Skip to content
7wData Data and AI tools, companies, events, podcast
  • Tools
  • Companies
  • Podcast
  • Articles
  • Events
  • Newsletter
  • Research
  • Sponsor

Table of Contents

Data Governance 2017 • By Yves Mulkers

Approaching data governance from a business perspective

2 min read
Business, Business process, Content Management
Curated from information-management.com →

Are you are having another meeting with your business clients about data governance and it is not going particularly well?

I have a suggestion for you. Change the conversation.

Businesses do not use data. I know that sounds extreme, but it is a point that bears repetition. Businesses do not use data, they use information.

The distinction between those two is both simple and elusive. One is all about form and lineage, and the other is about meaning and context.

Sure, you can get a bunch of stakeholders together in a room and talk governance and meta data and data quality for hours. I can pretty much guarantee most won’t leave with any confidence and their buy-in will be tepid at best – and that is a problem.

By some estimates, governance projects fail 90 percent of the time. That statistic has not changed much over the years so clearly current approaches are not working.

I have sat through data-related meetings and watched business sponsors roll their eyes and work their phones because they were not engaged. I have watched them leave these meetings unenthused, confused and dispirited.

As a person that wants to bring value to a conversation, I have struggled with this. I was in the middle of a data conference when the realization hit me: When we talk to business about data we are simultaneously having two different conversations because they are talking about information. The wrong conversation is driving the agenda. This is why our projects are in peril. In science, if we want to change the results of an experiment we have to change the inputs.

In the case of getting the business to buy in and engage in this process there are two variables – the audience and the content of the conversation. I suggest we change both.

First let’s address content. Governance is about who and how. That is not a context at the forefront of most business discussions. Business is about measurable outcomes. Data may very well be an asset, but all business is predicated upon using assets to generate return. In that very few businesses are engaged in the selling of data, returns from governance are not clearly tangible.

That being said, business does understand the impact of good governance when it is expressed in measurable business outcomes.

In the 7wData directory

Get the AI & data signal, daily.

335k+ subscribers read this every morning. One email, both newsletters. Unsubscribe anytime.

Compare the tools & companies behind this topic

Browse the directory →
  • Unity CatalogTool
  • InformaticaCompany
  • CollibraCompany
  • AtlanCompany
  • Data Access GovernanceTool
  • AlationCompany
  • OvalEdgeCompany
  • ALTRCompany

Continue Reading

Enjoyed this summary? Read the complete article at the source:

Continue at information-management.com →

Yves Mulkers

Yves Mulkers is the founder of 7wData and a widely followed voice in the data and AI community. He curates the 7wData and AI Beat newsletters, reaching hundreds of thousands of data and AI professionals, and writes on data strategy, analytics, AI, and the evolving data ecosystem.

Want the structural read on any AI or data company?
INS7GHTS

Want a sharper read on this topic?

Ask ins7ghts how the players compare, what people are actually shipping with, and where the trade-offs land.

Tweet LinkedIn Bluesky Threads Email

Related Articles

6 Steps to Effective Data Preparation for Quality Conclusions
Apache Hadoop

6 Steps to Effective Data Preparation for Quality Conclusions

2 min read • 2017
5 Top AI Trends
Big Data

5 Top AI Trends

4 min read • 2019
Council Post: Why Now Is The Time To Invest In Your Data
Big Data

Why Now Is The Time To Invest In Your Data

3 min read • 2022
7wData

Independent reporting on AI and data: daily newsletter, podcast, deep dives.

Read

  • Ins7ghts newsletter
  • AI Beat newsletter
  • Latest articles
  • Podcast
  • Research guides

Use

  • Tools directory
  • Company directory
  • Research
  • Events
  • ins7ghts

Company

  • About
  • Contact
  • Sponsor a slot
  • Media kit
  • RSS feed

Follow

  • LinkedIn
  • X
  • YouTube
  • Instagram

© 2026 7wData. Independent. Belgium-based.

Privacy Cookies Terms Imprint Cookie settings
INS7GHTS
New · ins7ghts Drops

The AI governance conversation already moved. Most 2026 plans missed it.

Drop #1 · 60 pages · Launch week €99 (then €149) · ends Thu 9 July

Read Drop #1 →
Cookies on 7wData

We use strictly necessary cookies for the site to work, and optional analytics cookies to understand how readers use 7wData. We never share your data with advertisers. See our Cookie Policy.

Get the AI & data signal, daily. 335k+ already do.
Thanks. Check your inbox to confirm.
Get the AI & data signal

One curated email a day. 335k+ data & AI professionals already read it.

No spam. Unsubscribe anytime.

Check your inbox.

We just sent a confirmation. Click the link to start receiving the daily signal.