What Konnected Measures When It Talks About Job Readiness

Learning completion

Shows that required learning content was completed; it does not by itself prove practical performance.

Assessment performance

Shows how the candidate performed on defined assessed knowledge or scenarios.

Evidence and verification

Connects claims to examples or records and confirms material facts where appropriate.

Practical competency

Uses suitable hands-on assessment when safe performance cannot be inferred from theory.

Opportunity fit

Compares the complete evidence set with one employer’s role requirements, schedule, location and other conditions.

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