Methodology
How we track and verify layoff data
Every number in our database is sourced, verified, and linked. Here's the process we use to ensure accuracy.
Our Process
From announcement to database
Discovery
Scanning SEC filings, WARN notices, and news outlets
Verification
Tracing every report to its original source
Extraction
Capturing company, job count, date, and reason
Publication
Publishing with links to original sources
Source Priority
Not all sources are equal
We prioritize official filings and direct company statements over media reports. Rumors and anonymous tips are never used.
Regulatory Filings
WARN notices, SEC filings, 8-K disclosures
Company Statements
Press releases, earnings calls, investor updates
Tier 1 Financial News
Bloomberg, Reuters, Wall Street Journal, CNBC
What we don't publish
- Social media rumors or speculation
- Anonymous tips without corroboration
- Recycled old news as new events
- Data without verifiable source links
Transparency
Known limitations
Public companies focus
Private company layoffs may not appear if unreported by media.
Disclosed numbers only
We report what companies announce. Actual figures may differ.
Tech & enterprise focus
Our primary coverage is technology and major enterprise sectors.
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