Skills
Relevant capability and tools.
Evidence of the capabilities, systems, methods, and domain knowledge connected to the work.
WARREN-C
Candidate-role alignment should come with reasons.
WARREN-C is QuantumMatch’s explainable role-alignment approach: a consistent 0–100 evaluation supported by job-related evidence across skills, tenure, outcomes, and trajectory.
The number is a summary. Evidence, uncertainty, and human review remain essential.
Illustrative role alignment82%
Human review requiredSkillsSupported by selected systems, analytics, and delivery evidence
SupportedTenureRelevant duration and scope identified in work history
SupportedOutcomesSeveral results are evidenced; one metric still needs confirmation
ClarifyTrajectoryIncreasing responsibility across related work is visible
SupportedIllustrative presentation. A real result depends on the selected role and authorized professional evidence.
01One canonical calculation
02Evidence stays inspectable
03Human judgment remains final
The four-factor composite
Evaluate the work, not just the title.
WARREN-C combines four job-related dimensions into one role-alignment result. Each dimension should remain understandable on its own so reviewers can challenge the interpretation.
Tenure
Duration, recency, and scope.
How long and how recently the person performed related work, interpreted with context rather than treated as a crude year threshold.
Outcomes
What changed because of the work.
Selected evidence of delivery, contribution, business impact, adoption, quality, or other role-relevant results.
Trajectory
Growth across related responsibility.
Signals of increasing scope, complexity, ownership, and progression across the professional’s history.
What the score is—and is not
Consistency without false certainty.
A stable calculation matters, but a score should never imply that incomplete evidence has become fact or that a model owns the decision.
Role alignment
A specific professional-versus-role evaluation on a normalized 0–100 scale.
Not profile readiness
Profile readiness is a separate evaluation of the professional evidence itself without one target job.
Title similarity remains evidence
It can help explain context but does not secretly add extra points to one workflow.
A reviewable result
What a responsible explanation should show.
Every role-alignment view should help a professional or employer understand the support, limitations, and next human action.
01
Selected evidence
Show which résumé, portfolio, work-history, or role evidence was used and which information was not included.
02
Factor-level reasoning
Explain how the four dimensions contributed instead of presenting a number without context.
03
Uncertainty and gaps
Separate “not evidenced” from “does not have,” and convert ambiguity into focused follow-up questions.
04
Human review
Keep application, interview, shortlist, and employment decisions with authorized people and preserve their reasoning.
WARREN-C questions
Frequently asked questions
Clear distinctions reduce score confusion across professional and employer workflows.
What is WARREN-C?
WARREN-C is QuantumMatch’s explainable candidate-role alignment approach. It evaluates job-related evidence across skills, tenure, outcomes, and trajectory and shows the reasoning, uncertainty, and gaps behind the result.
Is WARREN-C the same as profile readiness?
No. Profile readiness evaluates the completeness and strength of a professional profile without one target role. WARREN-C role alignment evaluates selected professional evidence against a specific role.
Does job-title similarity increase the WARREN-C score?
Title similarity may be displayed as contextual evidence, but it is not a hidden bonus added to the published WARREN-C role-alignment score.
Does WARREN-C make the hiring decision?
No. WARREN-C is decision support. Authorized people remain responsible for reviewing evidence, resolving uncertainty, and making consequential employment decisions.
Continue exploring
A role-alignment score is only useful when people can inspect it.
See how WARREN-C fits into MICCA, professional evidence, employer review, and the broader QuantumMatch decision system.