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Data Is the New Oil

Six institutional-grade labor market datasets — WARN layoffs, H-1B visas, SEC 8-K filings, bankruptcies, unemployment claims, and JOLTS. Download once or subscribe for daily updates.

Used by hedge funds, quant teams, and financial analysts. Available in Parquet for direct integration with trading systems.

For funds: Hedge fund annual contract → · Short-seller signals → · Custom research report →

One-Time Download Monthly Subscription
Want a finished report, not raw CSVs? Custom research reports from $2,500 → · Hedge fund? See the annual contract →
Best Value

Complete Data Bundle

All 6 datasets with full history. 30 days of daily updates included.

84K+ WARN 5.1M LCA 809K H-1B 10K+ SEC 1.4K+ Bankruptcy JOLTS + DOL
$1,499
All 6 datasets included

WARN Notices

Daily

85,000+ mass layoff and plant closure records. All 50 states. Company, city, county, employees, dates, industry.

Preview sample data
$299
or buy on Gumroad →

WARN — Single State

Daily

Full history for one state. All columns: company, city, county, employees, dates, industry.

$49
or buy on Gumroad →

H-1B & LCA Bundle

Monthly

809K H-1B petitions + 5.1M LCA records. Employer, job title, wage, location, SOC code, approval status.

Preview sample data
$399
or buy on Gumroad →

SEC 8-K Filings

Daily

10,000+ restructuring and material event filings with parsed key facts, dollar amounts, and layoff signals.

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$149
or buy on Gumroad →

Bankruptcy Filings

Daily

1,400+ Chapter 11 cases cross-referenced with WARN layoff data. Debtor, chapter, filing date, court.

Preview sample data
$99
or buy on Gumroad →

JOLTS & DOL Claims

Monthly

JOLTS labor turnover (openings, hires, quits, layoffs) + 42 years of weekly unemployment claims by state.

Preview sample data
$149
Free Sample

Try Before You Buy

Download a free sample pack — 500 WARN records, 1,000 LCA records, and 100 H-1B records in CSV. See the schema, coverage, and quality before purchasing the full dataset.

No credit card required. We'll email the download link within 5 minutes.

Enterprise & Cloud Delivery

Need data delivered via AWS Data Exchange, Snowflake, or Databricks? Contact us for enterprise licensing and custom data feeds.

Frequently Asked Questions

CSV — universal spreadsheet format. JSON — structured data for applications. Parquet — columnar format optimized for analytics (works with Pandas, Spark, BigQuery). JSON-LD — linked data format with schema.org markup for AI/LLM pipelines.
After payment, you receive a one-time download link (valid 72 hours). Single-dataset purchases download as a single file. Multi-dataset purchases (Complete Bundle, H-1B/LCA, JOLTS/DOL) download as a ZIP archive with one file per dataset. A copy of the download link is also emailed to you.
All public columns for each dataset. WARN: company, state, city, county, employees affected, notice/effective dates, industry, layoff type, and more. LCA: employer, job title, wage, worksite, SOC code, visa class, dates. H-1B: employer, job, wage, state, fiscal year, status. SEC: ticker, CIK, form type, items, key facts. Bankruptcy: debtor, chapter, court, WARN cross-reference. Internal columns (hashes, normalization fields) are excluded.
Since data purchases are digital downloads, we don't offer refunds after download. If you experience a technical issue (corrupt file, wrong data), contact us and we'll make it right. Unused download links can be refunded within 24 hours.
Check out our API plans starting at $0/month (free tier with 25 calls/day). Pro plans include webhooks, bulk exports, and cross-dataset signals like Risk Signal and Talent Pipeline.