Picture this: a manager in a call centre 15 years ago proudly reports that average call handling time has plummeted. Customers are processed like parcels on a conveyor belt. Success, right? Not quite. The phones ring again with the same issues, customers complain they felt rushed, and loyalty scores fall through the floor. That’s the trouble with choosing the wrong KPI.
Fast forward to today, where AI-powered chatbots, self-service portals, and machine learning customer support tools dominate the field. The technology has changed, but the core challenge remains the same: how do you pick KPIs that drive the right behaviour instead of backfiring?
What a KPI Should Really Do
A KPI isn’t just a number on a dashboard. It’s a story about how value is created in your business. The right KPI shows whether you’re heading towards outcomes that matter for customers, staff, and shareholders.
But here’s the catch: KPIs can serve as means or as ends (or lead and lag in ‘management speak’).
- As a means, a KPI represents the behaviours that lead to success, like resolving customer issues on first contact.
- As an end, it reflects outcomes, like increased profits or higher customer retention.
Confuse the two, and you’ll incentivise the wrong behaviours.
When KPIs Collide
Sometimes KPIs don’t play nicely together. Take sales targets. You smash them in quarter one, only to discover in quarter two that product returns have spiked and customer complaints have doubled. You hit one KPI while quietly wrecking another.
This is where leadership comes in. It’s not only about setting KPIs but also about managing the tension between them. The smartest leaders ask:
- Which KPIs might clash?
- Which ones should balance each other?
- Where’s the sweet spot?
Lessons from the Call Centre
Let’s return to those early call centres. Their dominant KPI was call duration. The shorter, the better. The result? Agents cut off customers mid-sentence to beat the clock. Productivity soared, satisfaction tanked.
The solution came from reframing the KPIs. Instead of obsessing over duration, managers introduced first-call resolution and customer satisfaction as counterweights. Suddenly, agents weren’t just fast – they were effective.
Then came chat programs and collaborative databases, allowing real-time problem-solving. KPIs shifted again, proving that performance measurement must evolve alongside technology.
The AI Twist
Today, chatbots and AI assistants can handle thousands of queries simultaneously. That sounds like a KPI dream. High throughput, low cost. But here’s the danger: if you only measure the number of queries handled, you risk creating frustrated customers who feel trapped in endless chatbot loops.
So what should modern leaders do? Blend efficiency KPIs (like resolution speed) with quality KPIs (like customer satisfaction ratings and escalation rates to human agents). That balance prevents automation from damaging brand trust.
Avoiding Pathological KPIs
Pathological KPIs look great on paper but create perverse incentives in practice. For instance:
- Focusing only on website traffic while ignoring conversion.
- Prioritising employee utilisation rates until burnout skyrockets.
- Measuring chatbot queries closed while customers secretly scream for human help.
In each case, the KPI rewards activity but not true progress.
How to Choose the Right KPI
Choosing the right KPI is less about spreadsheets and more about asking honest questions:
- Where is value created? For customers, staff, and shareholders.
- What behaviours lead to this value? Those are your “means” KPIs.
- What outcomes prove success? Those are your “ends” KPIs.
- Where could KPIs conflict? Plan balancing metrics to avoid perverse outcomes.
And always test your KPIs against reality. If achieving them damages another critical area of the business, they need adjusting.
Read: Financial Modelling: why your business needs it.
Managing KPI Trade-offs
Great management doesn’t mean hitting every KPI at once. It means navigating trade-offs wisely. You may sacrifice some efficiency for better service, or delay short-term profits for long-term loyalty.
The art lies in triangulation. Like call centres balancing duration, resolution, and satisfaction, modern businesses must create a KPI ecosystem where no single metric dominates.
KPI as Incentive
Here’s a thought worth remembering: a KPI isn’t just a key performance indicator – it’s also a key performance incentive. The moment you measure something, you encourage people to game it. That makes KPI selection not just a measurement exercise but a cultural one.
The Takeaway
Choosing the right KPI is both science and art. It’s about defining what matters, recognising conflicts, and adjusting when indicators backfire. From call centres with stopwatches to AI chatbots handling global customers, the principle hasn’t changed: the wrong KPI drives the wrong behaviour.
So ask yourself – are your KPIs measuring what really matters, or are they quietly undermining the business you’re trying to build?
