The Tyranny of KPIs

A sales team had inventory. A customer wanted to buy it. The company needed the revenue.

The salespeople said no.

Not because they couldn’t sell. Not because the product wasn’t available. They refused to sell because the transaction would have made their sales forecast look inaccurate — and they were being evaluated on forecast accuracy. So they turned away a willing customer, with cash in hand, to protect a KPI.

When the company’s president found out, he was livid. He killed the KPI entirely — in direct defiance of his global headquarters. And he was right to do it.

That story should disturb you. Not because the salespeople were bad employees. They weren’t. They were rational actors responding to the incentive system in front of them. That’s what makes it so dangerous.

When the Metric Becomes the Mission

There is an economic principle called Goodhart’s Law: when a measure becomes the goal, it ceases to be a good measure.

KPIs are designed to track performance. But the moment people are evaluated on a KPI, they stop optimizing for the underlying business outcome and start optimizing for the number. The metric drifts away from the reality it was meant to reflect. And eventually, as in the story above, people make decisions that are actively harmful to the business — not despite the KPI system, but because of it.

KPIs are metrics that track progress toward business goals. They are not goals in themselves. “Forecast variance” is a metric, or KPI, not a business goal. However, the intended business goal in the example was likely “minimize scrap,” not minimize forecast variance. Yet without stating the goal explicitly, the employees interpreted the KPI to mean minimize forecast variance. Had the goal been explicit, employees would have sold the available stock. Because the goal was not stated, the KPI became the goal, and employees refused to make the sale.

Think of the KPIs you have in your organization. Those attached to no explicit business goal are at risk of unintended consequences. Use KPIs independently of business goals at your own peril.

What happened in this company is no anomaly. It’s the predictable consequence of treating measurement as management. The two are not the same.

The Illusion of Accountability

It is tempting for leaders to reach for KPIs because KPIs feel like accountability. You set a number, people hit it or they don’t, you reward or correct accordingly. It’s clean. It’s quantifiable. It looks like management.

But management isn’t leadership. Managing by KPIs alone is abdication disguised as rigor.

Real accountability requires judgment — about context, about trade-offs, about what the business actually needs right now versus what a dashboard says. KPIs without context strip that judgment out of the system. They replace it with a number, and they signal to your people that the number is what matters.

The CEO of the Japan office of a global European company wanted to develop entrepreneurial thinking among his store managers — a laudable, albeit audacious goal. His proposed approach: give them KPIs — sales, shrinkage, wage-to-sales ratio, overhead — and hold them accountable to those metrics. And why not? These, after all, are the KPIs mandated by his head office for operations worldwide. These kinds of conversations are happening in boardrooms and offices throughout Japan and around the world.

Here’s the problem. Real entrepreneurs don’t optimize for metrics. They optimize for business results. They understand the full picture. They make trade-offs. A manager who hits every KPI while quietly losing customers isn’t performing. She’s slowly destroying the business with a clean scorecard.

Consider: a store manager keeps her wage-to-sales ratio perfectly on target for six months. Green across the board. But to hit that number, she cut staffing too aggressively. Service quality slipped. Customers started going elsewhere. The metrics looked immaculate. The business was bleeding.

You can try to fix this by adding more KPIs. But now you have a morass of competing or even conflicting metrics with no coherent logic holding them together. Each new KPI added dilutes the weight of the others. The system becomes noise.

In many companies, management by KPI is the rule, in Japan and elsewhere. However, there is no version of KPI-only management that produces entrepreneurial thinking, much less entrepreneurial behavior. It produces metric management. Those are opposite things.

Managers obsess over doing things right. Entrepreneurs obsess over doing the right things — at least the successful ones do.

What Business Owners Actually See

If you want people to think like business owners, you have to show them what business owners see.

Business owners don’t run their businesses by KPIs alone. They run them by understanding the full economic picture of the enterprise. KPIs are instruments — they show direction and momentum. But financial documents like the P&L show why. They show the relationship between decisions and outcomes. They show what’s actually happening in the business beneath the surface of any single metric.

The mistake is treating the P&L and other reports as finance documents. For a store manager, a standard P&L used for reporting to headquarters or the tax authorities is noise — either too much detail or too little for a store manager —  the wrong level of granularity, built for reporting to a different set of people with different objectives, rather than for decision-making for the manager of a business. What you need are reports designed specifically to give managers the information they need to make rapid, informed decisions about their own operations. That’s a document built for purpose. It’s a leadership tool.

Pair such reports with the right KPIs and explicit business goals, and you have something powerful. The KPIs tell you what’s moving. The goals tell you toward or away from which business outcomes. The other documents, built-for-purpose, tell you what these mean and why. Together, they make for actionable intelligence. That’s what business owners use to manage a business.

The CEO Who Said No

The CEO who eliminated the forecast accuracy KPI wasn’t being reckless. He wasn’t anti-measurement. He was doing something most leaders in his position wouldn’t have the courage to do: he chose business reality over corporate process.

His headquarters wanted the metric. His salespeople were gaming it. His customers were being turned away. He looked at that situation and made a decision — not about numbers, but about what kind of organization he was going to lead.

That’s leadership — dauntless leadership, in fact. The KPI was the problem. He removed it, in defiance of his global headquarters.

The Question to Ask

Before you install a KPI, ask one question: what behavior will this metric actually drive?

Not what behavior you intend it to drive. What behavior will it actually drive, once your people are being evaluated on it?

If the answer makes you uncomfortable, that’s important information. A metric that produces rational behavior you wouldn’t want is not a measurement problem. It’s a leadership problem. And adding more metrics won’t solve it.

The tyranny of KPIs is not that metrics are wrong. It’s when leaders mistake measurement for management — and cede the judgment that only leadership can provide.

The question isn’t whether your people have the right KPIs. It’s whether they have the actionable intelligence to make the right decisions for your business.

So do they? Your answer to that question will take you beyond the tyranny of KPIs.