The Industry Doesn’t Have a Data Problem. It Has an Incentive Problem.

Oil & gas doesn’t fail because of a lack of intelligence, technology, or standards.

It fails because of incentives—and the blindness to them.

Decisions in this industry are shaped by two forces:

what people are rewarded for and what they do not fully understand.

That combination is dangerous.

Institutions distort truth—not intentionally, but structurally.

Experts are often wrong—not because they lack knowledge, but because their incentives reward defensibility over accuracy.

Systems don’t correct themselves—they reinforce the behavior they incentivize.

And then there’s the deeper problem:

Hubris.

The belief that because a system is complex, it must also be correct.

The assumption that procedure equals accuracy.

The confidence that experience alone guarantees truth.

It doesn’t.

I’ve seen multimillion-dollar discrepancies survive for years inside systems that were “within standard,” “verified,” and “accepted.”

Not because no one was capable of finding them—

but because no one was incentivized to look.

So the real question isn’t:

“Is this data accurate?”

The real questions are:

👉 What are they rewarded for?

👉 What are they protecting?

👉 Where are they overconfident?

Because until those are answered, you’re not looking at reality.

You’re looking at a system designed to defend itself.

And that’s where the real risk—and the real opportunity—exists.