Cookies help us display personalized product recommendations and ensure you have great shopping experience.

By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results -- AI-generated illustration
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results
    11 Min Read
    chatgpt image jul 13, 2026, 04 23 45 pm
    How Data Analytics Helps Companies Improve User Engagement
    19 Min Read
    chatgpt image jul 13, 2026, 03 59 46 pm
    How Data Analytics Improves Multi-Location Search Strategies
    10 Min Read
    cybersecurity efforts
    How Behavioral Analytics and AI Are Redefining Cybersecurity for Boca Raton Businesses
    14 Min Read
    data driven risk management in heatlhcare
    How Data Analytics Is Changing Healthcare Risk Management
    17 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Imagining the Future of Data Quality
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Uncategorized > Imagining the Future of Data Quality
Uncategorized

Imagining the Future of Data Quality

JimHarris
JimHarris
4 Min Read
SHARE

Earlier this week on Data Quality Pro, Dylan Jones published an Interview with Larry English, one of the earliest pioneers of information quality management, one of the most prominent thought leaders in the industry, and one of the co-founders (along with Thomas Redman) of the International Association for Information and Data Quality (IAIDQ).

Contents
  • Imagining the Future of Data Quality
  • Imagining the Future of Data Quality

The interview also unintentionally sparked some very common debates, including the differences between data and information, data quality (DQ) and information quality (IQ), as well as proactive and reactive approaches to quality management. 

Of course, I added my own strong opinions to these debates, including a few recent posts – The General Theory of Data Quality and Hyperactive Data Quality (Second Edition).

On a much lighter note, and with apologies to fellow fans of John Lennon, I also offer the following song:

More Read

Blog + Twitter vs. Aardvark: A Rematch
The Good & Bad
e2.0 Iterativ Project Method: Defining business needs and drivers (post 2 or 5)
The Technology Adoption Life Cycle
Not So Strange Case of Dr. Technology and Mr. Business

Imagining the Future of Data Quality

Imagine there’s no defects
It’s easy if you try
No data cleansing beneath us
Above us only sky
Imagine all the data
Living with quality

Imagine there’s no companies
It isn’t hard to do
Nothing to manage or govern
And no experts too
Imagine all the …

Earlier this week on Data Quality Pro, Dylan Jones published an Interview with Larry English, one of the earliest pioneers of information quality management, one of the most prominent thought leaders in the industry, and one of the co-founders (along with Thomas Redman) of the International Association for Information and Data Quality (IAIDQ).

The interview also unintentionally sparked some very common debates, including the differences between data and information, data quality (DQ) and information quality (IQ), as well as proactive and reactive approaches to quality management. 

Of course, I added my own strong opinions to these debates, including a few recent posts – The General Theory of Data Quality and Hyperactive Data Quality (Second Edition).

On a much lighter note, and with apologies to fellow fans of John Lennon, I also offer the following song:

Imagining the Future of Data Quality

Imagine there’s no defects
It’s easy if you try
No data cleansing beneath us
Above us only sky
Imagine all the data
Living with quality

Imagine there’s no companies
It isn’t hard to do
Nothing to manage or govern
And no experts too
Imagine all the data
Living life in peace

You may say that I’m a dreamer
But I’m not the only one
I hope someday you’ll join us
And the DQ/IQ world will be as one

Imagine no best practices
I wonder if you can
No need for books or lectures
A brotherhood of man
Imagine all the data
Sharing all the world

You may say that I’m a dreamer
But I’m not the only one
I hope someday you’ll join us
And the DQ/IQ world will live as one

Link to original post

TAGGED:data quality
Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Comparing 5 Top Compliance Training Providers for Large Businesses -- AI-generated illustration
Comparing 5 Top Compliance Training Providers for Large Businesses
Business Intelligence Exclusive
11 Best AI Tools for Critical Thinking in Research -- AI-generated illustration
11 Best AI Tools for Critical Thinking in Research
Artificial Intelligence Exclusive
Top 7 GTM Intelligence Tools with MCP Integration in 2026 -- AI-generated illustration
Top 7 GTM Intelligence Tools with MCP Integration in 2026
Artificial Intelligence Exclusive News
What Is Fine Tuning AI Models And When Should You Actually Do It? -- AI-generated illustration
What Is Fine Tuning AI Models And When Should You Actually Do It?
Artificial Intelligence Exclusive

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Thoughts About Online Reputation

8 Min Read

Share Everything

3 Min Read

The Importance of Scope In Data Quality Efforts

4 Min Read

The Very True Fear of False Positives

9 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

ai chatbot
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
Chatbots
AI chatbots
AI Chatbots Can Help Retailers Convert Live Broadcast Viewers into Sales!
Chatbots

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-26 SmartData Collective. All Rights Reserved.
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?