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Where sub-population analysis requires rigorous weighting, this professional guide offers the necessary technical clarity. Learn why re-scaling probability weights is often a mistake and how to estimate variance correctly. This resource equips researchers with the skills to maintain data accuracy and professional integrity in survey work.