Professional evidence, verification and scores are not the same thing
The short answer
Evidence shows what supports a specific professional claim. Verification confirms a bounded fact, such as identity or a credential. A score compresses many signals into a number. These tools answer different questions, and treating them as interchangeable hides uncertainty instead of helping a reader understand it.
Three different questions
| Approach | Question it answers | What it cannot answer alone |
|---|---|---|
| Evidence | What supports this specific claim? | Whether the whole person is trustworthy |
| Verification | Is this bounded fact authentic? | How well someone performed |
| Score | How did a model combine selected signals? | Why a particular claim should be believed |
What evidence can establish
A repository can show contribution. A public announcement can establish that an event occurred. A reference can describe observed behaviour. Each source has a scope.
What scores hide
A single number hides weighting, missing data and context. It can also create false precision: 82 is not meaningfully more human or more employable than 79.
- Missingness becomes punishment. Private or offline work can look like weak work.
- Activity becomes ability. Frequent public actions can outweigh quieter, higher-impact work.
- Bias becomes hard to inspect. Readers cannot challenge a result when the inputs and weights are invisible.
Prefer explanations and labels
Use plain labels such as Stated, Observed, Contextual and Public record. Add the source, its scope and any gap. The reader can then make a decision without pretending the system has measured a person.
When verification is useful
Verification is valuable when the question is bounded: does this credential exist, does this account belong to the same person, did this organisation issue the document? Keep that confirmation separate from judgements about capability, fit or potential.
Questions
Does Kleoverse give people a trust score?
No. Kleoverse presents claims, provenance, evidence labels and visible gaps rather than reducing a professional identity to one number.
Is public activity evidence of skill?
It can support a narrow contribution claim, but activity alone does not establish mastery or impact.
Can verified credentials still appear?
Yes. A verified credential is useful when labelled as one source supporting a specific fact.
Why show unsupported claims?
Because much valuable work has no public trace. Labelling a claim as stated is more honest than hiding it or inventing certainty.
See it on a real profile.
Every claim on the Kleoverse example profile shows where it comes from, including the gaps.