layoffs
Datasets
All datasets matching “layoffs”us-warn-act-layoffs-notices-daily
US WARN Act Layoff Notices — normalized, 48 states, rebuilt every day
Last rebuilt: 2026-09-23. An automated pipeline re-scrapes 48
state labor-department portals every day, re-normalizes, re-deduplicates and
re-uploads this file. Compare that date with the "last modified" date on any
other US WARN dataset on the Hub before you choose one — WARN data is a
moving target and a one-shot upload starts rotting the week it is posted
(states amend headcounts, re-issue notices, and… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-warn-act-layoffs-notices-daily.us-layoffs-by-stock-ticker-warn-act-notices-public-companies
US layoffs by stock ticker: 7,651 WARN Act notices filed by 736 listed companies, with confidence tiers
Rebuilt 2026-09-23. State WARN Act filings name the employer as the filer wrote
it — Wells Fargo Home Mortgage, OS Restaurant Services, Boeing Compnay —
never a ticker. This dataset resolves those strings to the listed parent and
re-derives the mapping every day as new filer strings appear.
1,583 filer strings → 736 tickers → 7,651 notices
(1988-12-16 → 2026-09-16), 1,007,332… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-by-stock-ticker-warn-act-notices-public-companies.us-historical-layoffs-archive-warn-act-notices-removed-from-state-websites
Historical US layoffs archive: 6,799 WARN Act notices that state websites no longer list (2000-2025), recovered
Rebuilt 2026-09-23. Five state labor agencies — Connecticut, Michigan, New York,
North Carolina and Pennsylvania — retired the web pages their older WARN Act
layoff notices lived on. Their current pages start years later. This dataset is
every notice in our file that came from one of those retired pages and is not
on the agency's live page today: 6,799 notices, 6,694… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-historical-layoffs-archive-warn-act-notices-removed-from-state-websites.us-layoffs-by-metro-area-msa-warn-act
US layoffs by metro area: 54,170 WARN notices mapped to 765 metro and micro areas
Rebuilt 2026-09-23. 765 of the 935 US core-based statistical areas carry at least one
layoff notice on record — 361 metropolitan and 404 micropolitan.
Nobody hires, sells or reports by county. A recruiter covers Austin; an account team books the
Phoenix metro; a reporter writes Bay Area layoffs. State agencies publish neither — they publish
the site of a layoff as free text in 48 different… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-by-metro-area-msa-warn-act.us-largest-layoffs-events-warn-act
The 1,000 largest US layoff events on record under the WARN Act, 1988-2026
Rebuilt 2026-09-23. Largest on file: United Airlines, 2020-07-01 to 2020-10-01 — 45,360
workers across 25 notices in 14 state(s). The table's floor is
846 workers; 560 of the 1,000 events span more than one notice and
381 span more than one state.
A state WARN portal lists one row per site per notice. "What was the biggest layoff?" is an
employer-level question, and answering it takes three steps no… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-largest-layoffs-events-warn-act.us-multi-state-employer-layoffs-warn-notices-by-state
Which US employers are laying off in more than one state?
Every state publishes its own WARN Act layoff notices, and every state's list
stops at its border. The employer that filed in Texas on Monday and Ohio on
Wednesday appears as two unrelated rows on two unrelated portals. This dataset
is the merge: the free-window notices from 48 states, grouped
by employer, kept to employers that filed in two or more states, rebuilt
every day.
The headline (free window, 1988 -… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-multi-state-employer-layoffs-warn-notices-by-state.