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Free teaser: 25-row sample + aggregate summary
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metadata
license: other
license_name: tensorust-sample-license
license_link: https://tensorust.com/datasets/whd-back-wages/
pretty_name: Wage Violation Ledger (free sample)
language:
  - en
tags:
  - tensorust
  - sample
  - labor-and-safety
  - government-data
  - finance
size_categories:
  - n<1K
configs:
  - config_name: sample
    data_files:
      - split: train
        path: sample.csv
  - config_name: summary
    data_files:
      - split: train
        path: summary_by_state.csv

Wage Violation Ledger: free sample (Tensorust LLC)

370,964 DOL Wage and Hour cases with $4.90B in back wages and $404M in civil penalties, by employer, industry and law; 50,865 cases closed since 2021.

Headline: Every concluded Wage and Hour Division compliance action in DOL's public enforcement database: the employer (legal and trade name), location, NAICS industry, investigation period, violations, employees affected, back wages agreed to and civil money penalties.

This repository is a free teaser, not the dataset. It holds 25 example rows and a summary table with no names in it. The full file has 370,964 rows and is sold by Tensorust LLC: https://tensorust.com/datasets/whd-back-wages/.

Files here

file what it is
sample.csv 25 rows of the full file (the same sample shown on tensorust.com)
summary_by_state.csv row counts and totals by state across the full file, no entity names (groups with fewer than 3 rows are folded into "Other")

Summary by state (largest groups)

State rows Back wages agreed (USD)
TX 48,049 586,075,094
CA 30,596 472,441,070
FL 29,818 305,915,741
NY 23,365 376,329,433
PA 15,897 197,603,618
NC 12,960 127,131,606
IL 11,689 144,322,078
GA 10,834 126,237,087
NJ 10,373 170,680,211
MI 10,040 94,959,876
OH 10,036 115,994,888
VA 8,729 213,963,179
TOTAL 370,964 4,896,657,956

Full table: summary_by_state.csv.

What the full file has

  • 370,964 rows
  • Parquet and CSV, a README with sources, method and limits, and the build script
  • Free 25-row sample (no personal contact data)

Coverage: All WHD concluded compliance actions DOL publishes (fiscal year 2005 onward), nationwide. DOL snapshot 2026-11-02 (latest load 2026-10-09 00:00:00); built 2026-11-06.

Columns in the full file

column meaning

Get the full file

tier price includes
Ledger file $495 Every WHD case nationwide (CSV and Parquet), with per-law breakdowns and ontology IDs.
Vetting feed $1,800 a year Monthly refresh for 12 months, plus batch matching of up to 5,000 of your clients or subcontractors per quarter.
Enterprise license $6,000 a year Unlimited matching and internal redistribution for underwriting, onboarding or compliance teams, with the ontology's award and license joins.

Email mattbusel@tensorust.com with the tier and a billing contact, and we will send a proper invoice (ACH or card). The file is delivered once the invoice is paid. Details and the live sample: https://tensorust.com/datasets/whd-back-wages/. All datasets: https://tensorust.com/datasets/

Method and limits

Sources

  • US Department of Labor, Wage and Hour Division compliance actions (WHISARD), complete dataset from the DOL Open Data Portal (snapshot loaded through 2026-10-09 00:00:00)
  • Tensorust Ontology organizations

License

The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/whd-back-wages/". The full dataset is licensed separately per tier. No resale or redistribution of Tensorust data without a written license.

Tensorust LLC, Tuckahoe NY. mattbusel@tensorust.com | https://tensorust.com