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What Leaders Think a Metric Means vs What It Actually Measures

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Imran Afzal Cary, NC, United States

You've probably heard something like this in a steering committee or status review:

"The team's velocity is down."

"Our utilization numbers are improving."

"Predictability looks strong this quarter."

The metric is presented.

A conclusion quickly follows.

And everyone moves on.

But I've been thinking about a question that often goes unasked:

What does the metric actually measure?

Velocity measures work completed.

Utilization measures allocation.

Predictability measures delivery against a plan.

Yet those metrics are often treated as evidence of something much larger:

• Productivity

• Efficiency

• Execution excellence

Over time, I think something subtle can happen.

The metric doesn't change.

The interpretation does.

And once an interpretation becomes widely accepted, teams may begin optimizing for the interpretation rather than the underlying outcome leaders actually care about.

This has made me think differently about dashboard reviews and performance discussions.

Perhaps one of the most valuable questions we can ask isn't:

"Is the metric improving?"

But:

"What assumptions are we attaching to this metric?"

Curious how others here think about this.

Have you encountered examples where a metric became associated with a meaning that extended beyond what it was actually measuring?

How do you prevent that kind of interpretive drift in your organizations?

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Meerim Seiitova Graduate Student| University of Arkansas Fayetteville, AR, United States
In my experience at UNDP, leaders often looked at "budget spent" as a sign of progress. They thought: more money spent = more work done. But actually, low spending sometimes meant we found a cheaper solution. High spending sometimes meant we made mistakes. Now I always ask: "What story does this metric tell? And what story is it hiding?"
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1 reply by Imran Afzal
Jun 01, 2026 10:17 AM
Imran Afzal
...
That's a great example, Meerim.

Budget spent is often treated as a proxy for progress, even though the metric is really measuring resource consumption. As you pointed out, spending less than expected can sometimes reflect better decisions, while spending more can indicate rework, inefficiency, or changing conditions.

I especially like your question: "What story is this metric telling, and what story is it hiding?"

That feels like a useful lens for almost any dashboard review.
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Abolfazl Yousefi Darestani Manager, Quality and Continuous Improvement| Hörmann-TNR Industrial Doors Newmarket, Ontario, Canada
I usually check the metric definition and calculation method to understand it. Then I use it as a source of data for decision making. I never use them before knowing what they actually mean.
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1 reply by Imran Afzal
Jun 01, 2026 10:18 AM
Imran Afzal
...
I agree, Abolfazl.

Understanding the metric definition and calculation method is an important first step. Without that foundation, it's difficult to have confidence in any decisions that follow.

What I've observed, however, is that organizations sometimes encounter challenges even when everyone understands the metric definition. The drift often occurs when people begin attaching broader meanings to the metric than it was originally designed to support.

That's what makes these conversations so interesting to me.
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Imran Afzal Cary, NC, United States
May 31, 2026 7:34 PM
Replying to Meerim Seiitova
...
In my experience at UNDP, leaders often looked at "budget spent" as a sign of progress. They thought: more money spent = more work done. But actually, low spending sometimes meant we found a cheaper solution. High spending sometimes meant we made mistakes. Now I always ask: "What story does this metric tell? And what story is it hiding?"
That's a great example, Meerim.

Budget spent is often treated as a proxy for progress, even though the metric is really measuring resource consumption. As you pointed out, spending less than expected can sometimes reflect better decisions, while spending more can indicate rework, inefficiency, or changing conditions.

I especially like your question: "What story is this metric telling, and what story is it hiding?"

That feels like a useful lens for almost any dashboard review.
avatar
Imran Afzal Cary, NC, United States
Jun 01, 2026 7:17 AM
Replying to Abolfazl Yousefi Darestani
...
I usually check the metric definition and calculation method to understand it. Then I use it as a source of data for decision making. I never use them before knowing what they actually mean.
I agree, Abolfazl.

Understanding the metric definition and calculation method is an important first step. Without that foundation, it's difficult to have confidence in any decisions that follow.

What I've observed, however, is that organizations sometimes encounter challenges even when everyone understands the metric definition. The drift often occurs when people begin attaching broader meanings to the metric than it was originally designed to support.

That's what makes these conversations so interesting to me.

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