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: 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

Technical architecture diagram and decision framework for the trouble with ai that won’t leave a job unfinished
The Trouble With AI That Won’t Leave a Job Unfinished
Artificial Intelligence 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

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

The Role of Business Intelligence in The Modern Commercial Organization
Business Intelligence

The Role of Business Intelligence in The Modern Commercial Organization

6 Min Read
How Big Data is Replacing the Job Interview
Big DataHadoop

How Big Data is Replacing the Job Interview

6 Min Read
Illustration of five automated data streams, market trends, customers, competitors, products, and patients, converging into a central processing hub and producing an actionable business insight chart
Big DataBusiness IntelligenceWorkforce Data

5 Ways Automation and Big Data Improve Organizations

7 Min Read
Big Data Becomes Pivotal to the Construction Industry
Big Data

Big Data Becomes Pivotal to the Construction Industry

10 Min Read

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

Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Artificial Intelligence 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?