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 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
    chatgpt image jul 13, 2026, 04 23 45 pm
    How Data Analytics Helps Companies Improve User Engagement
    19 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Data Governance Capabilities
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Analytics > Data Governance Capabilities
AnalyticsBusiness Intelligence

Data Governance Capabilities

GwenThomas
GwenThomas
4 Min Read
Data Governance Capabilities
Photo by Matheus Bertelli on Pexels (https://www.pexels.com/photo/chat-gpt-on-computer-screen-16027820/)
SHARE

Been following (and finally participating in) an interesting, thoughtful, thought-provoking online discussion about the similarities / differences of BA and BI. (Business Analytics and Business Intelligence.) About a dozen comments that can be summarized as “a rose by any other name” and many many more that describe one as a subset of the other.

After I finally posted a comment, I realized it could also be applied to the burgeoning field of “Data Governance Software,” which seems to fall into three categories:

1)  Data Governance workspace
2) Software that embeds “little g governance” controls into Data Quality, MDM architectures, data flows, etc. to enforce and monitor adherence to “little p” data policies
3) Software that helps executives and others have visibility into “Big G Governance” policies, prioritizations, and rules of engagement. 

Now, I know what a Data Governance Workspace looks like. (See www.stakeholdercare.com. This new company licensed the DGI Data Governance  Framework and some of our guidance to create a teamspace specifically for running a data governance program, chronicling the benefits realized by it, running communications, and managing issue flows. I think it’s cool, but of course I would.

More Read

Understanding The Phenomenal Impact of Social Data on B2B Funnels
Understanding The Phenomenal Impact of Social Data on B2B Funnels
Company Cultures That Data-Driven Business Owners Can Learn Them
Using Business Intelligence to Catch Wasteful US Spending?
On-Demand Supercomputing
Digital Reasoning’s Synthesys

And I know what “little g governance” activities look like (and how important they are!), and we can all recognize these in many – if not all – of the software that is now selling itself as “Data Governance Software.”

I’m not sure the Data Governance Institute or the vendors or practitioners have done as good a job as we could have in defining how software helps with an organization’s policy & priorities layer – the “Big G Governance” layer (or, for that matter, the think alignment layer that sits between it and the deep “little g” controls layer). 

And so, as one of my favorite TV characters Barney Stinson would exclaim: “Challenge accepted!” I am going to put thought into mapping what various stakeholders in these layers need, and what capabilities we should all be looking at in these layers. Tool vendors, I challenge you, too. Can we all  start enunciating core capabilities and map them to potential business impacts?

After all, your experiences are probably close to mine… the execs I know who need to sign off on hardware/software/consulting/resource budgets aren’t very interested in dictionary definitions of what Data Governance and Data Quality and MDM are. They want to know what they CAN get out of a capability, what is actually FEASIBLE to get out of it, and what they’re LIKELY to get out of it, considering their environment and constraints.

I would love to see clear,  understandable, applicable, brief Q&As for the capabilities/tools out there marketing themselves in the DG space. Wouldn’t you?

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Flat editorial illustration: The article’s core relationship is that restoring a refrigeration system does not establish trustwor
After the Cyberattack, Can You Trust the Machine?
Artificial Intelligence News
Flat editorial illustration: A technology-editorial comparison of disconnected origination, servicing, and collections records dr
The Data Reconciliation Problem Inside Disconnected Lending Systems
Big Data Exclusive Fintech
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
Analytics Artificial Intelligence Big Data Exclusive
Flat editorial illustration: The article connects commercial drone capture with integrated software workflows that organize and r
Drone Technology as a Business Investment: Calculating ROI, Costs, and Long-Term Value
Business Intelligence Marketing Software

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

The Real Value of Big Data
AnalyticsBig DataHadoop

The Real Value of Big Data

4 Min Read
SAS BI Dashboard Rocks My Google Analytics Data Analysis
AnalyticsBusiness Intelligence

SAS BI Dashboard Rocks My Google Analytics Data Analysis

10 Min Read
business using business intelligence
AnalyticsBig DataExclusiveMarketing

How to Use a Competitive Intelligence Dashboard to Turn Market Data Into Smarter Marketing Decisions 

9 Min Read
R Script Creates a Map of Worldwide Email Traffic
AnalyticsBig DataData VisualizationModelingR Programming LanguageSocial DataSocial Media Analytics

R Script Creates a Map of Worldwide Email Traffic

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.

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