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74,467 articles from 724 journals · 2,111 citations tracked

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Moch Iqbal Romadhon

Jurnal Ilmiah Ekonomi, Akuntansi, dan Pajak 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study evaluates the effectiveness of the SAP accounting information system in supporting the implementation of the Independent Learning–Independent Campus (MBKM) Internship Program at PT Japfa Comfeed Indonesia Tbk, Gedangan Unit. SAP, as an integrated Enterprise Resource Planning (ERP) system, was adopted to replace the previous desktop-based system, which had significant limitations, such as restricted local access, dependence on additional licenses, and lower integration capabilities across departments. The main objective of this research is to determine how SAP contributes to improving organizational efficiency while simultaneously providing practical learning opportunities for students participating in the MBKM internship program. A descriptive qualitative approach was employed, with data collected through direct observation of company operations, semi-structured interviews with student interns and field supervisors, and analysis of company documentation. The findings indicate that the use of SAP has enhanced efficiency, accuracy, and speed in recording and reporting financial transactions. Through their internship, students engaged directly in business processes, particularly in handling purchase requisitions, reimbursement procedures, and asset management activities. This exposure enabled students to develop a deeper understanding of integrated financial systems and the workflow of a large-scale agribusiness corporation. Although several technical challenges were encountered, particularly in the form of temporary network disruptions, such issues did not substantially hinder the system’s overall performance. The availability of prompt technical support from the company’s IT team minimized potential negative impacts and ensured system continuity. Beyond improving corporate financial governance, SAP also offered valuable experiential learning for interns, bridging theoretical knowledge acquired in academic settings with real-world industrial applications. Overall, the study concludes that SAP functions not only as a strategic enterprise tool for the company but also as an effective educational medium that supports the success of the MBKM internship program.

Ade Maulana

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

The manual, paper-based election of the Student Council President faces various challenges, such as the lengthy vote counting process and the potential for errors in the recapitulation. To address these issues, this study designed a web-based e-voting information system at SMK Negeri 4 Tangerang Regency. This system was built using the Rapid Application Development (RAD) method, which emphasizes speed of development through iteration and prototyping based on user feedback. The development results indicate that e-voting can accelerate voting and vote counting, provide real-time results, and reduce paper usage. This system has been tested using blackbox testing, proving that all functions work as expected and are easily accessible to students. The study concludes that the implementation of web-based e-voting can improve efficiency, security, and transparency in the election of the Student Council President, with suggestions for system usage simulations and regular usability evaluations. Furthermore, this study also shows that the implementation of a web-based e-voting system can reduce the potential for fraud that often occurs in manual elections. With an automated and integrated system, every vote cast by voters is recorded accurately, reducing human error in the vote counting process. System security is also maintained through authentication mechanisms that ensure only authorized users can vote, as well as data encryption to protect sensitive information. This increases voter confidence in the election results, as the process is more transparent and free from manipulation. Furthermore, although the e-voting system has proven effective in increasing election efficiency and accuracy, the study also recommends the need for training for system users, both students and election committee members, to ensure they can utilize the system optimally. Continuous evaluation of the system's usability is also crucial to ensure that the interface remains user-friendly and easily accessible to all parties.

Usman Arfan; Alfian Nuwa Basinung

JTI : Jurnal Teknologi dan Informatika 2025 STMIK Pesat Nabire

Manual letter archiving in government institutions often faces various challenges, such as limited storage space, the risk of document loss, and slow information retrieval processes. This study aims to design and implement a web-based letter archiving information system as a solution to improve the efficiency and transparency of document management at the Forestry Office of Central Papua Province. The system development method adopts the Scrum approach, allowing for iterative development and adaptability to changing user needs. The system was built using the PHP programming language and a MySQL database, and includes features such as archiving incoming and outgoing letters, document tracking, quick search functionality, and archive category management. The implementation results show that the developed system significantly enhances the speed and accuracy of letter management, minimizes data entry errors, and strengthens institutional accountability and operational efficiency. This system provides a substantial contribution to the digitalization of public administration services, particularly in managing official documents.

Ahmad Rangga Prihadit; Didi Muhtarom

Mutiara Pendidikan dan Olahraga 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

Football is a sport that requires mastery of basic techniques, one of which is dribbling. Dribbling techniques are very important because they serve to control the ball, pass opponents, and create opportunities in the game. Based on initial observations at SSB Selection FC Pabuaran, Cirebon Regency, it is known that the mastery of dribbling techniques in U-14 athletes is still relatively low. This is shown through unfocused gaze when dribbling, improper touching, and lack of balance when dribble, which has an impact on the effectiveness of the game and the team's overall performance. One of the factors that causes the weakness of dribbling ability is the lack of variety of exercises, especially those that emphasize the aspects of speed and agility. Exercises with the zig-zag trajectory method are an effective form of exercise to improve speed, agility, and ball control. This method helps hone motor response, maneuver accuracy, and dribbling skills in dynamic game conditions. This study aims to find out the extent of the influence of dribbling practice using the zig-zag trajectory method on increasing dribbling speed in U-14 football athletes at SSB Selection FC Pabuaran. The research uses a quantitative approach with experimental methods. Data collection techniques were carried out through observation and dribbling tests before and after treatment. The results of this study are expected to provide an empirical picture of the effectiveness of zig-zag training on the technical aspects of the game of football at an early age. In addition, this research is also expected to be a reference for coaches in designing a more structured training program that is in accordance with the development needs of young athletes. Thus, the development of basic techniques from an early age will be more optimal and contribute to the improvement of national football achievements in the future.

Assya Harnita Lubis; Husnul Khair; Muammar Khadapi

Repeater : Publikasi Teknik Informatika dan Jaringan 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

The rapid advancement of information technology has brought significant transformation across multiple sectors, including library management systems. One of the pressing needs in higher education libraries is the development of an efficient, accurate, and secure borrowing system that reduces human error and improves service quality. This study aims to design and implement a book borrowing system for the STMIK Kaputama library by utilizing Radio Frequency Identification (RFID) technology integrated with the Internet of Things (IoT). The proposed system employs the ESP32 microcontroller as the core controller, supported by the RFID RC522 module and buzzer as primary devices to facilitate the automatic identification of library members and borrowed books. The borrowing and returning process is executed through RFID card scanning, with all transaction data transmitted via WiFi and stored in a MySQL database, which is managed through a PHP-based web platform. The development process follows the Agile methodology, enabling iterative improvement and adaptability to user requirements. System testing demonstrates that the integration of RFID and IoT technology significantly enhances the efficiency, accuracy, and speed of library operations compared to the previous manual system. Furthermore, the system allows real-time recording of borrowing transactions, monitoring of user activities, and centralized data management. These features not only streamline library services but also improve data security and reduce the risk of loss or duplication of records. Overall, the implementation of this RFID-IoT-based system provides an innovative solution for modernizing library management, particularly in higher education institutions. The system ensures faster services, minimizes errors, and creates a structured and reliable digital infrastructure to support academic information services. This study highlights the potential of combining RFID and IoT technologies to improve the quality and effectiveness of library systems in the digital era.

Jimmi Ari Duri; Yuniana Cahyaningrum; Syed Anfal Asif

International Journal of Applied Mathematics and Computing 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

Integral equations are essential tools in applied mathematics, with wide-ranging applications in fields such as physics, engineering, and finance. However, solving these equations presents significant challenges, particularly when dealing with complex, high-dimensional, or singular problems. Traditional methods, such as manual analytical techniques or direct numerical approaches, often struggle with computational efficiency, especially for large-scale systems, and may not be suitable for handling ill-conditioned problems. This study aims to develop an efficient numerical method for solving integral equations by combining adaptive quadrature techniques with Python-based iterative solvers. The adaptive quadrature method adjusts the step size dynamically based on error estimates, ensuring high accuracy even in the presence of singularities or near-singularities, which are common in many real-world problems. The iterative solver, based on Krylov subspace methods, enhances computational efficiency by reducing memory usage and improving the convergence speed of the solution. By using these techniques together, the proposed method significantly improves the computational time required to solve large-scale and complex systems of integral equations, while maintaining satisfactory accuracy. The results demonstrate that the adaptive quadrature technique, when combined with the Python-based iterative solver, offers a substantial advantage in both speed and precision compared to traditional methods. The proposed method is especially effective in handling complex, high-dimensional systems and ill-conditioned problems, making it a powerful tool for applied mathematics, physics, and engineering applications. In conclusion, this study presents a robust and efficient approach for solving integral equations, with potential for future research in solving non-linear and multi-dimensional integral equations.

Khoirul Anwar Rifa’i; Wirawan Wirawan

Jurnal Kendali Teknik dan Sains 2025 International Forum of Researchers and Lecturers

Photogrammetry is a widely used technique in reverse engineering that utilizes photographs taken from multiple angles to capture the geometric structure and surface textures of physical objects. This method has gained popularity due to its cost-effectiveness and time efficiency compared to more expensive alternatives such as laser scanning. However, one of the primary limitations of photogrammetry is its susceptibility to dimensional deviations that can affect the accuracy of the resulting 3D model. Among the influential parameters, the number of photos taken and the camera’s shutter speed play a crucial role in determining the level of geometric precision. This study aims to analyze the effect of the number of photos and shutter speed on dimensional deviation in 3D reconstruction results. It also seeks to determine the optimal combination of these parameters to enhance model accuracy in reverse engineering applications. The research method used is an experimental approach, in which variations of photo quantity and shutter speed are applied during image capture. The resulting photographs are processed into a 3D model using Computer-Aided Design (CAD) software and compared with the actual dimensions of the object under study. The findings reveal that both the number of photos and shutter speed significantly influence dimensional accuracy, both individually and interactively. The best results were obtained using a combination of 48 photos with a shutter speed of 0.020 seconds, yielding the smallest deviation of 7.6 mm. In contrast, a combination of 36 photos with the same shutter speed produced the highest deviation at 10.6 mm. ANOVA analysis yielded a p-value < 0.05 and an R² value of 94.21%, confirming the importance of selecting appropriate imaging parameters for accurate photogrammetry outcomes.

Muhammad Jauhari Fikkri; Wirawan Wirawan

Jurnal Kendali Teknik dan Sains 2025 International Forum of Researchers and Lecturers

Photogrammetry is an important technique in the reverse engineering process to reconstruct 3D images without requiring initial design data. This technique allows the creation of digital models of physical objects through processing a series of two-dimensional images. This study aims to analyze the effect of camera ISO settings and shutter speed on the level of dimensional deviation in the reconstructed 3D model. The method used is an experiment with a quantitative approach, involving a series of software for the 3D image reconstruction process, mesh structure preparation, and digital dimension measurement. The ISO variations used in the image capture were 250, 400, 500, and 800, while the shutter speed variations applied included 1/125 second, 1/100 second, 1/50 second, and 1/25 second. The test object was a cylinder with an actual diameter of 50 mm. The obtained 3D model results were compared with the actual dimensions through a Two-Way ANOVA statistical analysis to test the significance of the influence of both variables. The results showed that both ISO and shutter speed had a significant effect on the dimensional deviation of the 3D model. The combination of camera settings with ISO 500 and shutter speed 1/125 second produced the smallest deviation, while the combination of ISO 800 and shutter speed 1/25 second gave the largest deviation. The coefficient of determination (R²) value of 99.02% indicates that the statistical model used is very strong in explaining the variation of deviation. This research contributes to the optimal setting of camera parameters to improve the accuracy of photogrammetry results in reverse engineering applications.

Melda Agnes Manuhutu; Natasya Virginia Leuwol; Lilian Lilian; Samuel Samuel; Desi Desi +2 more

Jurnal Kemitraan Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

The rapid development of information technology has had a significant impact on various sectors of life, including micro-enterprises such as meatball stalls. Amidst increasingly fierce competition and the need for operational efficiency, many micro-enterprises are shifting from manual management systems to digital systems. This study aims to explain the background, objectives, and benefits of utilizing information technology in managing meatball stalls, with a focus on the implementation of the Odoo application as a business management solution. Odoo is an open-source Enterprise Resource Planning (ERP) system that offers various functional modules such as Point of Sale (POS), inventory management, accounting, and Customer Relationship Management (CRM). Through the implementation of Odoo, meatball stalls can manage various operational aspects in an integrated manner, from recording sales transactions, managing raw material stock, financial reporting, to customer relations. The results of this technology implementation show significant improvements in data recording accuracy, service speed, and ease of decision-making based on accurate and real-time data. In addition, this technology also provides opportunities for stall owners to develop their businesses more professionally and competitively. Thus, the integration of information technology like Odoo not only improves efficiency and productivity but also contributes to economic growth by strengthening the micro-enterprise sector. This digital transformation is expected to be a strategic step in realizing a modern meatball stall that can compete in the digital era.

Pati Ritan, Patrianus

Jurnal Riset sosial humaniora, dan Pendidikan (Soshumdik) 2025 LPPM Universitas 17 Agustus 1945 Semarang

This study aims to examine the influence of service quality dimensions tangibles, reliability, responsiveness, assurance, and empathy on customer satisfaction at Bank BRI Pandanaran Branch in Semarang. The research integrates service quality theory and the Service-Dominant Logic (SDL) approach as its theoretical foundation. Service quality theory assesses how well the services provided meet customer expectations, while SDL emphasizes that service value is co-created through interaction and collaboration between companies and customers. A quantitative method was employed, using a sample of 41 respondents who are offline customers at BRI Pandanaran. Data were analyzed using multiple linear regression. The results show that overall service quality has a positive and significant effect on customer satisfaction. However, the tangibles and reliability dimensions were not statistically significant. In contrast, empathy, assurance, and especially responsiveness showed significant impacts. These findings support the SDL perspective, highlighting that active customer involvement, along with speed and accuracy in service delivery, are crucial elements in value co-creation, which directly influence customer satisfaction in the banking sector

Muhammad Zakiah Salsabila; Rida Perwita Sari

Jurnal Kendali Akuntansi 2025 International Forum of Researchers and Lecturers

The advancement of information technology has significantly transformed modern audit practices, particularly in inventory audits. This study aims to analyze the impact of the Audit Tools and Linked Archive Sistem (ATLAS) application on the effectiveness and efficiency of inventory audits in the digital era. A qualitative approach was employed through observation and interviews with auditors who utilize ATLAS in their audit procedures. The findings indicate that ATLAS improves audit speed, enhances documentation, and supports the accuracy and transparency of financial reporting. Despite challenges such as limited client system integration and auditor adaptation, internal training and data digitization strategies prove to be effective solutions. Thus, ATLAS serves not only as a documentation tool but also as a system that strengthens the overall quality and accountability of inventory audits.

Belinda Ayuningtyas; Sulistyo Widodo; Randy Rahmanto; Riesa Syariful Akbar; Ganjar Febriyani Pratiwi

This study aims to design and develop an automatic drilling machine controlled by a computer-based system via a parallel port interface. The machine is intended to improve precision and efficiency in repetitive drilling tasks such as PCB fabrication and pattern-based production. Tests were conducted on repeatability, accuracy, working area dimensions, movement speed, and the performance of the electronic circuit. Results indicate that the machine achieved ±0.05 mm precision and a maximum feed rate of 500 mm/min. The system also demonstrated stable control signal behavior and consistent stepper driver performance in accordance with component specifications. This research proves that legacy computer hardware can still be effectively utilized in low-cost automation systems to support technical tasks requiring moderate precision.

Dillah Nur Syafanah; Indah Permatasari; Muhammad Rivyal

This study aims to analyze the use of Google Translate in translating Arabic text into Indonesian. The aim is to examine translation accuracy, precision, and the relationship between translation and meaning. A descriptive qualitative method was used to explore the phenomenon in its specific context. Data were taken from classical and modern Arabic texts. The findings show that although Google Translate has seen improvements, it still faces some challenges. These include word-for-word translation, lack of understanding of cultural context, and gender terminology issues. While Google Translate can be a useful tool, it cannot completely replace human translators, especially in translating adverbs and complex grammatical structures. This research emphasizes the importance of translation quality and the role of digital tools in translation. By learning to use these tools effectively, users can improve their translation skills and enhance their ability to communicate across languages. Thus, while machine translation offers convenience and speed, human insight remains essential to achieve nuance, clarity and contextually appropriate meaning in Arabic-Indonesian translation.

Resa Falentino; Rizki Priya Pratama

Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Electric Vehicles Require A Reliable Monitoring System To Maintain Their Efficiency And Safety. This Study Designs A Monitoring System For Battery Condition And Vehicle Location Based On The Esp32 Microcontroller And The Mit App Inventor Application. The System Uses The Pzem 017 Sensor To Monitor Voltage, Current, Power, Energy, As Well As Battery Capacity And Health, And The Neo-7m Gps Module For Location Tracking. Data Is Displayed In Real Time Through An Android Application. Test Results Show That The System Provides Accurate Information, With Minimal And Statistically Insignificant Measurement Errors According To The Paired T-Test. The System Also Remains Stable At Various Vehicle Speeds (Anova), And The Location Tracking Demonstrates An Average Accuracy Of 4.77 Meters In Open Areas. In Enclosed Areas, The Error Increases To An Average Of 10.26 Meters. The System Is Also Capable Of Automatically Calculating Battery Capacity And Health. Overall, The Developed System Proves To Be Effective, Efficient, And Flexible In Supporting The Reliability And Safety Of Electric Vehicles.

Anniwarni Nazara; Serniman Lahagu; Jesika Vinatalia Dachi; Wasis Haryono

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

The rapid development of information and communication technology has opened up significant opportunities to enhance service efficiency in various fields, including the beauty industry. Soraaya Studio, which offers a range of beauty services, currently still manages appointment scheduling manually. This manual system leads to several challenges, such as difficulties in efficient schedule management, data duplication, recording errors, and disorganization in the service reservation process. Furthermore, communication with customers regarding schedule confirmation becomes less effective. With the increasing number of customers, this manual scheduling system is no longer able to meet the growing complexity of operational needs.To address these issues, a web-based appointment scheduling system has been designed, which is integrated and user-friendly. This system is built using the PHP programming language with a MySQL database and features a responsive interface, making it easily accessible from various devices, including desktops and mobiles. Key functionalities provided include real-time creation, modification, and cancellation of appointments, management of service availability, and automated notifications via email or text messages to customers and studio staff. The implementation of this system aims to improve the accuracy and speed of the scheduling process, reduce manual errors, and facilitate schedule monitoring by management and staff, thereby enabling Soraaya Studio to provide a more professional and satisfying service to its customers.

Ayu Prima Siska; Surya Aulia Rahman

Uranus: Jurnal Ilmiah Teknik Elektro, Sains dan Informatika 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

PT Udara jadi Bersih Bekasi is a company engaged in testing Heating, Ventilation, and Air Conditioning (HVAC) systems. So far, the process of recording test results is still carried out manually using paper media. This process poses a number of obstacles, such as delays in recording, potential input errors, and limitations in accuracy and data storage. This condition also has an impact on delays in the submission of test results information to supervisors, who should need fast and accurate data for decision-making. To answer this problem, a web-based application is needed to design a web-based application that is able to digitize the entire workflow of recording and reporting HVAC test results. With a web-based system, data can be managed centrally, more structured, and easily accessible at any time. This application is also equipped with QR Code technology to speed up access to test results. Supervisors and technicians only need to scan the code for complete information, so they no longer rely on manual searches that are time-consuming and prone to serious errors in technical documentation. The design of this application uses the Waterfall method which consists of the stages of needs analysis, system design, implementation, testing, and maintenance. UML is used as a tool to describe business processes and system activity flows in detail, so that development can be carried out more systematically, efficiently, and in a targeted manner according to applicable software engineering standards. With the implementation of this application, PT Udara jadi Bersih Bekasi is expected to be able to improve operational efficiency, reduce recording errors, and speed up the information distribution process. In the end, this digitalization will support companies in providing services that are more professional, accurate, innovative, reliable, and according to the needs of the modern HVAC industry in the era of global digitalization.

Prandiska, Kelvin; Nataliani, Yessica

IT-Explore: Jurnal Penerapan Teknologi Informasi dan Komunikasi 2025 Fakultas Teknologi Informasi, Universitas Kristen Satya Wacana

PT. Surya Cahaya Kembar or known as Cozy Mart aims to improve the delivery process and inventory management by using a web-based warehouse management information system. Companies have difficulty monitoring stock and distribution accurately as their business grows rapidly. The system analysis and software development method used in this research is Agile, which allows quick adjustments to user needs. The system is designed to include delivery tracking, stock management features and reports to assist staff in making decisions. System design uses Unified Modeling Language (UML) which describes system functionality as a whole. Test results show significant improvements in user satisfaction, as well as the speed and accuracy of warehouse management. PT. Surya Cahaya Kembar (Cozy Mart) hopes to reduce operational errors and optimize business processes by implementing this system. This helps the overall growth of the company.

Purkoni, Ahmad; Zaky Rabbani, Fabian; Gofar, Abdul; Rozi, Tafsir

Societal Serve: Journal of Community Engagement and Services 2025 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

This community service program was designed to enhance Qur’anic memorization skills among santri at Pesantren Assyifa by integrating effective cognitive-based learning methods with traditional Islamic pedagogical practices. Conducted over eight weeks, the program involved initial assessments, teacher training, student workshops, practical memorization sessions, and structured evaluations. Modern memorization techniques—such as mnemonic devices, visualization, spaced repetition, and active recall—were introduced and practiced alongside classical methods like talaqqi and tikrar. The program targeted more than 40 santri and involved tahfiz teachers as active facilitators. Quantitative and qualitative assessments demonstrated notable improvement in memorization retention, engagement, and confidence. By the end of the program, over 85% of participants achieved measurable progress in both speed and accuracy of memorization. Feedback from students and teachers highlighted the usefulness and motivational impact of the techniques introduced. This program not only provided a fresh approach to Qur’anic learning but also offered sustainable strategies for long-term application within the pesantren. The success of the initiative supports the importance of combining Islamic values with contemporary educational insights to produce holistic and effective learning outcomes.

Lidia Putri Fitriana; Wahyu Wijaya Widiyanto

International Journal of Health and Medicine 2025 Asosiasi Riset Ilmu Kesehatan Indonesia

The implementation of Electronic Medical Records (EMRs) in hospital emergency units is essential to improve the speed, accuracy, and quality of services. However, various challenges hinder optimal system utilization. This study aimed to assess the adoption of EMR at the Emergency Unit of RSUD A.M Parikesit Tenggarong using the Human-Organization-Technology Fit (HOT-FIT) framework. A qualitative descriptive approach was employed involving seven purposively selected informants, including health professionals, administrative staff, and IT personnel. Data were collected through interviews, observations, and document reviews, then analyzed using the Miles and Huberman interactive model. The findings indicate that from the human aspect, the system was considered easy to use (85%), though user satisfaction remained moderate (67.14%) due to system errors and incomplete CPPT data entries. Organizationally, the hospital provided adequate infrastructure and support, though some policies require stronger enforcement. Technological aspects revealed limitations in system stability, lack of pharmacy integration, and low service quality due to frequent downtime. The study concludes that EMR implementation in the Emergency Unit has not yet achieved full effectiveness across all HOT-FIT domains. Improvements are needed in system reliability, information consistency, and inter-unit integration to optimize EMR benefits and enhance patient care delivery in critical settings.

Aprilia Eka Putri; Muhammad Irwan Padli Nasution

Jurnal Manajemen Bisnis Digital Terkini 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

In the era of digital transformation, organizations face the huge challenge of managing data that is constantly increasing in volume, variety, and speed. Metadata, as "data about data," plays an important role in providing context and structure to data, thus supporting the quality and effectiveness of its use. This article examines the role of metadata management in improving data quality and decision-making efficiency. Using a descriptive qualitative approach through literature analysis and case studies, the results of the study show that metadata management contributes to improving the accuracy, consistency, completeness, and timeliness of data. Good metadata implementation also speeds up data retrieval, minimizes misinterpretation, and supports the automation of the analytics process. In addition to the technical benefits, this article also discusses strategic aspects, such as the integration of metadata in data governance and the challenges of technology adoption. In the context of modern organizations, metadata management is not just a technical necessity, but part of an ongoing data governance strategy. Therefore, this article provides conceptual and practical insights for professionals and policymakers in building reliable and data-based information systems.