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 was listed on company job boards, what state WARN notices reported, 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 source information and collection dates. These are dated snapshots; collection and scheduled updates are paused. A past posting is not confirmation of a current vacancy. No API key or minimum order. Also listed on our Datarade storefront if your procurement prefers a data marketplace.

What these are and are not. Public records only — company job boards, state labour-department WARN filings and USDOL provider reports. No personal or applicant data, ever. Coverage is what each source actually publishes, not “all US jobs” or “all layoffs”; where a source publishes no value the field is left empty rather than guessed. Nothing here is career, financial or legal advice.
Dataset · dated snapshot · $29US job postings from public ATS boards109,238 postings marked open at the edition date · 2,099 boards · 30 columns · edition 2026-09-07

Records from 2,099 Greenhouse, Lever, Ashby and Workable boards in the dated collection, with a stable posting id and first_seen / last_seen / closed_on dates from those observations. A posting that left a board was not necessarily filled. 37,403 rows marked open in that edition carry a published pay range.

Buy the dated snapshot — $29
Dataset · snapshot · $19WARN layoff notices, 29 states7,663 collected rows · 29 states · 19 columns · edition 2026-09-13

Collected WARN records from the listed state sources, normalised into a 19-column schema: employer, address, county, employees affected, notice and effective dates, notice type, industry. The 2026-09-13 build contains 7,663 recorded rows, including repeated occurrences and source versions; this is not a unique-notice or unique-layoff count. The build date does not mean all states were refreshed then: consult source_date and fetched_at in the file. Source dates and coverage vary. States represented: AK, AL, CA, DC, FL, HI, ID, IL, IN, KY, MA, MD, MO, MT, NC, ND, NE, NJ, NY, OR, PA, RI, SD, TN, TX, UT, VA, WA, WV.

Buy the snapshot — $19
Dataset · snapshot · $49US training provider outcomes70,088 programs · 51 columns · snapshot 2026-09-02

Every 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 — $49

A dated file, or a cut to your question

New Layoff Radar and PRO subscriptions are unavailable. Scheduled collection and recurring delivery are paused; the files above are dated snapshots. Existing order support remains available. Custom pull — $25 for a supported, agreed scope. Email the state, industry, dates and columns you need before paying. We will confirm whether the available public data can answer the request and agree the delivery timing. No live refresh or turnaround is promised here.

Ask about a custom pull — $25

Side by side

DatasetRowsColumnsEditionCadenceSource of recordPrice
Job postings (ATS)109,238 open at edition date302026-09-07dated snapshot; updates pausedcompany job boards: Greenhouse, Lever, Ashby, Workable public APIs$29
WARN layoff notices7,663192026-09-13dated snapshot; updates pausedstate labour departments (29 states)$19
Training provider outcomes70,088512026-09-02dated snapshot; no scheduled update promisedUSDOL/ETA Training Provider Results (form ETA-9171)$49

Where else to get these

On a data marketplace: the RetrainMap storefront on Datarade (check the edition and terms on that listing). Related listings: our actors on the Apify Store; check each listing for availability and pricing. Free dated pages 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] to discuss scope and availability before payment. 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, Florida, Hawaii, Idaho, Illinois, Indiana, Kentucky, Massachusetts, Maryland, Missouri, Montana, North Carolina, North Dakota, Nebraska, New Jersey, New York, Oregon, Pennsylvania, Rhode Island, South Dakota, Tennessee, Texas, Utah, Virginia, Washington, West Virginia.