Dataset validation

WARN Layoff Notices CSV Sample

A validation sample for a possible WARN layoff notice feed built from public state dislocated-worker notices. It is labor-market data infrastructure only, not employment, legal, or investment advice.

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CSV /datasets/warn-layoff-notices-sample.csv

notice_date,employer,site,city,state,layoff_start_date,affected_workers,action,source
2026-07-01,Sample Robotics Inc,Sample Robotics Fremont,Fremont,CA,2026-09-02,128,layoff,California EDD WARN
2026-06-28,Example Health Services,Example Health Albany,Albany,NY,2026-08-31,74,plant_closing,New York WARN
2026-06-25,Demo Logistics LLC,Demo Logistics Joliet,Joliet,IL,2026-08-24,96,layoff,State WARN notice

CSV Schema

The fields are intentionally simple so buyers can inspect the shape in spreadsheets, BI tools, and lightweight data pipelines.

notice_date
employer
site
city
state
layoff_start_date
affected_workers
action
source

Monetization Hypothesis

This sample tests dataset and report-style demand before we invest in ingestion, export automation, or marketplace onboarding.

CSV/report subscription for recruiters, sales teams, and labor-market analysts.
API subscription for layoff watchlists, territory alerts, and CRM enrichment.
Build only after tracked request, download, or exact-intent signals appear.

Public Sources

The full product would normalize public records into stable datasets and API endpoints only after validation gates are met.

U.S. Department of Labor WARN compliance assistance
California EDD latest WARN report and historical WARN reports
State WARN notice pages and public-record releases