Corrections

Public corrections log

If a count changes, a source gets downgraded, or a confidence label moves, the record should show it. Quiet edits are bad practice for a platform like this.

Corrections should explain what changed, why it changed, and whether a historical snapshot was amended or annotated. When in doubt, annotate rather than rewrite the past.

March 30, 2026

Resolved

Removed sample layoff and research datasets from public pages

The public trends, research, and layoff surfaces were narrowed to source-backed BLS, ATS, and official-disclosure data only. Provisional modeled series were removed rather than left in place with caveats.

March 30, 2026

Resolved

Corrected the software-developer baseline to the specific BLS occupation

Software Developers now uses the current BLS 15-1252 line item instead of the broader combined occupation family values that also include QA analysts and testers.