The phenomenon of out-of-school children (ATS) in Magelang Regency is a serious problem that has an impact on individual and socio-economic development in the region. Although the national education participation rate is increasing, there are still gaps that cause thousands of children to drop out of school, mainly due to economic, socio-cultural, and geographical factors. This study aims to analyze local government policy strategies in alleviating ATS and identify the obstacles faced. The research method used is qualitative descriptive with data collection techniques through observation, interviews, and documentation. The results of the study show that the "Magelang Gumregah Bungah" program was able to reduce the number of ATS from 2,280 children in 2023 to 1,500 children in 2024. The program emphasizes holistic interventions that include educational assistance, community empowerment, and economic support for ATS families. In conclusion, the Magelang Regency government's strategy has shown a positive trend in alleviating ATS, although improvements are still needed in aspects of funding, public awareness, and improvement of education infrastructure.