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For alternative data
Labour demand as a time series, with a documented collection method.
Labour demand read directly from employer systems, with a documented collection method and a stable schema — the two things that separate a panel from a scrape.
What exists today
A full cross-section: every posting live across ten applicant tracking systems at the moment of collection, with the employer's own publication date attached. Delivery as CSV or JSONL.
What does not exist yet
A time series. Point-in-time snapshots begin accumulating from the day scheduled collection starts, and no vendor can reconstruct them backwards. If you need history that predates that date, we are not the right source and we will say so rather than sell you a gap. Ask us where the series currently starts.