Interview scorecard rating a candidate "everyone liked her 10/10" instead of on a structured interview process

“We all really liked her.”

Whenever I hear this after a job interview, I get a little nervous. Not because liking a candidate is bad. Presumably, you’d prefer to hire someone your team can stand being around for eight hours a day.

The problem is what sometimes comes next:

“She had great energy.”

“She’d fit in really well here.”

“Everyone could see themselves working with her.”

Okay. But can she do the job?

That’s the question a structured interview process is built to answer — and it’s the one a good feeling in the room quietly skips.

The Interview Went Great. So What?

One of the biggest hiring mistakes I see isn’t hiring an obviously terrible candidate. It’s hiring a perfectly pleasant candidate because everyone walked away from the interview feeling good.

Interviews naturally reward people who are good at interviewing. They’re personable. They establish rapport quickly. They tell good stories. They make eye contact. They laugh at your jokes.

Those are all perfectly nice qualities, but they are not necessarily evidence that someone can manage five locations, supervise a difficult team, meet deadlines, handle conflict, learn your systems, control labor costs, or do whatever else you’re actually hiring them to do.

And yet, interview teams routinely confuse “I enjoyed talking to this person” with “This person demonstrated that they can succeed in this job.” Those are two very different conclusions. A structured interview process exists to keep them straight.

“She Just Seems Like She’d Really Fit In Here.”

Ah, yes. The famous culture fit.

Culture fit isn’t inherently a bad consideration. If someone’s working style or values are wildly incompatible with your organization, that matters. But “culture fit” can also become shorthand for something much less useful:

This person reminds me of people I already like.

That’s where hiring decisions can get sloppy. Maybe the candidate went to the same school as someone on your team. Maybe she loves the same sports team. Maybe she worked at a company you admire. Maybe she’s funny. Maybe the conversation just flowed.

Meanwhile, another candidate was quieter. Or more serious. Or needed a moment to think before answering questions.

Guess which one everyone remembers? The one they liked.

But the quieter candidate may have given much stronger examples of actually doing the work you need done.

Build a Structured Interview Process That Earns Its Keep

If you’re going to spend hours interviewing candidates, the interview should produce something more useful than a collection of vibes. Before interviewing anyone, decide what you actually need to learn.

If the position requires managing difficult employees, ask every candidate about a time they had to address a serious performance problem. If it requires juggling competing priorities, ask for a specific example. If judgment matters, give candidates a realistic situation they might encounter and ask how they would handle it.

Then listen for evidence, not just polished answers. What did the candidate personally do? Why did they make that decision? What happened? What would they do differently now?

That follow-up is where an interview starts becoming useful.

And Please Stop Comparing Candidates From Memory

There’s another reason the candidate everyone liked often wins: most interview processes aren’t particularly disciplined.

One interviewer asks about leadership style. Another talks about the company for 25 minutes. Someone else discovers that the candidate also vacations in Hilton Head, and they’re off to the races.

Then everyone gets together afterward and asks: “So…what did everybody think?”

That is not candidate selection.

That is a book club.

Instead, a structured interview process starts by identifying the most important competencies for the job and asking candidates substantially similar questions designed to evaluate them. Give interviewers a simple rating system, and require them to write down the evidence supporting their scores before everyone discusses the candidates together.

Otherwise, the loudest or most enthusiastic interviewer can easily influence everyone else, and suddenly you’re hiring somebody because Linda from Accounting announced, “I LOVE her!”

Linda may be right. But Linda needs receipts.

Liking Someone Can Break the Tie. It Shouldn’t Create the Score.

I’m certainly not suggesting that employers ignore personality. If two candidates have both demonstrated that they can do the job exceptionally well, and one seems much more likely to thrive with your team? Absolutely consider that.

But first they have to demonstrate that they can do the job. That’s the order: evidence first, chemistry second.

Because six months from now, when you’re dealing with performance problems, nobody is going to remember how delightful the interview was. They’re going to wonder how you hired the wrong person.

Hiring Shouldn’t Be a Popularity Contest

If your managers are choosing candidates based largely on instinct, chemistry and whether someone “seems like a great fit,” you don’t necessarily need better candidates. You need a structured interview process built to surface evidence instead of chemistry. You may need a better selection process.

HR Allies helps employers build structured interview and candidate-selection processes—and can manage the search itself when the hire is too important to leave to chance. If you have a critical position to fill, let’s talk before Linda casts the deciding vote.

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01 Comment

  • Coach S,
    09 September, 2026

    Hey there….loved this blog!!!

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