Marketeer → Sales Rep:
“Hey, what’s the CTR on a 3-level audience engagement framework?”
Sales Rep → CS:
“Same question.”
CS → Me:
“Really?”
That pause mattered.
Because this question is wrong in more ways than one.
And what’s fascinating is that it doesn’t just come from customers — it comes from inside teams too.
The problem isn’t CTR. It’s where we’re using it.
CTR is a single-point metric.
A 3-level audience engagement framework is a behavioural system.
When we ask for a CTR here, we’re trying to collapse:
- progressive engagement
- context shifts
- repeat interactions
- intent formation over time
…into a single click.
And that’s where we lose the plot.
Frameworks aren’t built to optimise a moment
Multi-layer engagement frameworks aren’t designed to answer:
“Did someone click?”
They’re designed to answer far more important questions:
- How did the audience move across interactions?
- When did interest start compounding instead of spiking?
- Which context triggered deeper engagement?
- What behaviour actually changed over time?
A click is a reaction.
Engagement is a journey.
Why single-layer metrics fail multi-layer systems
When you judge a behavioural framework using CTR, three things break:
- You flatten learning
You miss how the first interaction primes the second, and how the second unlocks intent in the third. - You misread performance
A “low CTR” first touch may be doing its job perfectly by qualifying, warming, or filtering the audience. - You optimise the wrong lever
Teams start tweaking creatives for clicks instead of improving sequencing, context, and continuity.
The result?
Better-looking dashboards. Worse decision-making.
The better questions to ask
If you’re running a multi-level engagement framework, the questions should shift from moment-based to movement-based:
- What did the audience do after the first interaction?
- Which cohorts came back, and which dropped off?
- What context — time, location, content, trigger — pushed them deeper?
- What did we learn that improves the next touch?
These questions don’t fit neatly into a single KPI.
But they build something far more valuable: predictable understanding of audience behaviour.
From optimisation to observation
The biggest mindset shift is this:
Frameworks like these aren’t built to optimise impressions or clicks.
They’re built to observe behaviour, learn patterns, and inform the next action.
Once you shift from:
“What’s the CTR?”
to:
“What did the audience do next?”
Everything changes.
- How we sell
- How we build products
- How we measure impact
- How we justify long-term value
The uncomfortable truth
We still evaluate multi-layer engagement using single-layer metrics far too often.
Not because it’s right —
but because it’s familiar, easy to explain, and fits into existing reports.
But behaviour doesn’t move in straight lines.
And neither should the way we measure it.
Curious: how often do you still see multi-stage engagement judged by a single click?
When CTR Becomes the Wrong Question in a multi-interaction framework