Sources
Every dataset we pull, with its license, refresh cadence, and primary URL. If we can't cite it, we don't publish it.
CareerOneStop Apprenticeship Offices
daily · 7dPublic — US Department of Labor / ETA
Office-level only. No wages, completion, or application windows.
Primary source →Washington L&I Apprenticeship Programs
monthly · 31dPublic domain — Washington State Open Data
Primary source →Washington L&I Apprentice Details
monthly · 31dPublic domain — Washington State Open Data
Primary source →Washington L&I Contractor License Data
monthly · 31dPublic domain — Washington State Open Data
Primary source →Texas TDLR Licensing
weekly · 7dPublic — Texas Department of Licensing and Regulation
Primary source →California DIR Division of Apprenticeship Standards
monthly · 31dPublic — California DIR
HTML scrape only. All records flagged confidence: scraped.
Primary source →VA GI Bill Comparison Tool
monthly · 31dPublic domain — US Department of Veterans Affairs
Highest-value school source. Monthly refresh.
Primary source →ED College Scorecard
monthly · 31dPublic domain — US Department of Education
Many nulls for certificate programs. Nulls allowed.
Primary source →BLS Occupational Employment Statistics
quarterly · 183dPublic domain — US Bureau of Labor Statistics
Primary source →Sweet v. Cardona settlement list
on-demand · 365dEditorial import — court settlement record
Primary source →