Course › Module 7 · Structured and AI interviews

Structured interviewing: what the evidence says

Module 7, Lesson 1  ·  4 min read ·  Updated 21 September 2026

Module 7 · Lesson 1

Giving every candidate the same questions and scoring them the same way is the biggest free improvement available in hiring. It is also the change hiring managers resist most — usually on the grounds that it would stop them doing something the evidence says they cannot do.

Three identical interview question cards in a row, labelled structured and unstructured. (opens the image full size)
Same questions, same scoring, for every candidate.

What "structured" means

Four things:

Structured versus unstructured interviewsTwo panels. The structured one shows twelve identical cards on a neat grid. The unstructured one shows the same cards scattered at random angles.StructuredSame questions, same scoringUnstructuredDifferent every timeBoth feel informative. Only one predicts performance.
The same twelve assessments, ordered and unordered.
  • Every candidate for a job gets the same main questions, in the same order.
  • You write down in advance what a good answer looks like.
  • Each interviewer writes their scores before anyone discusses them.
  • The discussion goes through the skills one at a time, not person by person.

That is it. No software required.

What the research says

Studies going back decades find that structured interviews predict how well someone does the job much better than unstructured ones — the free-flowing chat most of us are used to.

The exact size of the difference has been argued over. The older headline numbers turned out to be overstated and have been corrected since. But the direction has never changed. More structure, better predictions.

What a free-flowing chat actually measures

When every candidate gets different questions and there is no scoring system, three things decide the outcome:

  • How much you enjoyed the conversation. Which tends to mean how similar the person is to you — background, sense of humour, interests, way of speaking.
  • Your first impression. Opinions form in the first few minutes, and the rest of the hour gets spent finding reasons to support them. It feels like gathering evidence. It is actually looking for confirmation.
  • How good they are at interviews. Which is a separate skill from the job, very unevenly spread, and strongly affected by whether anyone ever coached them.

None of those is the job. And here is why experience does not fix it: an unstructured interview feels extremely informative while it is happening. The confidence you feel has nothing to do with how accurate you were.

The four parts, and why all four

PartWhat it meansWhy it matters
Same questionsEveryone gets the same main setOtherwise you are comparing different measurements
Written descriptions of each scoreWhat a 1, 2, 3 and 4 look likeMakes two interviewers mean the same thing
Scores written before discussionEveryone submits before the meetingStops the loudest voice becoming everyone's opinion
Structured discussionSkill by skill, evidence firstStops the meeting becoming a vote on impressions

They build on each other. Same questions without written score descriptions gives you consistent questions scored inconsistently. Score descriptions without writing scores down first gives you a system everyone abandons in the meeting.

The four objections, and honest answers

"It feels robotic and candidates will hate it." Candidates generally say structured processes feel fairer, because they can see what is being judged. What they dislike is a badly run structured interview — someone reading from a script with no follow-up questions. Structure fixes the main questions. It does not stop the conversation.

"I can tell within five minutes." Everyone believes this, the feeling is real, and it is exactly the effect described above. Arguing rarely helps. Suggest a test instead: score independently before the discussion for three jobs, then look at how often the five-minute judgement matched the evidence.

"Our jobs are too varied for standard questions." The questions are standard within one job, not across the company. Two people interviewing for the same job get the same questions. That is the whole requirement.

"We do not have time." Structure moves time from the discussion to the preparation, and reduces the total. Most of the saving comes from meetings that no longer spend forty minutes re-arguing impressions.

You may already have done the work

The scorecard from Module 2 is the structure. If you built it properly — things you could watch someone do, written descriptions of each score, each one assigned to a stage — you have already done most of what this module asks.

Primary sources

Linked so you can check the claims in this lesson against the text rather than against me.