Datasets · v2026.05
WHD Wage Theft Enforcement Actions by Employer
Employer-level wage theft enforcement records from the U.S. Department of Labor's Wage and Hour Division — back-wages assessed, employees affected, and case counts joined to OSHA enforcement context.
Published May 2026 · Refreshed May 2026 · Covers 2005–present · 323,514 employers · CC-BY-4.0
Also available on: Hugging Face · Kaggle · Zenodo
Methodology
Overview
This dataset is an employer-level rollup of every Wage and Hour Division (WHD) enforcement case in the U.S. Department of Labor's public WHD Compliance Action data, joined to OSHA enforcement context for the same resolved employer entity. The unit of observation is the employer — not the individual case — so each row represents one employer's full federal wage-and-hour footprint.
WHD enforces the Fair Labor Standards Act (FLSA), the Family and Medical Leave Act (FMLA), and several immigration-related labor statutes. The "back-wages" column reflects amounts WHD found employers owed to workers; "employees violated" reflects how many workers each case touched.
Data sources
- U.S. Department of Labor, Wage and Hour Division — Compliance Action Database (Enforcement Database). Public-records data refreshed at FastDOL on a monthly cadence.
- U.S. Department of Labor, OSHA — Inspection and Violation Records (Establishment Search / public OIS extracts). Joined for the same resolved employer entity to provide cross-agency context.
Both datasets are public records released by the Department of Labor under the Freedom of Information Act and posted by the agencies in machine-readable form.
Methodology
Raw enforcement records are normalized through FastDOL's employer-resolution
pipeline, which assigns a stable cluster identifier (employer_id) to each
employer name across federal agencies. This allows WHD case totals and OSHA
violation counts to be joined for the same legal entity even when the agencies
record the name with slight variations. Corporate-parent resolution uses
SEC EDGAR Exhibit 21 subsidiary disclosures and a hand-curated parent
override list.
Per-employer aggregates are computed in the FastDOL gold-layer
employer_profile_latest table. The backwages_per_employee column is
derived as backwages_total / employees_violated and is reported as 0
where the denominator is zero. The osha_violations and osha_penalties
columns are joined from federal-OSHA records for the same resolved
employer identity to give cross-agency context alongside each WHD row.
Known limitations
- WHD case identifiers in the public extract are de-identified at the individual-employee level. The "employees violated" count is reported as an aggregate per case; this dataset sums those aggregates per employer.
- OSHA columns reflect federal-OSHA inspections only. State-plan state enforcement (about half of all U.S. states) is reported separately by each state and is not joined here. State-plan coverage is a known gap.
- Employer resolution is high-confidence but not perfect. False positives (two distinct employers folded into one cluster) and false negatives (one employer split across two clusters) both occur and are most common for generic LLC names and DBAs.
- Back-wages amounts reflect what WHD assessed, not what was actually paid. Collection records are not part of the public extract.
- "0" in
whd_casesdoes not mean an employer had no wage-and-hour issues — only that none reached a WHD enforcement action.
Use cases
- Journalism and policy research on employers with the largest assessed back-wages, repeat WHD activity, or per-worker recovery patterns.
- Underwriting and procurement diligence — pairing WHD activity with the same employer's OSHA record yields a more complete labor-compliance signal than either source alone.
- Academic study of FLSA enforcement patterns by industry, geography, or employer size.
- Cross-walking WHD activity with corporate-parent disclosures (via the
parent_namecolumn) to surface enterprise-level patterns hidden by per-establishment reporting.
Schema
13 columns. Types as serialized in the Parquet file.
| Column | Type | Description |
|---|---|---|
| employer_name | string | Legal name of the employer as recorded by WHD. |
| city | string | City of the establishment associated with the case. |
| state | string | USPS two-letter state code (includes territories). |
| zip | number | ZIP code of the establishment, stored as float64; nulls preserved. |
| naics_code | number | NAICS industry classification code, stored as float64; nulls preserved. |
| naics_description | string | Human-readable NAICS industry description. |
| parent_name | string | Resolved corporate parent (FastDOL entity resolution); null when no parent is identified. |
| whd_cases | integer | Total number of WHD enforcement cases on record for the employer. |
| backwages_total | number | Total back-wages assessed across all WHD cases, in U.S. dollars. |
| employees_violated | integer | Total number of employees recorded as affected across all WHD cases. |
| backwages_per_employee | number | backwages_total divided by employees_violated; 0 when the denominator is 0. |
| osha_violations | integer | OSHA violations on record for the same employer (joined for cross-agency context). |
| osha_penalties | integer | OSHA penalties assessed against the same employer, in U.S. dollars. |
Cite this dataset
Plain text
Turner, Ben (2026). WHD Wage Theft Enforcement Actions by Employer (Version 2026.05) [Data set]. FastDOL. https://doi.org/10.5281/zenodo.20031761
BibTeX
@dataset{turner_federalenforcement_2026,
author = {Turner, Ben},
title = {WHD Wage Theft Enforcement Actions by Employer},
year = {2026},
version = {2026.05},
publisher = {FastDOL},
doi = {10.5281/zenodo.20031761},
url = {https://www.fastdol.com/datasets/whd-wage-theft-enforcement-actions-by-employer}
}Changelog
2026.05 — 2026-05-01
- Initial public release on FastDOL.
- Mirrored to Hugging Face at FastDOLz/WHD_Wage_Theft_Enforcement_Actions_by_Employer.
- Source data covers WHD compliance actions from 2005-01-01 through 2026-04-30.
- OSHA join columns reflect federal-OSHA records as of the same refresh date.
Related datasets
- Cross-Agency Federal Violations
U.S. employers cited by two or more federal agencies — OSHA, WHD, MSHA, EPA, and NLRB joined into a single per-employer view of multi-agency workplace, wage, environmental, and labor-relations violations.
- Public Company Federal Compliance
U.S. workplace enforcement records joined to SEC parent-company financials for 42,302 establishments operated by 714 publicly traded companies — OSHA, WHD, NLRB, and EPA activity rolled up to the registrant entity with revenue, net income, and total assets attached.