Batched Equity Assessment—Automated Fairness Protocols in Public Service Allocation

批次化公平评估：公共服务配置中的自动化公平协议

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Municipal service allocation—housing vouchers, job training slots, childcare subsidies—now operates through fairness-optimized batches rather than first-come-first-served queues.
Each batch applies algorithmic equity constraints: minimum representation thresholds by income quartile, neighborhood vacancy rates, and historical underfunding indices.

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