How the Portal Sources and Expires Listings
Listings come from approved public sources, are normalized into one contract, and leave active search when they expire or repeatedly disappear from a source.
Editorial owner: DataMLJobs Editorial · Published · Reviewed
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Editorial status: Draft awaiting human review and first-party evidence checks; search indexing is disabled.
How are duplicate jobs handled?
The pipeline compares source URLs and a normalized company-title-location key before creating a new active record.
When does a listing disappear?
A source expiry date closes it immediately. Repeated absence from a successful source run also closes it, while source failures do not erase saved jobs.
Methodology and limitations
Statements use visible source data and the portal's current inventory. Coverage changes with source availability and should not be read as a complete labour-market census. See the full methodology.
Primary sources
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