Why Are We Obsessed Over Useless KPIs and ROIs in Data Analytics?
It’s been a constant struggle to manage non-technical executives with strong technical opinions.

“Let’s track our productivity by how many dashboards our data teams can produce this year.”
Some track the success of a dashboard or a data science project by how many decisions were made based on it.
These activity-driven metrics can’t show the true value of data teams. The issue here is you’re measuring the wrong things, not that data professionals shouldn’t be held responsible for their products.
So how do you measure the value of your data teams then?
The solution is a lot simpler than you think.
Take the checkpoint approach.
Talk to Your Stakeholders
Ask your stakeholders how they’ve benefited from the products your data teams produced.
- Do the data teams ask for feedback?
- Have they delivered things you need?
- Are they prompt to respond to you?
- Have they helped you along the way, figuring out what’s necessary in your projects to make things happen?
Tempted by Useless Metrics
People might be put off by this human approach and consider it as an unscalable one, wanting to go back to the useless metrics.
Again, when do you go to a meeting where people are counting how many decisions they make based on a data product?
Are the winners in data analytics the people who know how to make the coolest dashboards or know the newest machine learning model?
No.
Who is the winner then?
The winners are the people who know how to package all business value into the final deliverables.
The metrics issue is also an emotional-driven phenomenon. It’s as if people are afraid of living by the principle of things, using their own judgment. They desire the rigid framework to frame their success, eliminating all possible errors.
However, even if you beat all the metrics, that doesn’t mean you’re good at your job because it’s just a checklist.
People can participate in meetings, actively answering and listening. That doesn’t make them competent until they actually deliver something.
Your data team can produce 10 crappy dashboards instead of one high-quality one.
Let’s Think About This Obsession Even Deeper
If someone asks you to justify your value, you’ve already lost.
They already don’t think you’re valuable, and you’re just a cost center to them.
What you need to do is to get to the bottom of this.
- Where did the trust and connection disappear?
- Was it from lack of regular communication?
- Was it from lack of engagement with your stakeholders?
- Have you been asking for feedback regularly?
If anything can broadcast your value louder than some useless metrics, it’ll be your stakeholders and end users.
Let your stakeholders vouch for you.
Build a strong relationship with them and gain their trust.
You’ll never need to prove your worth again.
That’s what matters.
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About the Creator
Mo Villagran
Data Concierge | Delivering a World-Class Stakeholder
Experience in Data Analytics | Engaged 100+ stakeholders in healthcare, etc. | http://dataconcierge.co



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