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: Put Data Quality in Those Requirements, Already!
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 Warehousing > Put Data Quality in Those Requirements, Already!
Data Warehousing

Put Data Quality in Those Requirements, Already!

DataQualityEdge
DataQualityEdge
5 Min Read
Put Data Quality in Those Requirements, Already!
Illustration generated with FLUX.2 [klein 4B] via Cloudflare Workers AI.
SHARE

Business Analysts look at all kinds of requirements.

1. Networking interface

2. System design

3. Database design

More Read

Will You Always Save Money with Hadoop?
Will You Always Save Money with Hadoop?
Best Practices Databases Are Replaced by Social Networks
Exterior Design
Where Did the ‘Data Explosion’ Come From?
How to Position Big Data

4. Business needs

And much more…

How often will a business analyst look at data quality requirements?

It is a missing. Period!

Rarely will you see a heading in your Business and System Requirements documentation for Data Quality. The business has such a hard time understanding what Data Quality actually means that they ignore the subject. This is not the fault of the business analyst, but often an oversight from the beginning of project conception. Quite often the reason for the oversight is the business’s inability to quantify the benefits of data quality and the actions needed to prevent bad data.

I don’t want to harp on the business, but let’s face it, it is the rare mandate in any IT project to ensure data quality, or even to provide data quality action items. It is often left to the support analysts at the end of the day to step in and engage the business to address these issues. Unless the IT project has a data steward to engage, then it is very unlikely that data quality will become an important issue.

Not too long ago, I did a search on a well-known career search engine to find out how often data quality is seen as a requirement or function of the Business Analyst role. My results were disappointing. Only 19 positions with the term Business Analyst in the position name held the term “data quality” in its content. That translates into less than 5% of the postings that contained the term business analyst. Now I didn’t go and look for data integrity, or MDM. It is what it is, a search done out of curiosity with not too much in depth data mining… eh, I had kids to put to bed!

Out of curiosity, closer to the day, a free form search on “data quality” and “business analyst.” My results: 25% of business analyst type postings contained data quality in the body of their content.

Needless to say data quality is still a bit off the radar for many companies when it comes to defining the role of a business analyst.

With that said, the aspect of including data quality in the role of a business analyst is there, but to what degree remains relatively unanswered. So to those business analysts and business analysts wannabes… remember Data Quality in your requirements, it’s just good business.

Data Quality must be inseparable from the data. Good data quality at the requirements stage will positively impact:

1. Project success

2. Data Integrity

3. Efficient and effective support

4. Sound decision making

5. Reduce business costs from errors and corrective actions

6. Project longevity (something any good BA wants).

So if the business is not interested in Data Quality, make it your interest. It won’t hurt, and the business will love you for it!

TAGGED:business analystsdata quality
Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Analyst points at colorful circular data dashboard on screen - information technology business metrics
How Fragmented Workplace Tech Undermines Reliable Business Metrics and Reporting
Cloud Computing Exclusive Infographic IT
Using Multi-Source Data and Analytics to Detect Operational Drift Across Franchise Networks -- AI-generated illustration
Using Multi-Source Data and Analytics to Detect Operational Drift Across Franchise Networks
Exclusive Infographic
Beyond The First Impression: The Long-Lasting Impact Of Sensory Marketing -- AI-generated illustration
Beyond The First Impression: The Long-Lasting Impact Of Sensory Marketing
Infographic Marketing
The Infrastructure Gap Slowing Data Center Growth -- AI-generated illustration
The Infrastructure Gap Slowing Data Center Growth
Big Data Cloud Computing Exclusive Infographic IT

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Missed It By That Much
Uncategorized

Missed It By That Much

6 Min Read
6 Big Data Mistakes You Must Avoid At All Costs
Big Data

6 Big Data Mistakes You Must Avoid At All Costs

8 Min Read
"Entry Point: The Call Center or the Death Star
Uncategorized

“Entry Point: The Call Center or the Death Star

8 Min Read
Identifying Duplicate Customers
Uncategorized

Identifying Duplicate Customers

2 Min Read

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

The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
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?