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
    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
    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
  • 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

Protecting Your Data From Attackers Using Top Spy Gear Technology
Protecting Your Data From Attackers Using Top Spy Gear Technology
Data Science: What Companies Need to Know
Two Wrongs Don’t Make an Insight
New Generation of Technology Will Rely on Analytics, Study Shows
Data Governance: Managing Data as an Asset

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

Technical architecture diagram and decision framework for ai-powered logo generation: design.com vs looka
AI-Powered Logo Generation: Design.com vs Looka
Artificial Intelligence Exclusive
Retailers Should Stop Treating Every Stockout as Equal -- AI-generated illustration
Retailers Should Stop Treating Every Stockout as Equal
Business Intelligence Exclusive
Best Vibe Coding Cleanup Specialists in the USA: Fix or Rebuild? -- AI-generated illustration
Best Vibe Coding Cleanup Specialists in the USA: Fix or Rebuild?
Development Exclusive
Using Warehouse, Transportation and Order Data to Plan Distribution-Center Capacity -- AI-generated illustration
Using Warehouse, Transportation and Order Data to Plan Distribution-Center Capacity
Big Data Exclusive

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

3 Big Data Myths for Enterprises
AnalyticsBusiness IntelligenceData QualityData WarehousingHadoopPredictive AnalyticsStatisticsUnstructured Data

3 Big Data Myths for Enterprises

5 Min Read
Big Data: It’s About the Data, Not About the Big
Data QualityData VisualizationModeling

Big Data: It’s About the Data, Not About the Big

5 Min Read
Data Quality Chill Factor
Big DataData ManagementData Quality

Data Quality Chill Factor

4 Min Read
4 Ways to Prevent Dirty Data From Spoiling Analytics
Best PracticesData Quality

4 Ways to Prevent Dirty Data From Spoiling Analytics

4 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 chatbots
AI Chatbots Can Help Retailers Convert Live Broadcast Viewers into Sales!
Chatbots
Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Artificial Intelligence Chatbots Exclusive

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?