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How to Implement Practical Data Quality Management

Build stronger Data Quality capabilities in your team

Across Africa, organisations are becoming increasingly data-driven — but poor data quality continues to impact reporting, compliance, operations, and decision-making.

This course is designed for teams who want to build a shared, practical approach to Data Quality Management across their organisation and prepare them for the DAMA Data Quality Specialist Certification Exam.

We deliver private team training across Africa:

  • Online or in-house
  • Scheduled at a time that suits your team
  • Group discounts available (5+ delegates).
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Why train your team together?

Sending individuals on training can improve personal knowledge, training a team together creates organisational capability.

When teams learn together:

  • Shared understanding of data quality standards and terminology
  • More consistent data practices across the organisation
  • Improved collaboration on data issues and reporting
  • Easier implementation of new data quality processes
  • Stronger accountability and ownership
  • Better communication between business and technical teams
  • Teams return aligned, motivated, and ready to execute

Private team training transforms learning into a shared operational improvement initiative — not just a once-off course.

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DAMA

This course is endorsed by DAMA South Africa and is helpful preparation for the DAMA Data Quality Specialist Certification Exam.

Type

Online or In-house

Duration

3 days

Public dates

27 - 29 July

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What delegates have to say

“The course exceeded my expectations. The course was carried out exceptionally well. I did not expect to enjoy it, but the concepts were very relevant to our everyday work. I was also able to follow the pace. The course was run well by the instructor. The breakaway exercises also helped me to understand the logic behind the theory better”   Vendaanta Devar (Intern); Altron People Solutions

"A short, punchy course to equip participants in their understanding of how to identify and quantify the underlying symptoms that highlight poor data quality, in order to develop a practical action plan to address those issues in a controlled and repeatable way in their respective organisations."
Dries Kotze, Data Quality & Process Team Lead, Shoprite

Course overview

This course will provide the participants with the knowledge they need to implement Data Quality Management. The Practitioners Course is designed to help those who are (or will be) responsible for managing Data Quality.

The course covers the following aspects of Data Management:

  • Data Quality Awareness – What your team must understand about the importance of Data Quality (DQ)
  • Data Quality in Context – The role of Frameworks, DQ Dimensions, Data Models and Metadata in the context of DQ Management
  • Data Quality Management – The theory of the Data Quality practice
  • Assessment – How to approach conducting a Health Check on Data, how to profile Data, and what the profiling statistics tell us
  • Requirements – The requirements of business Data Producers and Consumers, rules to which Data must conform and DQ Targets and Thresholds
  • Measurement – How to measure the Data based on the Business Requirements
  • Correction – How to “fix” incorrect Data in terms of missing, incorrect and duplicate Data
  • Prevention – How to identify the Root Causes of Data defects and stop the issues from re-occurring
  • Tools – An overview of the technology to assist you, what the tools can do and some of the available products
  • Conclusion – We put it all together within the context of Data Management.

Learning outcomes

We designed this course to help those who are (or will be) responsible for managing Data quality to:

  • Understand the issues affecting Data Quality and recognise and quantify the symptoms
  • Develop an action plan to address those issues in a controlled and repeatable process
  • Demonstrate how Data Quality Management improves the business and operational ‘bottom-line’
  • Prepare you to obtain the DAMA Data Quality Specialist Certification Exam.

Your path to CDMP certification

Start with the course alone, or add to your learning experience with the essential reference guide, DAMA-DMBOK® v2. You can also include an examination voucher, allowing you to sit the CDMP certification exam at a time that suits you. Both options are available at an additional cost.

Alternatively, choose the complete package and receive everything you need to learn, prepare, and achieve certification with confidence.

Intended participants

This course will be of interest to Data Management Practitioners, and anyone involved in Data or Information Quality Management, such as people from areas dealing with:

  • Data Governance
  • Master Data Management
  • Business and Systems Analysis
  • Data Stewardship
  • Data Analysis and Cleansing.

* A certificate of attendance will be provided on completion of the course

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