More data has not given businesses more clarity on what their marketing is doing for them. Attribution across channels is still genuinely hard, and the gap that matters now is a judgement gap more than a tooling one.
Why does more data change what you need from a marketing hire?
It changes the skill you are hiring for, even if the job title has not caught up.
For a long time, a measurement-focused marketing role was mostly about access and fluency. Could the person get into the platforms, pull the reports, build the dashboard, present the numbers on time.
That bar still exists, though it has stopped being the hard part. The platforms themselves do most of that work now, so platform fluency alone tells you less about a candidate than it used to.
What is harder to find is someone who can look at what that dashboard is telling you and work out whether it is telling you the truth, commercially. Attribution across multiple channels remains a real, unresolved problem that no report format alone resolves.
For a hiring manager, this means your next measurement hire needs to be evaluated on their ability to make a defensible investment call from imperfect numbers, not on how many platforms they have logged into. That calls for a different interview, and a different kind of reference check.
How do you brief and build a team for commercial judgement?
Start by changing what you ask for in the role itself, before you touch the interview process.
Write the brief around commercial interpretation, not platform certification. If your job ad leads with a list of tools and dashboards the person needs to know, you are screening for the part of the job that matters least now.
Ask instead for examples of commercial calls the candidate has made, and what information they weighed to make them. That tells you far more about how they will handle your numbers than another line about platform certifications.
Build in a standing habit of questioning platform numbers before they go into a board pack or a budget conversation. Make that scrutiny part of the normal reporting rhythm, rather than something you only reach for when a number looks obviously wrong.
Give your measurement lead real authority over how budget recommendations are framed, as well as how they are reported. A marketer who can see that a platform is overstating performance is not much use to you if their job is only to relay what the platform says upward.
That authority should extend to pushing back on stakeholders who want a number simplified past the point where it still reflects what is happening commercially.
Ask for a recommendation attached to every number that gets presented to you, even an imperfect one.
The habit of pairing “here is what we are seeing” with “here is what I would do about it” is exactly the muscle this role now needs, and you should expect it as standard practice.
Review your current reporting cadence and ask whether it produces more confidence or more volume. If your team has multiple dashboards, multiple models and still cannot give you a straight answer on where to put the next dollar, more reporting is not the fix.
What signals commercial judgement in a CV or interview?
Look for evidence that someone has disagreed with a number before, and can tell you what they did next.
A CV that only lists platforms, certifications and reporting tools is describing someone who operates inside the system as given. The more valuable signal is any mention of challenging a metric, reconciling conflicting numbers across channels, or changing a recommendation because the reported result did not hold up.
In interviews, these questions tend to separate genuine commercial interpreters from people who know the tools without the judgement behind them:
- “Tell me about a time a platform’s own reporting said one thing, but you recommended something different. What did you see, and what did you do?”
- “How do you reconcile two channels that both claim credit for the same result?”
- “Walk me through how confident you are in your current attribution setup, and where you think it is wrong.”
- “If you had to defend a budget recommendation to someone sceptical of the numbers behind it, what would you lead with?”
The strongest answers name a specific tension in the data and explain the commercial call they made despite it, rather than describing a process for getting cleaner numbers.
When does dashboard fluency still matter more?
Platform knowledge still earns its place. Someone needs to be able to build, maintain and troubleshoot the reporting itself, and that is a genuinely technical skill worth hiring for in its own right.
In smaller teams or earlier-stage businesses with limited channels and simpler customer journeys, attribution is a far less tangled problem, and a capable, detail-oriented reporting person may be exactly what the role needs.
The commercial interpretation skill matters most where channels, budgets and customer journeys are complex enough that the numbers can genuinely mislead you.
Healthy scepticism needs discipline behind it too. The marketers worth paying for question the numbers because they understand how attribution works, rather than treating every platform report as untrustworthy by default.
If your business is spending across several channels and still cannot get a straight answer on where its marketing budget is working hardest, that is the signal to hire for commercial judgement over tool fluency.
If your measurement setup is simple and the numbers already line up, do not manufacture a problem that is not there.
Ready to talk about your next marketing hire? Get in touch.
Lilian
Digital Marketing, Social & Analytics Recruitment
Last updated: October 2026
