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 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
    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
  • 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

Sizing Up Data For CRM: Big Doesn't Mean Valuable Data
Sizing Up Data For CRM: Big Doesn’t Mean Valuable Data
72% of People Aren’t Familiar with Hosted VoIP
How Big is Big Data?
Decision Management and Insurance – A Series
How MapR’s M7 Platform Improves NoSQL and Hadoop

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

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
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
Analytics Exclusive
Flat editorial illustration: The article surveys AI finance apps that analyze and explain financial information, sometimes take a
10 Financial Apps Empowered by AI: Assistants and Agents
Artificial Intelligence Exclusive Fintech

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Exterior Design, Part II: Frequency
Data QualityData WarehousingExclusive

Exterior Design, Part II: Frequency

7 Min Read
On AOL and Small Data
Data QualityData Warehousing

On AOL and Small Data

4 Min Read
Image
Best PracticesBig DataData QualityData Warehousing

Why Lean Data Management Is Vital for Agile Companies

6 Min Read
XBRL: How to Save a Good Idea from a Bad Implementation
Data QualityPolicy and Governance

XBRL: How to Save a Good Idea from a Bad Implementation

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 chatbot
How AI Website Chatbots Improve Customer Support and Lead Generation
Chatbots Exclusive
How To Get An Award Winning Giveaway Bot
How To Get An Award Winning Giveaway Bot
Big Data 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?