Evidence ledger

Every number should lead back to evidence

The public source counter includes unique documents only after AI-assisted checks and controlled release. AI review can contain errors; private drafts and duplicates cannot increase it.

Verified evidence balance

Live counterloaded from the released public ledger

Nothing is counted early.

A future source enters the public ledger only after automated retrieval and validation, AI-assisted quality checks, limitations and an operator release record have been captured.

Global research package

10,042 reports screened

Package integrity: 81 of 81 manifest files verified.

013,889 source candidates
Deduplicated research catalogue; not automatically counted as live evidence.
0250 event candidates
No candidate is approved or published, so the current whole-job total is unchanged.
032,287 fetch errors excluded
Unchecked records never enter live sources, events or job totals.

Observed-impact research package

675 additional reports screened

19 of 19 delivered data files match their declared SHA-256 checksums.

0120 complete sources released
Unique HTTPS documents with title, date and content hash now enter the AI-reviewed live-source counter.
02441 quantified observations
Evidence rows are not people, jobs or additive whole-job events and do not change the global balance.
037 qualified records withheld
Incomplete metadata remains staged and cannot increase the live-source counter.

01 · Planned streamLabour-market indicators

Official statistics and documented vacancy or workforce measures with explicit geographic and time coverage.

02 · Planned streamAI adoption indicators

Versioned adoption, investment and skills evidence with transformation notes and uncertainty limits.

03 · Controlled streamCompliance sources

Only official or primary authorities may create review candidates; policy never changes automatically.

Traceability preview

6 source-record structures

These records demonstrate the future drill-down. Their institutional landing pages do not support any synthetic job value.

EUEurostatProtected source record →DEBundesagentur für ArbeitProtected source record →DEIABProtected source record →GlobalOECDProtected source record →GlobalILOProtected source record →DEDestatisProtected source record →

Publication control

Draft → review → public ledger

01Collect candidate
Store privately with its original URL and retrieval evidence.
02Check quality
Validate licence, scope, methodology, duplicates and limitations.
03AI quality check
Cross-check source linkage, context, dates and whole-job magnitudes. AI can still make mistakes.
04Controlled release
Record the operator release and count each unique document once; the AI output cannot self-publish.