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This study examines the impact of fiscal transfers on public education funding for children of rural-to-urban migrants, conducting an evaluation framework and employing quasi-natural experimental methods. Findings indicate that generalized transfers can narrow funding gaps and promote more equitable educational inclusion, but may also reduce fiscal intensity, efficiency, and sustainability. In contrast, reward-based transfers incentivize local governments to increase funding, enhance sustainability, and foster local independent potential. However, they may inadvertently widen inter-municipal disparities, as fiscally stronger cities are better positioned to secure additional resources. Heterogeneity analyses reveal that local fiscal capacity and demographic trends critically shape policy effectiveness. While reward-based approaches can help address resource pressures arising from demographic changes, they may also curtail local autonomy and intensify regional inequities.