We've recently seeded a much larger collection of official occupations, and we're now doing a full occupation audit so each path maps more cleanly to the quiz. Some pages and results may still feel broad while this work is underway, but quiz results will keep improving over the coming weeks as we refine the occupation data, evidence, and South African context.