London Leadership Management Innovation llmi.uk
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Data Management and Business Intelligence · DMBI-024

Data Quality Management

5 daysClassroom
12Upcoming dates
8Cities
£2,250Fees from

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

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

Dates and fees

DatesCityFee
11 - 15 Jan 2027Kuala Lumpur, Malaysia£2,250
8 - 12 Feb 2027Munich, Germany£4,250
8 - 12 Mar 2027Amsterdam, Netherlands£4,250
12 - 16 Apr 2027Cape Town, South Africa£2,840
10 - 14 May 2027Istanbul, Turkey£2,850
14 - 18 Jun 2027Vienna, Austria£4,250
12 - 16 Jul 2027Barcelona, Spain£3,850
9 - 13 Aug 2027Kuala Lumpur, Malaysia£2,250
13 - 17 Sep 2027Munich, Germany£4,250
11 - 15 Oct 2027Amsterdam, Netherlands£4,250
8 - 12 Nov 2027Geneva, Switzerland£5,250
13 - 17 Dec 2027Istanbul, Turkey£2,850
London Leadership Management InnovationRegister at llmi.uk/course/data-quality-management