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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

The future of data quality work

Up until this point, this book has been based entirely on my experience across the various organizations I have worked with. This final section is different. It is my conjecture and theory about how working in data quality will change over the next 10 years.

Over the last year, we have seen much wider public recognition of the potential of artificial intelligence (AI)-driven large language models (LLMs), such as OpenAI’s Chat-GPT. When combined with major ongoing growth in the perceived importance of data in organizations, there will be a significant shift in how we do data quality work in the future.

This section outlines the key trends I expect to see, and what we as data quality professionals need to do to be prepared.

LLMs

LLMs are a capability driven by AI. They have been trained by being exposed to large quantities of publicly available information via the internet. This training and access to information allows them to respond...

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