--- 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/](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/](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