Decision guides

How puntWork labels source data

What partner feeds, sampled listings, aggregate counts, and job-source facts mean on puntWork pages.

What this guide helps with

Different answers come from different evidence. Aggregate counts describe the whole filtered inventory; sampled listings describe visible or inspected listings; job-source facts come from the individual listing.

What to trust most

Full-scope counts are strongest for market size, city alternatives, and category mix. Sampled text is useful for requirements like language, shifts, licences, remote work, and training, but should stay labeled as sampled.

How to read missing evidence

When a field is missing, treat it as unknown rather than bad. On puntWork, sampled signals should stay labeled, and missing source fields should stay visible instead of being hidden behind confident wording.

Evidence labels you will see on puntWork

These labels are the bridge between job listings and the decision guides. They tell you how strong the underlying evidence is before you act on it.

Source pay values
Pay or salary text came from the job source. Use it as listing evidence, then confirm it on the partner application page.
Sampled listings
The answer comes from visible or inspected listings, not necessarily the full market. Treat it as a useful sample, not a universal claim.
Active aggregate counts
Counts come from the filtered active inventory, so they are strongest for market size, category mix, and nearby alternatives.
Updated today
The page was refreshed recently, but the partner page can still change first. For applications, verify final details at the source.