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Why mastering the placement of randomization blocks is the professional way to handle causal DAGs. Learn to define blocking factors as ancestors of treatment assignment in this technical manual. Ensure your causal reporting is valid, robust, and meets the exacting standards of professional data analysis and modern scientific research practices.