12 - 16 Apr 2027Mon to Fri · 5 days
South Africa flag Cape TownSouth Africa · Classroom
£2,840per delegate2+ people: £2,272 each
Register
May 2027
10MAY 10 - 14 May 2027Mon to Fri · 5 days
Turkey flag IstanbulTurkey · Classroom
£2,850per delegate2+ people: £2,280 each
Register
June 2027
14JUN 14 - 18 Jun 2027Mon to Fri · 5 days
Austria flag ViennaAustria · Classroom
£4,250per delegate2+ people: £3,400 each
Register
July 2027
12JUL 12 - 16 Jul 2027Mon to Fri · 5 days
Spain flag BarcelonaSpain · Classroom
£3,850per delegate2+ people: £3,080 each
Register
August 2027
9AUG 9 - 13 Aug 2027Mon to Fri · 5 days
Malaysia flag Kuala LumpurMalaysia · Classroom
£2,250per delegate2+ people: £1,800 each
Register
September 2027
13SEP 13 - 17 Sep 2027Mon to Fri · 5 days
Germany flag MunichGermany · Classroom
£4,250per delegate2+ people: £3,400 each
Register
October 2027
11OCT 11 - 15 Oct 2027Mon to Fri · 5 days
Netherlands flag AmsterdamNetherlands · Classroom
£4,250per delegate2+ people: £3,400 each
Register
November 2027
8NOV 8 - 12 Nov 2027Mon to Fri · 5 days
Switzerland flag GenevaSwitzerland · Classroom
£5,250per delegate2+ people: £4,200 each
Register
December 2027
13DEC 13 - 17 Dec 2027Mon to Fri · 5 days
Turkey flag IstanbulTurkey · Classroom
£2,850per delegate2+ people: £2,280 each
Register

Questions

Frequently asked questions

How long is the Data Quality Management course?

The course runs over 5 days of classroom training, usually Monday to Friday.

When is the next Data Quality Management course?

The next public date is 11 - 15 Jan 2027 in Kuala Lumpur. There are 12 upcoming dates in total.

Where is this course held?

Upcoming sessions run in Kuala Lumpur, Munich, Amsterdam, Cape Town, Istanbul, Vienna, Barcelona, Geneva.

How much does the course cost?

Fees start from £2,250 per delegate, depending on the city. Fees include tuition and course materials.

Do participants receive a certificate?

Yes. Delegates who complete the course receive a London Leadership Management Innovation certificate of completion.

Can this course be delivered in-house for our team?

Yes. LLMI can tailor and deliver this course privately for your organisation at your premises or in one of our training cities.

Course information last updated 14 November 2026.

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Training a team?

Any course in our catalogue can be delivered privately for your organisation, at your offices or in one of our cities, with content shaped around your goals.

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