RetrainMap / Data for teams
Data for teams · plain CSV · instant download
Three US workforce datasets, priced, with every source URL in the file
RetrainMap publishes public workforce records as files a team can actually load: who is hiring (company job boards, read nightly), who is laying people off (state WARN notices) and what retraining costs and returns (the federal Training Provider Results record). Each dataset is a plain UTF-8 CSV with a data dictionary and a README naming the exact source of every column, and each row carries the URL it came from and the date it was read. No login, no API key, no minimum. Also listed on our Datarade storefront if your procurement prefers a data marketplace.
Every posting on 2,099 verified Greenhouse, Lever, Ashby and Workable boards, read nightly, with a stable posting id and first_seen / last_seen / closed_on dates — so you can see how fast a role closes, not just that it exists. 37,403 of the open rows carry a pay range the company published.
Buy the current edition — $29Every WARN notice each state labour department publishes machine-readably, normalised into one 19-column schema: employer, address, county, employees affected, notice and effective dates, notice type, industry. States covered: AK, AL, CA, DC, IL, KY, MA, MD, MO, NE, NJ, NY, OR, RI, SD, TN, TX, UT, VA, WV.
Buy the snapshot — $19Every WIOA-listed training program in the USDOL Training Provider Results record: provider, state, program type, published cost and length, with completion rate, employment rate and median earnings where the state reported them. The file behind our free cost pages.
Buy the snapshot — $49If you need it live, or cut to your question
Layoff Radar PRO — $49/month. The 20-state WARN file above, rebuilt every six hours and replaced in your download, plus the weekly email. For anyone who needs the notices while they are still news rather than a snapshot. · Layoff Radar — $5/month. The weekly email only: new notices across the same 20 states, employer by employer. · Custom pull — $25. Tell us the cut you need — one state, one industry, one date range, joined across these three files — and it arrives as a CSV within 24 hours.
Layoff Radar PRO — $49/mo Weekly email — $5/mo Custom pull — $25
Side by side
| Dataset | Rows | Columns | Edition | Cadence | Source of record | Price |
|---|---|---|---|---|---|---|
| Job postings (ATS) | 109,238 open | 30 | 2026-09-07 | read nightly, published Mondays | company job boards: Greenhouse, Lever, Ashby, Workable public APIs | $29 |
| WARN layoff notices | 4,169 | 19 | 2026-09-09 | rebuilt every 6 hours | state labour departments (20 states) | $19 / $49 a month |
| Training provider outcomes | 70,088 | 51 | 2026-09-02 | snapshot, re-cut on release | USDOL/ETA Training Provider Results (form ETA-9171) | $49 |
Where else to get these
On a data marketplace: the RetrainMap storefront on Datarade (same files, marketplace procurement). As a running scraper you control: our actors on the Apify Store — the same readers that build these files, pay-per-use. Free and public, from the same records: WARN notices by state, training costs by state, providers and their outcomes, the job-postings dataset page.
Buying for a team
Invoicing, a purchase order, a different file format (Parquet, JSONL), a longer history, or a state we do not cover yet — email [email protected] and you will get a real answer the same day, not a form. Licence: use the data internally or in a product you build; do not resell the file as-is. Attribution appreciated, not required.
WARN states in this edition: Alaska, Alabama, California, District of Columbia, Illinois, Kentucky, Massachusetts, Maryland, Missouri, Nebraska, New Jersey, New York, Oregon, Rhode Island, South Dakota, Tennessee, Texas, Utah, Virginia, West Virginia.