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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

Governing remediation activities

Once the prioritization is complete, the approach has been identified, and the effort involved has been understood, the remediation activities begin. Just as with any other project-style activity, remediation must be governed.

Governance in this instance means the following:

  • Tracking the remediation activities against the expected effort/elapsed time
  • Reporting to senior leaders on the progress of the activity
  • Understanding risks, issues, and “blockers” that need to be managed or mitigated
  • Ensuring that when the project activity is done, ongoing work is transitioned into a business-as-usual process

When organizations start to remediate data quality issues for the first time, it has to be managed quite formally. This is simply because the organization has no established processes, best practices, and institutional knowledge in this area. Some organizations that I have worked with have decided to simply assign...

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