Data Sources and Quality Policy
Jobbyfier aggregates public job-listing signals. This page explains where data comes from, how it is processed, and how quality is enforced before delivery.
Last updated: April 7, 2026
Source Transparency Table
| Item | Description |
|---|---|
| Source type | Public job-listing sources and open-access listing pages |
| Refresh logic | Periodic crawling + freshness signals |
| Deduplication | Duplicate reduction via title/company/URL/time signals |
| Broken listing cleanup | Filtering inaccessible or closed listings |
| Application flow | Applications are completed on source websites |
1. Where data comes from
The platform ingests publicly available listing sources to reduce fragmented candidate search effort.
Because source schemas vary, key fields are normalized into a shared structure.
2. Cleaning and validation
Raw data is not exposed as-is. Technical and content quality checks run before listing delivery.
Deduplication, dead-link filtering, and weak-signal cleanup are core steps.
- Duplicate detection (title + company + URL + timing)
- Dead source URL filtering
- Closed listing cleanup when detected
3. Relevance and ranking
Not every listing is equally useful for every candidate. Role, location, and work model signals are evaluated together.
The objective is to reduce scan noise and increase decision-ready shortlist quality.
4. Transparency boundaries
Jobbyfier is an aggregator; listing ownership belongs to source platforms and employers.
Applications and hiring workflows remain on source systems.
5. Freshness principles
Feeds are refreshed regularly, but update cadence differs by source.
For practical use, candidates should combine query-specific pages with freshness signals.
FAQ
Does Jobbyfier show every listing from every source?
No. Listings failing quality, accessibility, or relevance checks may be excluded.
Who is responsible for listing accuracy?
Final content accuracy belongs to source platforms/employers. Jobbyfier focuses on clean, timely aggregation.
Why do some pages show fewer listings?
Query-first pages intentionally narrow intent (role + location + work model) for higher relevance.