We use cookies, including third-party cookies from Google to serve personalized ads through AdSense, to operate this site and understand how it is used. By continuing to browse, you accept this use. See our Privacy Policy and Terms of Use for details, including how to opt out of personalized advertising.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    Flat editorial illustration: The article is about joining public web signals with internal business metrics so BI teams can inter
    Alternative Data in BI: Bringing Public Web Data Into Your Dashboards
    23 Min Read
    Flat editorial illustration: The article contrasts passive follower totals with a behavioral path from attention and trust to cli
    Creator Analytics Beyond Follower Count: Seven Metrics That Measure Audience Behavior
    11 Min Read
    Flat editorial illustration: The article connects AI and marketing analytics with managerial judgment grounded in consumer behavi
    How an Online MBA in Marketing Connects AI and Data Analytics
    11 Min Read
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers -- AI-generated illustration
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers
    7 Min Read
    chatgpt image jul 21, 2026, 04 34 30 pm
    4 Core Benefits of Predictive Maintenance after Vibration Analysis
    10 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: The Tooth Fairy 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 > Big Data > Data Quality > The Tooth Fairy of Data Quality
Data Quality

The Tooth Fairy of Data Quality

JimHarris
JimHarris
3 Min Read
The Tooth Fairy of Data Quality
Photo by PrinceEagle on Pixabay (https://pixabay.com/photos/elephant-statue-gold-decorative-7601039/)
SHARE

The 2010 movie Tooth Fairy was a box office bust—and deservedly so for obvious reasons.  The studio executives couldn’t handle the tooth, er I mean, the truth, which is before Jim Piddock stole, modified, and sold my idea, the original plot centered around Dwayne “The DQ Expert” Johnson, who is a dentist by day, but at night becomes a crime fighter battling poor data quality, who is known only as The Tooth Fairy of Data Quality.

Contents
  • Data Quality Fairy Tales
  • Anatomy of an OCDQ Blog Post

Okay, so obviously the real truth that’s all too easy to handle is that nobody really stole my idea for a movie about a data quality crime fighter who uses the tag line: “Can you smell the bad data The DQ Expert is cleansing?”

However, some of the organizations that I discuss data quality with seem like they really do believe in The Tooth Fairy of Data Quality. 

No, they don’t literally put their poor quality data under their pillow at night, going to sleep believing when they wake up the next morning that they will magically have high quality data—or at least get $1 for every bad data record.

More Read

5 Tips for Protecting Your Data Assets More Effectively
5 Tips for Protecting Your Data Assets More Effectively
Disaster DIY: The Argument to Build or Buy Data Integrity Controls
On Text Analytics vs Machine Translation
How the History of Data Gathering Lead to the Age of Big Data
Gartner Adds Big Data to Its 2011 Hype Cycle

But they do often act as if they believe that simply loading all of their existing data into a shiny new system, like say an enterprise data warehouse (EDW) or a master data management (MDM) hub, will magically resolve all of their enterprise-wide data issues, resulting in brightly smiling, happy business users.

Data Quality Fairy Tales

Please post a comment below and share your experiences dealing with this or any other fairy tales about data quality that you have encountered.  Perhaps we could even collectively create a new literary or movie genre for Data Quality Fairy Tales.

Anatomy of an OCDQ Blog Post

Since I am often asked by my readers where I get the wacky ideas for some of my data quality blog posts, I thought I would share the Twitter-aided thought process that lead—really quite inevitably—to the writing of this particular blog post:

Therefore, special thanks to Robert Karel of Forrester Research and Steve Sarsfield of Talend for “inspiring” this blog post.

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Flat editorial illustration: The article is about joining public web signals with internal business metrics so BI teams can inter
Alternative Data in BI: Bringing Public Web Data Into Your Dashboards
Big Data Business Intelligence Exclusive Web Analytics
Flat editorial illustration: A SaaS-editorial scene showing product usage, support patterns, and renewal feedback informing a fle
Using Product Usage Analytics and Support Data to Build a B2B Product Roadmap
Business Intelligence Infographic
From Hiring To Payroll: Managing HR Data Across Business Systems -- AI-generated illustration
From Hiring To Payroll: Managing HR Data Across Business Systems
Big Data Business Intelligence Infographic
Flat editorial illustration: The article is about automating the collection, preparation, and delivery of marketing data across p
From Data to Dashboards: 5 Marketing Reporting Automation Software Picks
Big Data Business Intelligence Exclusive

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

A New Economy of Data
CommentaryCulture/LeadershipData QualityExclusiveNew ProductsUnstructured Data

A New Economy of Data

3 Min Read
Data Collection Made Simple [VIDEO]
Big DataData QualitySocial Data

Data Collection Made Simple [VIDEO]

4 Min Read
Data Governance & Quality Rock Stars
Data QualityPolicy and Governance

Data Governance & Quality Rock Stars

4 Min Read
Three Ways to Analytic Impact
AnalyticsData QualityText Analytics

Three Ways to Analytic Impact

6 Min Read

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

From Bolts to Bots: How AI Is Fortifying the Automotive Industry
From Bolts to Bots: How AI Is Fortifying the Automotive Industry
Artificial Intelligence
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
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?