Expanding extensive and intricate social networks has required sophisticated community detection techniques. This study presents an innovative hybrid methodology that utilizes node space similarity and local knowledge to enhance community identification. Node space similarity is defined by integrating eigenvector centrality (EC), which quantifies a node’s influence inside the network, with proximity metrics, such as closeness, to evaluate the connectivity between nodes. This enables us to identify cohorts of individuals with analogous influence and connectivity. We use local knowledge by concentrating on these pivotal nodes' direct connections and attributes, allowing the technique to broaden community discovery (CD) outward effectively. Our five-phase methodology, grounded in an iterative seed expansion algorithm, commences with identifying highly central nodes and progressively develops communities by integrating nodes exhibiting high similarity and local connectivity. The method incorporates graph statistical inference and embedding features to improve accuracy and capture extensive network patterns. This integrated approach facilitates the precise and effective identification of communities within extensive social networks, exceeding the constraints of conventional techniques. This research attained a modularity of 95.05% on the DBLP dataset and 94.50% on the Amazon dataset. This study achieved a Normalized Mutual Information (NMI) of 91.80% on the DBLP dataset, 92.50% on the Amazon dataset, and 90.43% on the football dataset, demonstrating superior performance relative to previous methodologies. The findings indicate that the hybrid method outperforms other recognized methods in large-scale graphs, showcasing notable robustness and efficiency.

Termination of Employment (TOE) is the termination of an employment relationship due to a matter that results in the expiration of rights and obligations between workers/laborers and employers regulated in Law No. 13 of 2003 concerning employment and secondary legal materials obtained from employment, internet papers and others. The implementation of termination of employment must be in accordance with Law No. 13 of 2003 concerning employment that termination of employment is carried out in several processes, namely deliberation between employees and the Company, if there is an impasse, the last resort is carried out through the court to decide the case. Therefore, the strength of the implementation of labor law is needed through increased supervision, education for the parties, and optimization of the role of labor dispute resolution institutions.

This study aims to describe the collaboration between student of the field PPL from STAIN Mandailing Natal and STAITA Padang Sidempuan in welcoming the holy month of Ramadan 1446 H at MAS Al-Mandily Kampung Padang. The initiative aims to contribute positively to strengthening relationships between educational institutions while introducing religious values to the suurounding communnity. The method used in this study is a participatory approach that involves students and the community of MAS Al-Mandily in every stage of the activity. The result of this study indicate that this collaboration not only improves the quality of religious activities at MAS Al-Mandily, but also provides valuable experience for PPL students in implementing the knowledge they have learned in the field. In addition, the relationship between the two educational institutions will be closer, and have a positive impact on the formation of student character.

The advancement of digital technology media has had a significant impact on various aspects of life, including in the economic cycle of the community and the preservation of local culture. One of them is in the utilization of digital technology in the economic sector which is growing rapidly and becoming an effective strategy in increasing village productivity. This study aims to analyze the results of the implementation of the Jangrana Village Festival work program related to how the integration of digital technology can contribute to the empowerment of local communities in the context of developing MSMEs and preserving traditional culture. The method used in this study is a qualitative approach with data collection techniques in the form of interviews, observations, and literature studies. The results of the study show that the application of digital technology, such as the use of Canva in creating MSME promotional instruments, village social media, and the digitalization of traditional cultural content, can strengthen the economic cycle and local cultural identity. In addition, the participation of local communities to be active as MSME activists also encourages economic and social sustainability. Therefore, a collaborative strategy between the government, levels of society, and digital industry players is needed to ensure the success of this program. Through these programs, it is hoped that it can be a learning experience for the present and also the future regularly and sustainably so that it can be useful for the people of Jangrana Village, Kesugihan.

Good financial management at the village level is crucial to support development and the welfare of the village community. However, many villages still face challenges in financial management, one of which is the low quality of human resources (HR) and the lack of integrity among village officials. This study aims to analyze and evaluate the influence of integrity on village financial management, as well as to analyze and evaluate the influence of human resource quality on village financial management, using 35 village governments in Sidoarjo Regency as the research location. This research was conducted by distributing questionnaires to 232 respondents, with the study population being the entire population of Sidoarjo Regency, totaling 1.977 million people, to examine the independent variables (integrity and HR quality) in relation to the dependent variable (village financial management). The method used in this research is Structural Equation Modeling (SEM), with data processing conducted using Smart-PLS 4 software. The results of the study show that the integrity of village officials has a positive influence on village financial management at a rate of 0.444, meaning that the higher the integrity of village officials, the better the financial management of the village. Additionally, HR quality was also found to have a significant impact on village financial management at a rate of 0.420. This research contributes to improving village financial management by emphasizing the importance of integrity and the quality of human resources in village governance.

Customary law reform in Indonesia in the context of globalization raises significant challenges and opportunities. The values of Pancasila, as the ideological foundation of the nation, play an important role in ensuring that customary law reform remains relevant, fair and rooted in local culture. Globalization encourages the modernization and homogenization of the legal system, which often contradicts the principles of customary law based on local wisdom. This article examines how Pancasila values, such as humanity, social justice, unity, and deliberation, can be integrated in the process of customary law reform to remain relevant amid global dynamics. This research uses a qualitative approach with the methods of literature study, interviews, and document analysis. Literature study was conducted to understand the theoretical context of customary law reform and Pancasila values, while interviews were conducted with legal experts, academics, and traditional leaders to obtain empirical perspectives on challenges and opportunities in customary law reform. Document analysis was conducted on policies and regulations relating to customary law and the implementation of Pancasila values in Indonesia. The results show that customary law reform based on Pancasila has great potential to deliver a legal system that is more inclusive and responsive to the needs of local communities. Key challenges identified include difficulties in harmonizing customary law with national and international law and homogenizing pressures from global standards. However, opportunities are also found in the ability of updated customary law to provide more culturally and locally relevant dispute resolution alternatives. The integration of Pancasila values is believed to strengthen the position of customary law within national and global legal frameworks.ract

Violence against women remains a serious issue in Indonesia despite the existence of Law Number 23 of 2004 on the Elimination of Domestic Violence (KDRT). This study aims to evaluate the effectiveness of the implementation of this law in reducing violence against women and to identify the barriers in its implementation. The research method used is a normative legal approach, focusing on the analysis of relevant regulations and related policies. The findings show that although legal awareness has increased, many women victims of violence are still hindered by social and cultural factors in reporting the incidents. Institutional factors, such as limited resources in law enforcement agencies, also affect the effectiveness of protection. The implication of this research is the importance of a thorough evaluation of existing policies and the need to improve the capacity of law enforcement agencies to handle cases of violence against women more effectively.

The development of tourist villages in Indonesia is increasing with government support and a shift in tourist interest towards educational and sustainable tourism. Sidomulyo Tourism Village, one of the tourist destinations in Jember Regency, has shown the potential for developing community-based tourism (CBT). However, the management of this village is still under the auspices of the village government, which could lead to continued dependency in the future. Community involvement is still limited because the village government decides the entire planning and management process. Through educational training, this community service program aims to strengthen CBT practices in the Sidomulyo Tourism Village. The process of transferring knowledge and experience is carried out by a manager of one of the independent tourist villages in Indonesia. This activity includes training and evaluation sessions. The results show increased participants' understanding of CBT and independent management of tourist villages. This program recommends developing priority attractions and improving digital marketing as initial steps to support sustainable tourism in the village.

Public speaking is an ability that a person has to be able to speak in public with the aim of conveying an idea or information. Public speaking is an important skill to have in this day and age. However, in reality, public speaking becomes a scary thing for some people. This is due to feelings of anxiety, fear, nervousness, and lack of confidence in their own abilities. The existence of public speaking seminars and training is expected to increase self-confidence and eliminate feelings of fear when faced with such situations. The activity entitled "Berani Bicara, Berani Berdakwah" was carried out with 3 stages, namely the preparation stage, the implementation stage, and the evaluation stage. From the activities that have been carried out at Madrasah Diniyah Takmiliyah Ula NU 08 Sullamul Hidayah, children can learn and dare to show public speaking skills during the event. Not only that, the children also began to control their negative feelings, such as fear, anxiety, and lack of confidence

The archiving of case documents that have obtained permanent legal force (inkracht) at the State Administrative Court (PTUN) of Banjarmasin is a crucial aspect of judicial administration, serving to maintain the accuracy of legal documentation while supporting transparency and accountability within the judicial system. This process includes the recording, storage, and disposal of documents in accordance with applicable regulations, as stipulated by the Supreme Court and national archival regulations. From the perspective of Public Administration Theory, archival management must be conducted systematically and based on regulations to enhance the efficiency and effectiveness of judicial services. Meanwhile, according to the Theory of Judicial Transparency and Accountability, information openness in archival management plays a significant role in building public trust in the judiciary. Although PTUN Banjarmasin has implemented an archiving system that complies with established standards, challenges in the digitalization of archives remain an obstacle, particularly in terms of technology optimization and human resource readiness. Therefore, strengthening digital-based archival systems and enhancing judicial administrative capacity are strategic measures to improve document management efficiency, reduce the risk of loss or damage to physical archives, and reinforce judicial transparency and accountability.