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Mia Kusmiati; Avinash Pawar; Asep Gema Nurochmat; Hari Imbrani; M. Syahrudin +1 more

International Journal of Entrepreneurship and Management 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

The purpose of this study is to analyze the strategic role of the Green Human Resource Information System (Green HRIS) in bridging the transformation of human resource management with the demands of Environmental, Social, and Governance (ESG) principles, specifically examining how Green HRIS contributes to sustainable HR practices, organizational performance, and digital HR transformation. Using a Systematic Literature Review (SLR) approach, this study identifies, evaluates, and synthesizes prior research by conducting a structured search across major academic databases—Scopus, Web of Science, Springer, Elsevier, and Wiley—for publications from 2020 to 2025 that address green HRM, HR digitalization, sustainable HR practices, and ESG integration. The review process includes screening titles, abstracts, and full texts, extracting key data, and categorizing findings into environmental, social, and governance dimensions. The results demonstrate that Green HRIS strengthens ESG implementation by reducing paper usage, lowering carbon emissions, and promoting sustainable HR practices such as digital recruitment and e-learning, while also improving governance through enhanced transparency, accountability, regulatory compliance, and real-time reporting. Empirical evidence indicates that Green HRIS fosters employee engagement, organizational innovation, and the development of green competitive advantages. Practically, the study highlights how organizations, policymakers, and HR managers can utilize Green HRIS to optimize digital transformation and meet ESG requirements, thereby reinforcing legitimacy and long-term competitiveness within the green economy. This research offers originality as one of the first systematic reviews addressing Green HRIS in the ESG era, integrating theories such as the Resource-Based View, Technology Acceptance Model, and organizational sustainability theory, while also mapping trends, best practices, and gaps for future research.

Mika Lestari; Qayla Sa’adatu Gina; Salsa Dzakia Fitriani; Endah Ayu Atika; Nur Nadya Anggraeni +5 more

Jurnal Pengabdian Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to improve the welfare of curly red chili farmers in Tanjung Seteko Village through the innovation of processing fresh chili into chili oil. The background of this research lies in the low added value of fresh chili and frequent price fluctuations that cause unstable farmer incomes. The study employed a descriptive qualitative approach involving preparation, implementation, and evaluation stages, with purposive sampling covering farmers, farmer group members, housewives, and village officials. Data were collected through observation, interviews, documentation, and questionnaires. The results indicate that processing chili into chili oil can extend shelf life up to 1–2 months at room temperature and more than 6 months under refrigeration, reduce harvest losses by 30–40%, and significantly increase economic value compared to selling fresh chili. A single production process using 5 kg of curly red chili yields 16 liters of chili oil with an estimated selling price of IDR 1.500.000-2.000.000 per production cycle, showing that simple processing activities can provide substantial added value for farmers. Beyond economic benefits, this innovation strengthens community empowerment by improving processing skills, encouraging economic independence, promoting participation in value-added businesses, and reinforcing local economic resilience. The social impacts also include youth and women empowerment and broader opportunities for local product–based entrepreneurship. The study recommends continuous capacity development, digital marketing strategies, and ongoing mentoring to optimize farmer welfare. Therefore, processing curly red chili into chili oil is a strategic solution to enhance income, skills, and sustainable rural economic development.

Zahir Muhammad Fadhilah Harahap; Haya Aghnia Azzahra; Nabila Nasywa; Nurbaiti Nurbaiti

Neptunus: Jurnal Ilmu Komputer Dan Teknologi Informasi 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

This study discusses the implementation of innovative software to improve the efficiency of information management systems at Bank Syariah Indonesia (BSI). The backround of this research begin with growing need for effective and efficient information systems in the digital era, particularly in Islamic banking which requires compliance with sharia principles. The purpose of this study is to identify how software innovation can support better service, data security, and operational effectiveness at BSI. By employing a qualitative descriptive methodology along with a literature review, this research analyzes various technological innovations such as artificial intelligence (AI), big data, and Customer Relationship Management (CRM) applications in Islamic banking systems. The findings show that the adoption of modern information technology significantly enhances operational efficiency, service quality, and competitiveness. The conclusion highlights that software innovation integrated with sharia principles strengthens the management information system and supports BSI’s vision to become a global center of Islamic finance. Future development of software should focus on improving data security and adapting to advanced technologies to further enhance customer service quality.

Elmustian Elmustian; Siti Andriana

International Journal of Studies in International Education 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

This article discusses the development of Digital Learning media based on Malay rhymes for high school students (SMA) with the aim of improving the competence of literary appreciation. The research was conducted using research and Development (R & D) with the ADDIE model (Analysis, Design, Development, Implementation, Evaluation). Data were collected through observation, questionnaires, and literature appreciation tests given to students before and after using digital learning media. The results showed that digital learning media Malay poem was able to improve students' understanding of the structure, meaning, and cultural values in the poem. In addition, this media makes it easier for teachers to present literary material in an interactive and interesting way, thereby increasing student learning motivation. The integration of digital media in learning also facilitates students in exploring literature more creatively. This finding confirms that the integration of digital technology in traditional literary learning can support the improvement of cultural literacy competence and literary appreciation in high school students. This innovation opens up new possibilities for engaging students with their cultural heritage in a digital era, encouraging a deeper understanding and connection with traditional arts.

A. Muhammad Idkhan; Iswahyudi Indra Putra; Irawan, I Putu Redy; Dennis Lorens; Nur Fadillah

Jurnal Pengabdian Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

Entrepreneurship training is crucial for enhancing students' understanding and motivation in facing the evolving business world. This community service activity aims to strengthen students' entrepreneurial knowledge and motivation through interactive discussions and business practice simulations. The methods used included pre- and post-tests to measure changes in knowledge and motivation among 30 participating students. The results showed a significant improvement in the cognitive aspect, with the average student knowledge score increasing from 3.5 to 8.3. Furthermore, the motivational aspect also experienced a significant increase, from an average of 25.43 to 43.36, indicating a positive impact of the applied learning model. Overall, this training proved effective in improving students' readiness to understand business concepts and fostering an internal drive for entrepreneurship. Therefore, the interactive discussion model is recommended as a strategy for strengthening entrepreneurship in higher education environments, to provide practical experience while simultaneously increasing students' motivation for entrepreneurship.

Dzulfikri Azis Muthalib; Husin Husin; Unika Oktaviani Damau; Harmiaty Bahar; Windayani Windayani +5 more

Jurnal Pengabdian Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

This community service activity aims to enhance supply chain efficiency and expand market access for Micro, Small, and Medium Enterprises (MSMEs) in Wabula Satu Village, Buton Regency, Southeast Sulawesi. The main problems faced by MSMEs include inefficient supply chain management, limited production coordination, and low utilization of digital technology for product marketing. The program was implemented using an educational-participatory approach through a series of training sessions, simulations, and mentoring activities. The results revealed significant improvements in participants’ understanding of supply chain management, production efficiency, and digital marketing skills, particularly through social media and marketplace platforms. MSMEs also showed progress in branding and product packaging, while collaborative networks were established to support collective raw material procurement and joint distribution. This program has contributed to improving local business competitiveness, productivity, and sustainability. Moreover, it demonstrates an effective community empowerment model based on technology adoption and collaboration to strengthen village economic resilience in the digital era.

Saskia Widya Aini; Winda Ayu Amelia; Hanydhar Rose Manicha; Nisa Dwi Septiyanti; Rizky Basatha

Merkurius : Jurnal Riset Sistem Informasi dan Teknik Informatika 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Rapid advances in Information Technology (IT) in the 21st century have significantly transformed educational practices, particularly in vocational high schools (SMK) specializing in Software Engineering (RPL). Traditional learning media, such as textbooks, static slides, and lectures, often fail to provide an interactive learning experience, limiting students’ engagement and reducing the effectiveness of knowledge retention. To overcome this challenge, this study focuses on developing and validating an interactive quiz application called VOCANETIC, designed as an innovative learning aid for SMK RPL students. The research uses a Research and Development (R&D) approach, emphasizing the stages of product development, expert validation, and feasibility assessment. VOCANETIC is developed using VB.NET in the Microsoft Visual Studio environment, and MySQL is employed for efficient data management and storage. The application features interactive quizzes, real-time feedback, and user-friendly interfaces to enhance student engagement and motivation. Based on evaluation and analysis by expert validators, VOCANETIC meets the “Proper” feasibility criteria, demonstrating usability, interactivity, and educational effectiveness. The results indicate that VOCANETIC is capable of supporting active learning, improving students’ understanding of software engineering concepts, and providing an effective platform for self-assessment and practice. In conclusion, the VOCANETIC application is proven to be a valid, reliable, and practical tool that can be implemented as an interactive learning medium in SMK RPL, offering an innovative approach to facilitate student learning and engagement in the digital era.                                                              

Agrinda Aulia Lubis; Bambang Irwansyah

Merkurius : Jurnal Riset Sistem Informasi dan Teknik Informatika 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

This study describes the development of a web-based Archival Information System aimed at improving the efficiency and accuracy of managing incoming and outgoing correspondence at the Teluk Nibung Sub-District Office in Tanjungbalai City. The system enhances administrative workflows by digitizing key processes, including the receipt, verification, recording, and archiving of incoming letters, as well as the preparation and distribution of outgoing letters. Management of incoming and outgoing documents is handled separately to ensure systematic processing and to reduce errors commonly found in manual administration. Developed using web-based technologies and supported by a MySQL database, the system enables flexible access, automated data storage, and faster document retrieval. The implementation results indicate notable improvements in administrative performance, such as quicker processing times, reduced reliance on paper-based archives, and improved data security. Overall, the system supports the modernization of public sector administration and contributes to more effective, reliable, and sustainable archival management practices at the sub-district office level.

Ifan Dwi Ramadan; Tegar Romadhany; Julio Yoga Pratama; Rafli Triofansyah; Ito Setiawan

Merkurius : Jurnal Riset Sistem Informasi dan Teknik Informatika 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

This study aims to evaluate the performance of Digilib services at Amikom University Purwokerto using the Information Technology Infrastructure Library (ITIL) version 3 framework in the Service Operation domain. The phenomenon underlying this study is the indication of a decline in the operational effectiveness of Digilib services as seen from the inconsistency of system performance, access speed, and limited service features. This study uses an evaluative quantitative approach by collecting data through a questionnaire compiled based on five main processes in the Service Operation domain, namely Event Management, Incident Management, Request Fulfillment, Problem Management, and Access Management. The research respondents were library staff directly involved in the management and operation of Digilib services. Data were analyzed using a process maturity model (Process Maturity Model) to assess service capabilities based on a scale of 0–5. The results of the analysis indicate that the overall maturity level of Digilib services is at Level 4 (Managed Process), with an average value of 4.07. This indicates that the operational process has been controlled and measured through certain performance indicators, although there are still opportunities for improvement towards Level 5 (Optimized), especially in the Request Fulfillment and Problem Management domains. These findings contribute to strengthening IT service governance in the higher education sector and provide strategic recommendations for improving automation, system integration, and data-driven service management. The implications of this research encourage the development of policies to improve the quality of digital services and serve as a reference for further research on ITIL implementation in academic settings.

Muhamad Alwi Khoerul Mufti; Karina Puspita Prameswari; Ayu Widyaningsih, Dyah; Siti Nur Kharisma Akbar

Merkurius : Jurnal Riset Sistem Informasi dan Teknik Informatika 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

The development of information technology (IT) has become a crucial element in improving operational efficiency and business competitiveness in the digital era. This study aims to design an information technology infrastructure strategy for a local skincare company that currently still faces obstacles due to fragmented communication processes and manual data recording. The research method uses the Ward and Peppard framework, supported by SWOT and Value Chain analysis to identify the internal and external business environment and formulate an IS/IT strategy that aligns with the business strategy. The research approach is descriptive qualitative through interviews, observations, and literature studies. The analysis results indicate that the main problem lies in the lack of infrastructure capable of integrating production, distribution, and inventory management processes. Based on these findings, this study recommends designing an infrastructure strategy that supports the implementation of the integrated system "Sivendor". This system functions as a hub that connects workflows between production vendors, warehouses, and sales departments. In conclusion, this study produces a blueprint for an adaptive IT infrastructure strategy as a technical foundation to minimize data errors, improve operational efficiency, and support real-time decision-making.

Erwin, Moh. Erwin Budiana

Inspirasi Dunia: Jurnal Riset Pendidikan dan Bahasa 2025 Universitas Maritim AMNI Semarang

Based on observation data, it can be seen that science learning in elementary schools still does not improve student learning outcomes. This is because the learning is still teacher-centered or learning that is centered on the teacher (the teacher is active while the students are passive) and the use of learning media is still lacking. This can cause the impression of boring learning and can result in low student motivation which has an impact on student learning outcomes in learning. Therefore, a study was conducted on the use of role-playing tools in improving science learning outcomes about the motion of objects and energy. The purpose of this study was to improve science learning outcomes about the motion of objects and energy by using teaching aids. This study used classroom action research (CAR). The research subjects were grade III students of SD Negeri 06 Dobo, Aru Islands Regency, Maluku. The results of the study showed that the use of role-playing tools can increase (1) student activity in learning, (2) increase teacher activity, (3) Improve student learning outcomes in science learning about the motion of objects and energy. Based on the results of the study, it can be concluded that the use of teaching aids can improve student learning outcomes in science learning about the motion of objects and energy. Suggestions that can be given in this study are that student learning outcomes can be improved through other learning methods and media.

Sury Handani; Ismaniar Ismaniar; Lili Dasa Putri

Inspirasi Dunia: Jurnal Riset Pendidikan dan Bahasa 2025 Universitas Maritim AMNI Semarang

Childhood obesity has become an increasingly significant health and education problem in various countries, including Indonesia, influenced by unhealthy eating patterns, lifestyle changes, and low nutritional literacy within families. This article aims to examine the lack of balanced nutrition in obese early childhood from the perspective of family education as part of non-formal education. The research method used is a literature review by reviewing national and international literature related to nutrition, child growth and development, and the increasing trend of obesity. The results show that obesity has physical, cognitive, psychological, and social impacts that can hinder a child's holistic development. Parents play a crucial role in establishing healthy eating habits, monitoring food consumption, and fostering an active lifestyle. Improving nutritional literacy within families, synergizing with early childhood education institutions, and supporting public health policies are considered crucial to preventing the long-term risk of obesity. Therefore, family education about balanced nutrition is a crucial strategy in supporting optimal growth and development and creating a healthy and competitive generation of early childhood children.

Adlan Ali; Emir Zaygh

Majelis : Jurnal Hukum Indonesia 2025 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

The rapid growth of online commerce in Indonesia has significantly transformed the way people fulfill their daily needs by providing easier, faster, and more flexible access to goods and services through digital technology. Despite these advantages, the development of e-commerce also presents serious challenges, including rising cases of online fraud, discrepancies between advertised and delivered products, failed transactions, and personal data breaches that threaten consumer privacy. These issues create imbalances in digital contractual relationships, undermining trust and legal certainty for buyers. This study aims to analyze the implementation of the principle of fairness for consumers in e-commerce practices in Indonesia, while also identifying regulatory weaknesses and existing dispute resolution mechanisms. Using a normative legal research approach supported by case studies, the study examines the effectiveness of relevant legal frameworks, particularly the Consumer Protection Law (UUPK) and the Electronic Information and Transactions Law (UU ITE). The findings reveal that although these regulations provide a legal basis for consumer protection, their implementation remains inadequate. Weak supervision of online business actors, limited accountability of platform providers in ensuring transaction security, and complex, costly compensation procedures continue to hinder consumer rights protection. These conditions highlight the urgent need to strengthen consumer protection systems that are more adaptive, efficient, and oriented toward public interest. The study emphasizes the importance of improving online dispute resolution mechanisms, enhancing transparency and responsibility of digital platforms, and expanding digital literacy among consumers. Such measures are essential to ensure that fairness in e-commerce is not only guaranteed normatively, but also effectively realized in everyday digital transactions.

Nursahriza Nursahriza

Studi Administrasi Publik dan ilmu Komunikasi 2025 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

This study aims to analyze the concept of modern governance in public service delivery using a descriptive qualitative approach through an extensive literature review. Modern governance is understood as a governance model that emphasizes collaboration, transparency, adaptability, and the involvement of multiple actors within policy networks. The data were collected from books, journal articles, international institutional documents, and previous research relevant to governance and public administration. The findings indicate that modern governance significantly contributes to improving public service effectiveness, particularly through digital innovation, data integration, and collaborative mechanisms between government institutions and citizens. Several case studies—such as public service innovations in Surabaya, Surakarta, and various village administrations—demonstrate that this model can accelerate service processes and enhance public satisfaction. However, the implementation of modern governance still faces challenges, including limited resources, rigid bureaucratic culture, low public participation, and the inconsistent application of good governance principles. This study concludes that modern governance holds substantial potential to strengthen the quality of public services in Indonesia, yet requires strong governmental commitment, technological readiness, and active community involvement to be effectively implemented.

Dewi Yasmine Ammaratih; Anggraeny Puspaningtyas; Eddy Wahyudi

Jurnal Hukum, Administrasi Publik dan Negara 2025 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

The main problem in empowering fish farming communities in Dawuhan Village, Poncokusumo District, Malang Regency is how to empower communities through the Peti Koin Bermantra Program in Dawuhan Village, Malang Regency, such as low managerial capacity, weather constraints, high feed prices, and limited market access, which have an impact on the suboptimal economic improvement of the community. This study aims to analyze the implementation of the Peti Koin Bermantra Program in empowering fish farming communities to improve their economic welfare. The study uses a qualitative method with a descriptive approach, as well as the community empowerment theory of Hashemi, Schuler, and Riley (1996). The results show that the Peti Koin Bermantra Program contributes positively to improving community welfare through eight empowerment indicators, such as increased mobility, small-scale purchasing power, ability to make larger purchases, involvement in major decisions, freedom, political and legal awareness, participation in public protests and political campaigns, economic security, and contribution to family support. The success of the program was supported by collaboration between facilitators, the East Java Provincial Marine and Fisheries Service, and the Malang Regency Fisheries Service, although there were still obstacles in terms of capital, group management, and product innovation. To support the sustainability of the program,

Listia Evalina; Rokiah Kusumapradja; Tjipto Rini; Aytan Azizli

International Journal of Management and Strategic Business Leadership 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study investigates the clinical handover process as a critical component of patient safety and healthcare service quality in hospital settings. Inconsistent communication, incomplete documentation, and the absence of standardized procedures were identified as major problems contributing to communication failures and potential adverse events. The objective of this research was to develop and test a structured and effective handover model that could improve communication accuracy and documentation reliability among healthcare professionals. A mixed methods design was employed, consisting of a qualitative phase (in-depth interviews, observations, and document analysis) to explore real-world handover practices, followed by a quantitative phase using a pretest–posttest design to evaluate the effectiveness of the proposed model. The study proposes an integrated handover model based on SBAR-IM (Situation, Background, Assessment, Recommendation, Intervention, Monitoring) strengthened by Quality Control (QC) and Mutual Confirmation (MC) mechanisms. The findings demonstrate a significant improvement in handover quality after implementation, with communication scores increasing from 74 to 84.5 and documentation scores improving from 48.3 to 63.0 (p < 0.05). Qualitative results further revealed reduced communication errors, improved clarity of clinical information, and enhanced interprofessional collaboration. This study concludes that the proposed SBAR-IM–based QC–MC model is effective, practical, and suitable for improving patient safety and healthcare service quality in hospital environments.

Amalia, Marsha Nur

Inspirasi Dunia: Jurnal Riset Pendidikan dan Bahasa 2025 Universitas Maritim AMNI Semarang

This study aims to describe the implementation of the Problem Based Learning (PBL) model in teaching personal and official letter writing, and to examine its impact on improving the writing skills of Grade VII B students at SMP Negeri 2 Banjarmasin. The study is motivated by students’ difficulties in distinguishing the structure and language style of personal and official letters, as well as their low engagement in the learning process. This research employed a descriptive quantitative approach using a One Group Pretest-Posttest design. The instruments included writing tests (pre-test and post-test) and observation sheets to assess students’ activities and attitudes. The results indicate that PBL positively influences students' writing abilities. This is evidenced by a significant increase in the average post-test scores compared to the pre-test, along with improvements in critical thinking, collaboration, and independence. Students also demonstrated better understanding of the structural and linguistic features of both types of letters. Thus, the PBL model is recommended as an effective instructional strategy to enhance the quality of writing instruction, particularly within the framework of the Kurikulum Merdeka.

Thavany, Sevti Putri; Legiawati, Nurfazria; Zahra, Finesha Meirylla; Anggita, Via; Ertinawati, Yuni

Inspirasi Dunia: Jurnal Riset Pendidikan dan Bahasa 2025 Universitas Maritim AMNI Semarang

This study aims to describe the implementation of Indonesian language development through the learning of standard words and the Enhanced Spelling System (EYD) at MTs Sambongjaya. The method used is a descriptive qualitative method, with data collection techniques consisting of observation and documentation. The development activities were carried out by applying the Team Games Tournament (TGT) learning model. The results of the study indicate that the implementation of the TGT model was able to improve students’ motivation and understanding of standard word usage and EYD. Students appeared enthusiastic during the learning process, although some still experienced difficulties in reading and applying correct spelling. The TGT model created a competitive yet collaborative environment that enhanced students’ engagement in learning. Despite the challenges, the model proved effective in fostering students’ awareness of the importance of using proper and correct language. It also encouraged them to be more careful in applying EYD rules, which contributed to their language proficiency. The study concludes that Indonesian language development activities through learning standard words and EYD, supported by the TGT model, can significantly enhance students’ language skills and understanding, thus improving their overall language use in educational settings. This approach can serve as a model for similar educational institutions aiming to enhance language proficiency.

Muhammad Zaidan Firdaus

Desentralisasi : Jurnal Hukum, Kebijakan Publik, dan Pemerintahan 2025 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This study examines the effectiveness of law enforcement regarding violations of Article 287 paragraph (2) of Law Number 22 of 2009 on Road Traffic and Transportation, particularly concerning red-light violations (APILL). Although the legal provisions are clearly formulated, practical implementation reveals a gap between the normative expectations (das Sollen) and actual conditions (das Sein). This research employs a normative juridical method supported by secondary empirical data, analyzed through Lawrence M. Friedman’s legal system theory and Satjipto Rahardjo’s theory of law enforcement. The findings show that the effectiveness of enforcing red-light regulations is influenced by structural aspects of law enforcement agencies, the community’s weak legal culture, and supporting facilities such as the uneven distribution of ETLE systems. The study concludes that the enforcement of Article 287 paragraph (2) remains suboptimal, and therefore requires strengthening ETLE infrastructure, improving officer professionalism, reassessing the proportionality of sanctions, and enhancing public legal education to increase traffic compliance.

Freyro Dobry Sianipar; Ruth Amelia Vega S Meliala; Yoseph Christian Sitanggang; Adidtya Perdana

Neptunus: Jurnal Ilmu Komputer Dan Teknologi Informasi 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Information system security faces serious challenges due to increasingly complex cyber attacks. Intrusion Detection Systems (IDS) require efficient approaches to handle high-dimensional data such as the NSL-KDD dataset with 41 features. This study aims to implement the Genetic Algorithm (GA) for feature selection on the NSL-KDD dataset to improve the efficiency and accuracy of network attack detection. The method used is computational experimental research, involving data preprocessing, GA implementation for feature selection, building a classification model using Random Forest, and performance evaluation based on accuracy, precision, recall, F1-score, and computation time. The results show that GA successfully reduced features from 41 to 12 features (70.7% reduction), significantly improving computational efficiency. However, model accuracy slightly decreased from 0.4973 to 0.4951, indicating that while GA is effective for feature selection, the elimination of certain features may reduce classification capability. The implication of this study is that GA can be used as a tool to simplify intrusion detection models, but it should be combined with parameter optimization and data imbalance handling to achieve more optimal performance.