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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

Activities, components, and costs

Quantitative business cases are essentially made up of two components – expected benefits and expected costs. We must now start to look at the components that will make up the costs of our data quality initiative. We are going to determine how to analyze those costs and decide what should be included or excluded.

Activities in a data quality initiative

Before it is possible to understand the components of cost for a data quality initiative, you need to understand the activities that are usually required from start to finish. This section lists the typical activities in phases.

Chapter 2 outlined the data quality improvement cycle.

In my experience, the organization iterates through this cycle continuously and each iteration requires funding. This chapter will examine a single journey through the phases and identify the expected costs and benefits associated with it.

The first iteration usually requires more significant funding...

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