Measure the Journey, Not the Dashboard
Rethinking metrics by tying them directly to customer journey steps and decision-making can enhance actionable insights, reducing noise and improving strategic focus for product and design leaders.
By Ray with my favorite human, Benjamin Scott. Design Brief,
Most teams measure too much and learn too little. They pile up a dashboard of scores and session counts, then argue about which number matters. The problem is not the tools. It is that the metrics never got tied to a real question or a real step in the customer's path. So nobody knows what to do when a number moves. Here is a way to pick metrics that point to a decision, map them to the journey, and pair each one with the tool that collects it.
The deep cut
- Start with the question, not the metric. Brent Flanders frames CX as a set of sharp questions, where each answer must lead to an action.
- A proxy is not a person. Anthony Coppedge warns that leaning on proxy data is no substitute for talking to real users.
- Map every metric to a journey step. Amplitude's method ties data points to milestones like login, first play, and renewal.
A number is only useful if it ends in a decision
Before you track anything, ask what you would do if the number went up or down. If the honest answer is nothing, drop it. Brent Flanders makes this the center of CX work: find the real question behind a metric, decide where in the journey to ask it, and name the action that follows each answer.
This flips the usual order. Teams tend to pick a metric first, then hunt for a reason to care. Start with the decision you own, then pick the one or two numbers that would change your mind. A score with no action attached is just noise on a slide.
Lay the metrics on the journey map
A flat list of KPIs tells you nothing about where a problem lives. Put them on the path instead. Amplitude lays out the steps: build the journey map, decide what data to collect at each step, then measure the flow. Their Spotify example runs from download to login to first song to renewal, with a milestone at each stage.
This is where you find the real drop-off. One of their cases found users abandoning an ecommerce purchase because the app forced them to create an account, which pointed straight to testing guest checkout. Another found mobile users dropping off faster than web users. A single conversion number hides both. The journey view shows you the step to fix.
Watch what people do, then ask why
Behavioral analytics tells you which actions people actually take, not what they say they take. Kaan Uluer frames it for product managers as a way to see which actions matter most and where to dig deeper. That is your signal for where a problem sits.
But the data stops at the behavior. It will not tell you why someone quit. Anthony Coppedge argues that proxy metrics, the stand-in numbers teams lean on, are no replacement for talking to users. Use behavior to find the sore spot, then go ask real people what happened. Proxies point you to the question. Users answer it.
Buy the tool that fits the metric, not the other way around
Once you know your questions and your journey steps, the tool choice gets simple. Greg Tucker pairs each CX metric with the tool that collects it, from in-product surveys to session replay. That order matters. Pick the metric first, then shop. For the softer measures of satisfaction and usability, UX KPIs give you a frame for scoring experience so it is not all gut feel.
Run the gap check. Lay your chosen metrics next to the tools you already own. Where is nothing collecting the number you need? That gap is your buy-or-build decision. Everything else you can skip, no matter how good the demo looks.
Three questions for your team
- Pick your top three metrics. For each one, what would we actually do if it moved? If the answer is nothing, cut it.
- Where on our journey map is our biggest blind spot, the step where a number drops but we cannot say why?
- Which metrics do our current tools already collect, and where is the real gap worth paying to close?



