Menu

Research

Why most user research tells you what you already know

Most user research doesn't uncover anything new. It confirms what people already suspect.

Why research often gets used to validate existing thinking instead of uncovering the insights that actually change decisions.

07 July 20253 min read

In short

Why research often gets used to validate existing thinking instead of uncovering the insights that actually change decisions.

When research feels useful but changes nothing

gets treated as a validation step rather than a tool for understanding. Something you do to prove a point, support a decision, or add weight to something that's already been discussed internally. The outcome feels productive (there's a deck, there are clips, there are quotes), but the direction of the product hasn't really shifted. It just feels more justified.

The tell is usually in the recommendations. If every finding maps neatly onto work that was already scheduled, the did not change the plan, it decorated it. Genuinely new information is uncomfortable, because it implies something already on the is wrong.

This is rarely dishonesty. It is how questions work. Ask someone whether a label is confusing and you will get an opinion about the label. Nobody volunteers that the entire step is unnecessary unless you have left room in the for them to.

If research only ever confirms what the team already suspects, it may feel useful, but it is rarely changing anything important.

How teams end up hearing what they expected

In one project, were confident they already knew where the issues were. was brought in to confirm it, and unsurprisingly, it did. The were structured around what the team expected to see, and the findings aligned neatly with that. It created a sense of progress, but the underlying problems remained because nothing new had been uncovered.

In another, users were asked to walk through a journey that had already been heavily shaped by internal thinking. focused on surface-level because that's what was visible. The deeper issues, around how the journey was structured and what users were actually trying to achieve, weren't explored at all. If you go into looking for confirmation, you'll find it.

What research is actually for

The value of isn't in hearing users say what you expect them to say. It's in understanding what you didn't see coming. That usually requires less focus on proving a and more focus on exploring how people think, what they expect, and where the experience doesn't align with that. It means asking questions that don't to comfortable answers, and being willing to challenge assumptions that have already been made.

In practice that means designing the study around what you would need to see to be wrong, rather than what you would need to see to proceed. It is a small reframe and it changes the questions entirely, from does this work to what would make someone give up on this completely.

It also means being honest about the questions cannot answer. Whether someone would pay for a thing, or how they will behave in six months, are not things people can reliably report about themselves. Research is strong on what people struggle with now and weak on what they predict about their own future .

Key takeaway

The most valuable research usually changes how the team understands the problem, not just how confidently it talks about it.

Where the real insight sits

I've been in where users describe a journey as fine, but you can see hesitation in how they move through it. Moments where they pause, re-read, or second-guess what they're doing. None of that shows up in a quote, but it tells you far more about what's actually going on.

The most valuable isn't the kind that neatly validates a direction. It's the kind that makes people pause. The kind that challenges what's been taken for granted. The kind that forces a rethink. Because if research only ever tells you what you already know, it might feel useful. But it's not doing its job.

Written by Andy Scott

Strategic design, UX and digital transformation thinking from real projects.

LET'S WORK TOGETHER

Ready to improve your product?

UX, research and product leadership for teams tackling complex digital services.

Previous feedback

I had a fantastic experience working with Andy. One of his most impressive achievements during our time at NHS HEE was masterminding a deeply complex information architecture for a new platform that brought together a large number of legacy websites.

Will Parkhouse

Senior Content Designer