What Is a Fairness Summary: It’s a plain-language breakdown attached to every score, showing which criteria were assessed, how heavily each was weighted, and whether the result fell within the expected range for that test.

Trust on Redrob Skills is built into the mechanics, not just claimed in a policy page. Every score traces back to a fixed rubric applied identically to every candidate, every credential is recorded the moment it’s issued, and every result comes with a fairness summary showing exactly how it was reached.

If something ever feels off � a flagged session, a disputed score, a technical failure mid-test � a human reviewer is always reachable, and the process for reaching one is the same for every candidate, regardless of who they are or which test they’re taking.