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This study aims to describe the main factors causing children in Perumaan Village, East Alok District to drop out of school, as well as the efforts made to overcome this problem. A descriptive qualitative method was used. This research was conducted in Parumaan Village, East Alok District, from February 12 to February 28, 2025, because there are still children who drop out of school in Parumaan Village. The data sources in this study are primary and secondary data sources. Data was obtained through in-depth interviews, field observations, and documentation. After collection, the data was analyzed following these steps: Data Collection, Data Reduction, Data Presentation, Conclusion Drawing, and Verification.The results of the study show that the main causes of children dropping out of school can be divided into two factors, namely internal and external. Internal factors include lack of parental attention, economic conditions, and low interest in learning among children. Meanwhile, external factors include an unsupportive social environment, the influence of promiscuity, and low levels of parental education. These findings show that children tend to lose their educational direction when support from their families and surrounding environment is minimal. To address this issue, several efforts have been made, such as raising awareness about the importance of education by the village government, providing economic assistance such as scholarships and KIP (Indonesian Smart Card), and involving the community through mutual cooperation and mentoring. This study recommends strengthening collaboration between families, schools, the government, and the community to create a conducive and sustainable educational environment.

This research is motivated by the high rate of early marriage in Pamatan Village, which is a serious social issue and impacts the quality of life of the younger generation. This phenomenon is thought to be influenced by various social factors, including parental education level (X₁), family economic status (X₂), and school dropout rate (X₃). The purpose of this study is to analyze the influence of these three independent variables on the decision to marry early (Y). This study uses an explanatory quantitative approach with an ex post facto design, where the researcher does not intervene on the variables, but rather analyzes the relationships that have occurred. The analysis technique used is multiple linear regression. Data were collected through questionnaires to 100 respondents selected using a purposive sampling technique, namely teenagers or families with a history of early marriage. The results of the analysis show that simultaneously the variables of parental education, economic status, and school dropout rate have a significant influence on the decision to marry early with a calculated F value of 139.302 which is greater than the F table of 2.699 and a significance value of 0.001. Partially, only economic status (X₂) and school dropout rate (X₃) significantly influence the decision to marry early, while parental education (X₁) does not have a significant influence. The Adjusted R Square value of 0.807 indicates that 80.7% of the variation in the decision to marry early can be explained by these three variables. This finding underscores the importance of efforts to improve education and empower family economics as a preventive measure to reduce the rate of early marriage among adolescents in the village.  

Penelitian ini bertujuan untuk menganalisis pengaruh angka kemiskinan terhadap indikator pendidikan di Kota Semarang selama kurun waktu 2020–2024. Kemiskinan dan pendidikan merupakan dua masalah sosial yang saling terkait erat dan menjadi tantangan besar di wilayah perkotaan, terutama pascapandemi COVID-19. Penelitian ini menggunakan metode deskriptif kuantitatif dengan menggunakan data sekunder dari Badan Pusat Statistik (BPS) dan Dinas Pendidikan Kota Semarang. Variabel yang dianalisis meliputi angka kemiskinan sebagai variabel bebas, dan angka partisipasi sekolah, rata-rata lama sekolah, dan angka putus sekolah sebagai variabel keterikatan. Analisis data dilakukan dengan menggunakan regresi linier sederhana untuk menguji pengaruh kemiskinan terhadap pencapaian pendidikan. Hasil penelitian menunjukkan bahwa angka kemiskinan berpengaruh signifikan terhadap indikator pendidikan di Kota Semarang. Penurunan angka kemiskinan cenderung terjadi dengan peningkatan angka partisipasi sekolah dan rata-rata lama sekolah, serta penurunan angka putus sekolah. Temuan ini menekankan pentingnya intervensi kebijakan terpadu yang membahas penanggulangan kemiskinan dan peningkatan akses dan kualitas pendidikan untuk memutus siklus kemiskinan antargenerasi di Kota Semarang.   Kata Kunci:  kemiskinan, pendidikan, regresi linier sederhana, angka partisipasi sekolah, rata-rata tahun sekolah, sekolah di Kota Semarang, Kota Semarang

The implemetation of this service activity aims to facilitate and assist Marind Papuan children and Marind dropout children to learn the use of English in a fun, interactive and appropriate way for children, train Marind-Papuan children and dropouts to be able to write, read as well as develop their abilities to develop and advance so that they can speak English by using the Bivak Pintar (Pondok) facility which will be used for this activity. This service was carried out at theWasur Kampung, Merauke Distrik. The duration is 7a week through the application of theory and practice with a total number of participants of 35 people. This service is carried out in the form of workshops, training and mentoring., while the methods used in this activity are: (1) provide a handbook that is used during activities that contain material to be studied; (2) providing material, namely providing basic material according to their abilities so that it can help children grow their English learning skills until they understand; (3) provide exercises by explaining and explaining the material after that make questions about the vocabulary that has been explained. The expected results of this dedication are: (1) increased knowledge and understanding of indigenous Papuan children who have dropped out of school about the importance of learning English, and how it can be used in the world of work; (2) improved English writing and reading skills for indigenous Papuan children dropping out of school;

The implemetation of this service activity aims to facilitate and assist Marind Papuan children and Marind dropout children to learn the use of English in a fun, interactive and appropriate way for children, train Marind-Papuan children and dropouts to be able to write, read as well as develop their abilities to develop and advance so that they can speak English by using the Bivak Pintar (Pondok) facility which will be used for this activity. This service was carried out at theWasur Kampung, Merauke Distrik. The duration is 7a week through the application of theory and practice with a total number of participants of 35 people. This service is carried out in the form of workshops, training and mentoring., while the methods used in this activity are: (1) provide a handbook that is used during activities that contain material to be studied; (2) providing material, namely providing basic material according to their abilities so that it can help children grow their English learning skills until they understand; (3) provide exercises by explaining and explaining the material after that make questions about the vocabulary that has been explained. The expected results of this dedication are: (1) increased knowledge and understanding of indigenous Papuan children who have dropped out of school about the importance of learning English, and how it can be used in the world of work; (2) improved English writing and reading skills for indigenous Papuan children dropping out of school;

This research investigates the implementation of Random Forest algorithms combined with Synthetic Minority Over-sampling Technique (SMOTE) to predict elementary school dropout rates in Indonesia, supporting the Indonesia Emas 2045 vision. A significant gap was identified in previous studies, which, despite utilizing artificial intelligence for dropout interventions, had not integrated temporal dimensions into data analysis. A temporal data-based classification model was developed using Indonesian Ministry of Education data from 2021-2023, incorporating lag features, delta calculations, and rolling statistics. Two models were implemented: one with SMOTE achieving 99% accuracy with perfect recall for high-risk regions, while the non-SMOTE model reached 100% accuracy. Temporal features were identified as crucial predictors, reflecting external fluctuations and annual changes impacting dropout decisions. This approach enables educational institutions to allocate resources more efficiently by prioritizing operational assistance for high-risk schools. The model's capacity to identify high-risk regions with 100% recall represents a strategic investment in strengthening Indonesia's human resource sustainability. To address the limitations of provincial aggregate data, expansion to include individual-level variables and model validation at district or school scales is recommended for future research.

This research aims to analyze and determine the causes of teenagers dropping out of school at the age of 15 years and over in Waioti Village. This research is descriptive in nature. Based on the implementation method, this research is classified as survey research. In survey research, samples are taken from one population and a list of questions is used as a data collection tool. The survey research method was used because not all members of the population were used as examples or samples, so only some members of the population were used as samples. The sampling technique in this research used purposive random sampling. The population in this study were families whose teenagers had dropped out of school in Waioti sub-district. Based on the results of the interviews and discussion above, it can be concluded that teenagers drop out of school in Waioti sub-district due to several factors. Among the factors that cause teenagers to drop out of school are 1) economic and family factors, these two factors greatly influence teenagers' problems in finding work because financial limitations in the family and instability in the family environment will cause teenagers to drop out of school. 2) educational distance greatly influences the causal factors. teenagers dropping out of school, 3) inadequate educational facilities which prevent teenagers from continuing to a higher level.