Research: what Texas licensing data actually shows

Original analyses of the statewide TDLR cosmetology licensing dataset — 71,250 establishment license records, snapshot 2026-07-01. Every number is computed by a committed, re-runnable script from a dated public-data snapshot, with limitations stated plainly. License data is not safety data, and nothing here claims otherwise.

Method, in one paragraph

We snapshot the TDLR "All Licenses" open dataset (retrieved 2026-07-01; TDLR last updated it 2026-04-12), keep the cosmetology establishment classes with parseable Texas addresses, and join county populations from the U.S. Census Bureau's Vintage 2024 estimates. All expiry math uses the dataset's own generation date. The snapshot and the analysis script are committed together, so every figure is reproducible end to end. Full methodology and limitations are on each analysis page.

Citing this work:journalists, clinicians, and educators are welcome to cite these analyses with attribution to SafePedicures and a link to the analysis page. Want a cut of the data we haven't published — a specific county, metro, or license class? Ask us; if the data supports it, we'll run it.