Improving the quality of education is a strategic challenge for every educational unit, including private elementary madrasahs that carry the Integrated Islamic approach. MIS IT Nurul Ikhwan Cahaya Ananda Palembang as a basic educational institution based on Islamic values ​​and technology, faces various dynamics in managing quality management, ranging from limited resources to the complexity of implementing an internal quality assurance system. This study aims to describe in depth the management strategies applied in improving the quality of education, as well as identifying the challenges and solutions faced by madrasahs in the implementation process. The research method used is descriptive qualitative with data collection techniques in the form of observation, documentation, and in-depth interviews with key informants. The results of the study indicate that madrasahs have implemented quality management through strategic planning, strengthening teacher capacity, integrating technology in learning, and community involvement. Despite challenges such as budget limitations and imbalances in HR competencies, madrasahs are able to present solutions based on collaboration and innovation that are oriented towards the sustainability of education quality.

Spam email is a problem that disturbs and harms the recipient. Machine learning is widely used in overcoming email spam because of its ability to classify emails into spam or non-spam. In this research, the Naïve Bayes algorithm is initiated with the Chi-Squared selection feature to classify spam emails. So that the implementation is able to increase accuracy for better performance in classification. The feature selection method is used to direct the model's attention to features that are related to the target variable. In this study, the chi squared feature uses a value of K = 2500, with an accuracy of 98.83% which shows an increase in model performance compared to previous research. So that the Naïve Bayes model with the Chi-Squared selection feature is proven to provide better performance. 

Aspect-based sentiment Analysis (ABSA) is vital in capturing customer opinions on specific e-commerce products and service attributes. This study proposes a hybrid deep learning model integrating Bi-Directional Gated Recurrent Units (BiGRU) and Bi-Directional Attention Flow (BiDAF) to perform aspect-level sentiment classification. BiGRU captures sequential dependencies, while BiDAF enhances attention by focusing on sentiment-relevant segments. The model is trained on an Amazon review dataset with preprocessing steps, including emoji handling, slang normalization, and lemmatization. It achieves a peak training accuracy of 99.78% at epoch 138 with early stopping. The model delivers a strong performance on the Amazon test set across four key aspects: price, quality, service, and delivery, with F1 scores ranging from 0.90 to 0.92. The model was also evaluated on the SemEval 2014 ABSA dataset to assess generalizability. Results on the restaurant domain achieved an F1-score of 88.78% and 83.66% on the laptop domain, outperforming several state-of-the-art baselines. These findings confirm the effectiveness of the BiGRU-BiDAF architecture in modeling aspect-specific sentiment across diverse domains.

This study aims to describe and analyze: How the Regional Government of Mahakam Ulu Regency Efforts in Empowering Small and Medium Enterprises and What is the socio-economic impact of the community from the empowerment of SMEs.  Data Collection Techniques include: Interviews, Observations, Documentation. The research informants were Kadin and staff of the Mahakam Ulu Regency Industry, Trade, and Cooperatives Office. The data analysis technique using interactive model analysis was developed by Miles et al., (2014), namely data condensation, data presentation, and conclusion drawn. The results of the study showed. The empowerment program carried out by the Mahakam Ulu Regency Industry, Trade, and Cooperatives Office includes: a. Identify the potential and community empowerment programs in the economic sector. This is done with the development and Human Resources (HR) of the SMEs themselves, b. Coaching for industrial management magazines and improving entrepreneurship and c.  Marketing development in an effort to increase market access through improving product quality and product marketing. Improving the quality of SME products accompanied by improving packaging quality, improving hygiene and product certification, and exhibiting small industries. Impact of SME empowerment carried out by the Mahakam Ulu Regency Industry, Trade, and Cooperatives Office: a. The productivity of MSME entrepreneurs shows optimal results. b. The impact of the empowerment of SMEs not only affects job opportunities in the surrounding community, but also has an impact on the income of the surrounding community.

This study aims to design and develop a web-based stock and sales transaction management system that can help admins manage accounts, stock, transactions, and sales analysis using the Apriori algorithm. This system is designed with main features such as automatic transaction recording, real-time stock monitoring, and customer purchasing pattern analysis reports. The methods used in this study include needs analysis, system design, implementation, and testing using the black box testing method. The test results show that the system runs according to the design and can increase efficiency in managing sales data. However, there are several limitations such as the need for periodic database maintenance and limitations in raw material management. With this system, it is expected that the process of recording transactions and sales analysis can be carried out faster and more accurately, thus helping in making business decisions.

Active, Creative, Innovative and Fun Learning Training (PAIKEM) is a strategy designed to improve the quality of learning through an approach that involves students actively and creatively. This article aims to describe the implementation and results of PAIKEM training for elementary school teachers in Padang Cermin District, Pesawaran Regency, Lampung. Training was carried out in three stages: preparation, implementation and evaluation. The methods used include simulations, group discussions, and practical assistance in class. The results of the training show an increase in teachers' understanding of PAIKEM principles, increased skills in applying creative methods, and increased student participation in the learning process. This training makes a significant contribution to the development of teacher competence and the quality of learning in elementary schools. To ensure the sustainability of the impact of training, continued assistance and synergy between schools, government and the education community is needed.

The purpose of this study is to examine the impact of Augmented Reality (AR) application usage at IT Telkom Purwokerto on consumer brand attitudes. A total of 200 questionnaires were distributed, with 125 deemed suitable for analysis. The findings reveal that the use of the AR application significantly influences consumer attitudes towards the brand, particularly in terms of user experience, engagement, and perceived realism. The quality of the AR application is shown to have good reliability, and each dimension positively correlates with consumer attitudes. The perceived realism of the AR experience is a crucial factor in shaping positive consumer attitudes towards the brand. The study also identifies a significant relationship between AR application usage, consumer satisfaction, and brand loyalty. Practically, AR can aid IT Telkom Purwokerto in developing more effective marketing models. This study proposes a model to understand the effect of AR applications on positive consumer brand attitudes, assisting marketers in implementing more effective marketing strategies.

Paralegals play a crucial role in providing access to justice, particularly in legal aid provision and legal empowerment for communities. In this context, the role of paralegals is essential in bridging the gap in legal access, especially in areas that lack sufficient numbers of advocates. Bubalango Village in Sumalata District, North Gorontalo Regency, faces limitations in access to information and legal understanding, which hinders the community from obtaining the legal assistance they need. Therefore, the Faculty of Law at the University of Gorontalo organized a paralegal training program to enhance the community’s capacity in providing basic legal aid, educating citizens about their rights, and strengthening networking and partnerships with legal institutions and the government. The training includes topics on the Indonesian legal system, citizens' rights, paralegal ethics, and practical skills in drafting legal documents and mediation. It is hoped that this training will strengthen access to justice and build a more inclusive legal system at the village level

Professional legal ethics plays a crucial role in carrying out the legal profession with integrity and fairness. For Civil Servants (ASN), especially those working at the Higher Education Service Institution (LLDIKTI), the implementation of professional legal ethics becomes even more critical, considering their role as bureaucrats who must uphold legal and ethical values in every decision they make. LLDIKTI is tasked with managing, supervising, and facilitating the organization of higher education in Indonesia, requiring its ASN to always adhere to principles of transparency, justice, and accountability in performing their duties. However, the implementation of professional legal ethics in LLDIKTI faces various challenges, including potential conflicts of interest, political pressure, complex bureaucracy, and limited human resources. This study aims to analyze the implementation of professional legal ethics in LLDIKTI and identify the challenges ASN face in applying these ethics. Additionally, the study seeks to provide recommendations on the steps that should be taken to optimize the implementation of professional legal ethics within the ASN environment in LLDIKTI. This research uses a qualitative approach, referring to legal ethics theories developed by Algra (2013) and Winarta (2007), as well as regulations governing ASN, such as Law No. 5 of 2014. The findings of this study are expected to contribute to the formulation of policies and training that enhance the professionalism and integrity of ASN in LLDIKTI.

This study aims to analyze the importance of professional laws and codes of ethics for members of the National Police of the Republic of Indonesia (Polri). The National Police professional code of ethics is a code of conduct that must be followed by every member of the National Police in carrying out their duties and responsibilities. This study examines the legal aspects that govern the code of ethics, as well as evaluating the challenges and its implementation in police practice. Data was collected through literature studies, analysis of laws and regulations, and in-depth interviews with members of the National Police. The results of the study show that effective enforcement of the code of ethics can strengthen integrity, professionalism, and public trust in the National Police. However, several challenges are still faced in the implementation of the code of ethics, such as the lack of socialization and strict supervision. This research provides recommendations to increase awareness and compliance of members of the National Police with the code of ethics, as well as strengthen its enforcement mechanism to strengthen.