The Konnected Evidence Ladder: From Skill Claim to Credible Proof

Claim

The candidate states a capability or experience, which creates a question rather than final proof.

Example

A specific situation shows how the claimed behavior appeared in context.

Learning and assessment

Relevant learning shows preparation; assessment adds performance on defined criteria.

Verification

A document, history item or other fact is confirmed through an approved process.

Practical proof

Hands-on or safety-critical competency is observed using an appropriate practical process.

Konnected Publication Standard

Konnected publishes framework definitions and first-party data only when the scope, date and limits can be stated clearly. Product inventory, candidate performance, employer demand and hiring outcomes are separate evidence categories and should never be blended into one impressive-looking statistic.

• Define — state exactly what is being counted or modeled.
• Date — attach the snapshot or observation period.
• Aggregate — remove direct identifiers and suppress weak small-sample claims.
• Separate — keep platform inventory, learning, assessment, verification and hiring outcomes distinct.
• Limit — state what the evidence does not prove.
• Update — preserve definitions so later releases can be compared honestly.

How to cite Konnected research responsibly

Reference the exact public page, framework name and dated snapshot. Preserve the denominator and limitation language when quoting a statistic or describing a first-party model.

Konnected does not treat small early production samples as market-wide workforce evidence. Candidate trends and employer-demand claims should wait until sample size, coverage and data quality support a meaningful aggregate release.

Common questions