How analyze constituent attrition and retention rates are reshaped as AGI capability advances.

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Trigger: A scheduled demographic reporting cycle or a specific request from city leadership regarding population shifts initiates the analysis.
Outcome: Leadership receives a comprehensive report detailing demographic trends, out-migration drivers, and retention factors to inform civic policy and urban planning.