Car Repair Training · Universe mapping

Coverage reported per segment, never as one average.

Every file begins as a brief, not as a search. Each record is reduced to one row per organisation, with the reasoning retained. Columns without a written meaning are left out rather than shipped undocumented.

Exclusion log

A record of what was removed and why, delivered alongside the file it came out of.

Classification check

Verifying categories against the underlying description rather than trusting a label applied upstream.

Geography resolution

Working out which location a record belongs to when it carries several addresses.

We are happy to say a job is not worth doing, and we do say so.