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Practical Data Quality

You're reading from   Practical Data Quality Learn practical, real-world strategies to transform the quality of data in your organization

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Product type Paperback
Published in Sep 2023
Publisher Packt
ISBN-13 9781804610787
Length 318 pages
Edition 1st Edition
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Author (1):
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Robert Hawker Robert Hawker
Author Profile Icon Robert Hawker
Robert Hawker
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Table of Contents (16) Chapters Close

Preface 1. Part 1 – Getting Started
2. Chapter 1: The Impact of Data Quality on Organizations FREE CHAPTER 3. Chapter 2: The Principles of Data Quality 4. Chapter 3: The Business Case for Data Quality 5. Chapter 4: Getting Started with a Data Quality Initiative 6. Part 2 – Understanding and Monitoring the Data That Matters
7. Chapter 5: Data Discovery 8. Chapter 6: Data Quality Rules 9. Chapter 7: Monitoring Data Against Rules 10. Part 3 – Improving Data Quality for the Long Term
11. Chapter 8: Data Quality Remediation 12. Chapter 9: Embedding Data Quality in Organizations 13. Chapter 10: Best Practices and Common Mistakes 14. Index 15. Other Books You May Enjoy

Preventing issue re-occurrence

In Chapter 8, we provided a table of the key governance activities that are required during the remediation phase. The last of these was the prevention of re-occurrence. This starts in the remediation phase but becomes a key activity as your initiative transitions from a project-style activity to a business-as-usual activity.

If remediation is completed as a one-off activity without understanding why the data quality issue arose in the first place, the issues will simply re-occur in the future. The remediation effort will eventually need to be repeated. It is possible to avoid this with a proper understanding of the cause, a change in systems or processes to resolve that cause, and then ongoing monitoring to ensure the quality remains sufficiently high.

One organization that I worked with used a Big Four consulting firm to complete and correct their supplier data. The work was completed on an entirely manual basis (from detecting the issues to remediation...

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