Readiness you can disagree with, intelligently.
A constellation of capabilities. Brightness is the strength of evidence, not a vague level.
Select a capability.
See its requirement, evidence, confidence, recent performance and next action.
Sample target: Senior Data Scientist. Brightness shows strength of evidence, not a level.
Experiment design
Needs evidenceConfidence: MediumRequirement. Design tests, choose metrics and guardrails, read results.
Recent. Strong on setup, thin on interference and novelty effects.
Next action. Practice a marketplace experiment case.
Evidence: ResumeEvidence: DiagnosticNo evidence: PracticeNo evidence: Mock interviewNo evidence: Project
Not all evidence weighs the same.
Strong readiness rests on several kinds of proof, repeated over time.
| Evidence type | Role in the story |
|---|---|
| Resume or self-report | Context, not proof |
| Job description match | Requirement evidence |
| Diagnostic response | Grounded knowledge evidence |
| Practice result | Applied evidence |
| Mock interview | Round-format evidence |
| Project artifact | Durable applied evidence |
| Repeated performance | Stronger confidence and consistency |
No false precision.
Where the data cannot justify a percentage, SPHERO shows strong, needs evidence, or gap. If a score ever appears, its inputs and confidence are open to inspection.
You will never see "87% ready" without the evidence behind it.