Scoring transparency

How assessment signals become recruiter-ready summaries.

Results are calculated to support comparison and interview planning. A score or band is not the whole candidate; it is one structured signal for recruiter review.

From answers to signals.

Candidate responses are converted into structured indicators that can be interpreted consistently across the same role or shortlist.

Raw responses

Answers are collected through the candidate workflow.

Subscale patterns

Related answers may be grouped into a construct or work-style signal.

Report language

Signals are translated into evidence, risks, confidence, and interview questions.

What bands are for.

Bands help recruiters interpret a signal without pretending a number is a complete decision.

Result layerHow to use it
BandA quick indicator of where the candidate appears to sit on a measured signal.
EvidenceThe reason a strength or concern is being surfaced.
RiskA point that should be verified before advancing or presenting a candidate.
Interview questionA way to test the signal through human conversation.
ConfidenceA reminder of how much caution should be used when interpreting the signal.

Interpretation rules.

Scores should make recruiter review more consistent, not less human.

Good interpretation

  • Compare candidates within the same role context.
  • Look at patterns, not one isolated score.
  • Verify important risks through interviews.
  • Use client requirements as part of the final judgment.

Bad interpretation

  • Treating one band as a final decision.
  • Using results without role context.
  • Sharing raw scores without explanation.
  • Ignoring contradictory interview evidence.

Common questions.

Direct answers about reading and using a result correctly.

Is a low band a reason to reject a candidate automatically?

No — a band is a signal for recruiter review, not an automatic decision. It should turn into a risk to verify at interview, not a silent rejection.

Should I compare bands across candidates for different roles?

No — bands are meant to be compared within the same role context; a band from one role isn’t directly comparable to a band from a different role with different criteria.

What does the confidence indicator actually tell me?

How much caution to use when interpreting a specific signal — it’s a reminder that not every result carries the same weight, not a separate score to act on independently.

Can I share a raw band with a client without explanation?

That’s specifically listed as bad interpretation — sharing raw scores without the evidence and context behind them is one of the practices these standards are built to prevent.

Related pages.

These pages explain the standards and validation process behind the scoring language.