Concept

Fairness

Fairness names the domain where procedure replaces contested judgment in workforce decisions. Layoffs and promotions once required visible judgment about what was owed, by someone who could be held accountable for the reasoning. At scale, discretionary case-by-case reasoning became a weak defense while documented process—ratings, matrices, scripted compliance—offered a stronger one, translating fairness from judgment to method.