See how a candidate aligns to the role, not a percentage match

What a percentage actually tells you

An 84% match. Eighty-four per cent of what? The number implies a denominator that does not exist, and every recruiter who has used a matching tool has learned to read it as a rough sort order rather than a measurement.

The deeper problem is that it cannot be argued with. A hiring manager who disagrees with an 84 has nothing to disagree with. There is no claim in a percentage, so there is no way to be wrong, and no way to be corrected.

Five levels, and a reason

Naira’s interview returns a level of alignment to the role rather than a score out of a hundred, and the level comes with the reasoning and the evidence from the conversation that produced it.

The practical difference is what happens next. A level names a decision: this person clears the bar, this person clears it with a specific reservation, this person does not. A percentage defers the decision to whoever is reading it, which usually means it gets made on the ranking rather than on the candidate.

You can disagree with a judgement. You cannot disagree with a percentage.

A failed must-pass outranks the average

Some things in a role are not tradeable. If a rubric dimension is marked must-pass and the candidate fails it, the overall alignment comes down regardless of how strong everything else was.

This is exactly what an average cannot do. Averaging is how a candidate who cannot do the central thing the job requires arrives at the top of a shortlist on the strength of four peripheral dimensions, and it happens more than anyone admits.

What this changes in a debrief

• The conversation starts from a claim. Someone can contest the level and point at the transcript, which is a real discussion.
• Nobody argues about the third decimal place. Five levels remove the false precision that makes an 84 feel meaningfully different from an 81.
• A dealbreaker stays a dealbreaker. It is visible as the reason for the level, rather than diluted into an average.

How to use it

1. Set your must-pass dimensions deliberately when the rubric is written. They are the only thing that can override a strong average, so marking everything must-pass defeats the point.
2. Read the reasoning before the level on any candidate you intend to reject. The level is a summary; the reasoning is what you would defend.
3. Take the level and the evidence into the hiring conversation together. A level with nothing under it is just a percentage with fewer digits.