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
    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
    cybersecurity efforts
    How Behavioral Analytics and AI Are Redefining Cybersecurity for Boca Raton Businesses
    14 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Looking Beyond the Data Horizon: Building the Business Case for 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 > Business Intelligence > Business Rules > Looking Beyond the Data Horizon: Building the Business Case for Data Quality
Big DataBusiness IntelligenceBusiness Rules

Looking Beyond the Data Horizon: Building the Business Case for Data Quality

Gayle Nixon
Gayle Nixon
3 Min Read
Looking Beyond the Data Horizon: Building the Business Case for Data Quality
Illustration generated with FLUX.2 [klein 4B] via Cloudflare Workers AI.
SHARE

HorizonThere is a growing body of evidence to demonstrate that poor data quality (DQ) has a major economic and reputational impact on organizations.

HorizonThere is a growing body of evidence to demonstrate that poor data quality (DQ) has a major economic and reputational impact on organizations. So it always strikes me as strange that when, as part of my day job as a DQ consultant, I talk to many DQ specialists many say the number one barrier to improving data in their organizations is proving the business case for action, adding that getting their business and IT people to support data improvement activity is constantly an uphill struggle.

So what’s going wrong? There are a plethora of reasons why businesses fail to accept cases for action and change, whether they are data related or not. Often these can seem to fly in the face of logic, but as always in decision making, logic is not the only determinant of outcome. There are many other factors – human and other – that can derail a good argument.

In the sphere of DQ improvement data professionals need to focus on a range of things to create a persuasive case, especially as many in organizations still regard DQ as something of a dark art. The most important thing to do is to make a direct link between DQ and business outcomes – how does poor data affect the attainment of strategic corporate goals? How does it relate to the operational efficiency of business processes? What organizational risks result from poor control and management of key data?

But this is not enough in itself. DQ specialists and advocates need to actively sell the benefits of improved DQ to a range of people within their organization, ranging from senior executives to front end employees. This is not an easy thing to plan for and do, especially as most DQ people have never formally been trained to sell. Yet despite this many have succeeded, so it can be overcome with the right strategy and execution.

At the end of the day DQ people must be able to relate their sphere of expertise and activity to the bigger and wider corporate picture. In DQ it’s essential to look beyond the data horizon.

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

How Search Engine Indexing Lags Behind Large-Scale Website Domain Migrations -- AI-generated illustration
How Search Engine Indexing Lags Behind Large-Scale Website Domain Migrations
News
How Great Content Moves Through A Marketing Ecosystem -- AI-generated illustration
How Great Content Moves Through A Marketing Ecosystem
Exclusive Infographic Marketing
What Your Brand Misses That Data Reveals -- AI-generated illustration
What Your Brand Misses That Data Reveals
Big Data Exclusive Infographic
5 Common Mistakes Businesses Make During the Risk Assessment Process -- AI-generated illustration
5 Common Mistakes Businesses Make During the Risk Assessment Process
Business Intelligence Exclusive Risk Management

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

5 Ways Predictive Analytics Cuts Enterprise Risk
Business IntelligencePredictive AnalyticsRisk Management

5 Ways Predictive Analytics Cuts Enterprise Risk

5 Min Read
BI Opportunities Outpace Organizations’ Ability to Use It
Business IntelligenceData Warehousing

BI Opportunities Outpace Organizations’ Ability to Use It

4 Min Read
What IT really needs is more business direction
Business Intelligence

What IT really needs is more business direction

5 Min Read
Data Mining Book Review: Decision Management Systems
Book ReviewDecision ManagementPredictive Analytics

Data Mining Book Review: Decision Management Systems

3 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
From Bolts to Bots: How AI Is Fortifying the Automotive Industry
From Bolts to Bots: How AI Is Fortifying the Automotive Industry
Artificial Intelligence

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?