Normalize
Standardize company names, titles, locations, industries, remote status, and salary ranges.
Methodology
How FreeJobData turns job postings into market intelligence.
Raw jobs are normalized into companies, roles, locations, industries, and daily metric snapshots. Thin pages are excluded or noindexed until they meet minimum data thresholds.
Deduplicate
Collapse duplicate postings and preserve posting lifecycle changes over time.
Snapshot
Create daily entity metrics for active jobs, new jobs, closed jobs, growth, and remote share.
Publish
Generate index-worthy pages, datasets, reports, sitemaps, metadata, and structured data.
Need the full dataset?
Use JobDataPool for API access, historical job postings, company hiring data, and labor market intelligence.