Start with opportunity requirements
Define the skills, qualifications, schedule, location and other conditions before scoring candidates.
Map evidence to each requirement
Show the strongest relevant evidence and its source rather than only a numeric rating.
Separate evidence states
Learning completion, assessment, verification and practical competence should appear as different signals.
Flag gaps and uncertainty
Make missing or stale evidence visible so reviewers know what still needs to be tested.
Use explainable recommendations
A shortlist or match should be able to answer what fits, why it fits and what remains unresolved.
The Konnected Evidence-Based Hiring Loop
Konnected treats hiring as a sequence of explicit decisions. Employers define the work, identify the evidence that can support each requirement, evaluate candidates consistently, verify material claims, and keep unresolved gaps visible instead of hiding them behind a single score.
- Define — translate the real role into responsibilities, skills, conditions and mandatory requirements.
- Evidence — decide which examples, assessments, documents, references or work samples can support each requirement.
- Evaluate — use structured screening and interviews with comparable criteria.
- Verify — confirm material identity, history or credential claims through an approved process.
- Demonstrate — use practical or work-sample assessment where performance cannot be inferred responsibly.
- Decide — explain what fits, what remains uncertain, and why the hiring decision follows from the role.
What employers should preserve in the hiring record
A defensible hiring decision connects each important criterion to evidence rather than memory or interviewer instinct. Notes should capture the candidate example, work sample, assessment, verification state or unresolved gap that affected the decision.
Different evidence types answer different questions. Verification can confirm a fact; an interview can reveal judgment; a work sample can show applied output; and practical assessment can demonstrate hands-on capability. None of those signals should silently stand in for all the others.
Common questions
Should employers use one overall readiness score?
A summary score can help navigation, but it should never hide the underlying evidence, mandatory requirements or unresolved gaps.
Can transferable experience count?
Yes. When the underlying behavior genuinely maps to the role, transferable evidence can be useful even if the previous job title was different.
What should be verified?
Prioritize claims where confirmation materially affects eligibility, trust, safety or the hiring decision. More checks are not automatically better checks.