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Sistemasi: Jurnal Sistem Informasi
ISSN : 23028149     EISSN : 25409719     DOI : -
Sistemasi adalah nama terbitan jurnal ilmiah dalam bidang ilmu sains komputer program studi Sistem Informasi Universitas Islam Indragiri, Tembilahan Riau. Jurnal Sistemasi Terbit 3x setahun yaitu bulan Januari, Mei dan September,Focus dan Scope Umum dari Sistemasi yaitu Bidang Sistem Informasi, Teknologi Informasi,Computer Science,Rekayasa Perangkat Lunak,Teknik Informatika
Arjuna Subject : -
Articles 920 Documents
Designing a Prototype Information System for a Building Material Store using the Zachman Framework Adzikra, Kaysha Soffa Marwa Nabila; Saepudin, Sudin; Ekasatria, Hendri; Mupaat, Mupaat
Sistemasi: Jurnal Sistem Informasi Vol 14, No 6 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i6.5499

Abstract

The growing need for digitalization of business processes in the retail sector requires information systems capable of supporting operational efficiency and accurate decision-making. This study aims to design an inventory management information system for CV. Berjuang Sakti using an Enterprise Architecture approach based on the Zachman Framework. The previously applied manual system had led to several issues, including inaccurate record-keeping, data inconsistencies, and delayed reporting. The Zachman Framework was applied to structure the system design across six main perspectives: Planner, Owner, Designer, Builder, Implementer, and User. The design results include stakeholder-based requirements analysis, system modeling (ERD, Use Case Diagram, and Activity Diagram), and a user interface prototype featuring real-time stock tracking, transaction management, and reporting. Usability testing using the System Usability Scale (SUS) with 15 respondents produced a score of 72.3, categorized as “Good,” indicating that the system is feasible and effective in supporting the daily operations of CV. Berjuang Sakti. These findings provide practical implications for improving efficiency and accuracy in inventory management through the adoption of a structured and measurable system architecture.
High Precision Deep Learning Model for Road Damage Classification using Transfer Learning Ghofur, Muhammad Abdul; Murdifin, Murdifin; Hardandrito, Awan Gumilang; 'Uyun, Shofwatul
Sistemasi: Jurnal Sistem Informasi Vol 14, No 6 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i6.5707

Abstract

Roads are critical infrastructure that frequently experience damage, directly impacting transportation safety and efficiency. Manual road damage inspection is time-consuming and resource-intensive, highlighting the need for automated, image-based approaches. This study compares two Convolutional Neural Network (CNN) architectures—MobileNetV2 with transfer learning and a custom-built CNN—for classifying road surface damage severity. The dataset consists of 1,800 road surface images evenly distributed across three categories: good, minor damage, and severe damage. All images were normalized, augmented, and resized, followed by evaluation using 5-Fold Cross-Validation to ensure robust performance. Experimental results show that MobileNetV2 achieved an accuracy of 98%, outperforming the custom CNN, which achieved 89%. These findings demonstrate the effectiveness of transfer learning in improving classification accuracy with limited data and highlight the potential of MobileNetV2 for efficient, real-time road damage detection systems that can be integrated into intelligent infrastructure monitoring solutions.
Application of OLAP based Business Intelligence and Predictive Analysis (Random Forest Classifier and ARIMA) in a Fintech P2P Lending Company Olivia, Kristiana; Papilaya, Frederik Samuel
Sistemasi: Jurnal Sistem Informasi Vol 14, No 6 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i6.5663

Abstract

The rising rate of non-performing loans (NPLs) in the financial technology (fintech) P2P lending industry has become a serious challenge, including for PT XYZ, which focuses on funding the MSME sector. This study applies Business Intelligence using OLAP and predictive analytics at PT XYZ over a two-year period. The dataset consists of records from January 2023 to December 2024, comprising 276,320 loan transactions and 267,542 repayment records. The OLAP approach was employed to explore loan transactions, repayment performance, and delinquency patterns across multiple dimensions, such as account, time, payment method, and bank used. The results of this exploration were visualized through three interactive dashboards tailored to the analysis focus. Predictive analysis was conducted using a Random Forest Classifier, which identified loan_amount as the most influential variable in predicting potential delinquency. However, the model’s performance was relatively limited, achieving an accuracy of 61.47%, precision of 38.33%, and recall of 36.89%. Delinquency trend forecasting using the ARIMA (2,1,1) model indicated an increase in overdue cases up to March 2025, followed by a decline in subsequent months. The model evaluation yielded MAPE of 39.74%, sMAPE of 33.32%, and RMSE of 1086.77, suggesting moderately adequate predictive accuracy but with a relatively high error rate. This study recommends implementing incentives for OBA (Online Borrower Accounts) with good repayment performance and restricting loan ceilings based on an automated risk score. Further development is advised by enriching the dataset with additional variables and enhancing predictive models through techniques such as oversampling (e.g., SMOTE) and hyperparameter tuning to maximize accuracy.
Implementation of Safety Stock and ROP Methods in the Inventory Information System of Kava Kudus Coffee Shop Taufiq, Muhammad Bagas; Setiawan, R Rhoedy; Irawan, Yudie
Sistemasi: Jurnal Sistem Informasi Vol 14, No 6 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i6.5541

Abstract

Manual stock management, particularly through paper based record keeping, remains a challenge for culinary businesses such as Kava Coffee Shop in Kudus. Issues such as inaccurate records, delayed reordering, and the absence of notifications for expired or damaged ingredients can lead to stockouts or overstocking. This study aims to design a web-based inventory information system incorporating the Safety Stock and Reorder Point (ROP) methods to optimize the management of perishable raw materials. The system was developed using the Waterfall model, covering requirements analysis, design with Use Case and Activity Diagrams, feature implementation, and testing through the Black-box method. Key system features include minimum stock notifications, expiration tracking, transaction management, and damaged goods returns. Testing results show that the system performs according to specifications, achieving a 100% success rate across functional scenarios. Compared to previous studies, this system demonstrates superiority by being web-based, focusing on perishable goods, and offering integrated features. Therefore, the system can enhance record accuracy, accelerate decision-making, and ensure the availability and quality of raw materials at Kava Coffee Shop.
Does JASTIP as Facilitating Condition Affect the E-Marketplace Adoption in Developing Region? Sipahelut, Novelia; Inan, Dedi I; Juita, Ratna; Indra, Muhamad
Sistemasi: Jurnal Sistem Informasi Vol 14, No 6 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i6.5393

Abstract

E-marketplaces are expanding in developing regions but face barriers related to logistics costs and infrastructure. JASTIP, an informal proxy shopping service, has emerged as a potential solution to improve accessibility. This study examines the influence of perceived cost, social influence, hedonic motivation, and facilitating conditions on e-marketplace adoption using a modified UTAUT model analyzed through PLS-SEM with data from 185 respondents in West Papua. The findings show that hedonic motivation and social influence significantly increase user intention, perceived cost directly affects usage behavior, and facilitating conditions strengthen intention but do not directly influence usage. These results emphasize the role of JASTIP in reducing costs and improving accessibility. This study recommends improving JASTIP access and infrastructure, implementing flexible pricing policies, and promoting community-based marketing to enhance e-marketplace adoption in developing regions.
Design of an Archiving Information System using the Agile Scrum Method Setiawan, Denny Farissa; Rahardja, Yani
Sistemasi: Jurnal Sistem Informasi Vol 14, No 6 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i6.5429

Abstract

This study aims to design and implement a web-based archiving information system at PT Sarana Tirta Ungaran using the Agile Scrum methodology. The background of this research lies in the challenges of manual archive management, which often lead to difficulties in document retrieval, risks of data loss, and inefficient use of storage space. By adopting the Agile approach, the system was developed iteratively through stages such as product backlog, sprint planning, and daily Scrum, allowing for dynamic adjustments to user requirements. The system incorporates four types of user roles—super admin, admin, director, and general administrative staff—with key features including login, archive management (CRUD), document search, and activity logs. The design process employed UML, covering use case diagrams, activity diagrams, and class diagrams. Testing results demonstrate that the system improves archiving efficiency, accelerates information access, and supports the digitalization process within the company. Therefore, this information system is expected to enhance overall organizational performance.
Computika: A Mobile-based Interactive Learning Media for Computer Systems Subject in Vocational High Schools Hidayat, Rahmat; Rian, Rahmad Al; Herlandy, Pratama Benny; Novalia, Melly
Sistemasi: Jurnal Sistem Informasi Vol 14, No 6 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i6.5715

Abstract

Vocational high school students often face difficulties in understanding computer systems, creating the need for an innovative and interactive learning medium. This study aims to develop Computika, a mobile-based learning platform designed to enhance students’ comprehension of computer systems. The research employed a Research and Development (R&D) approach using the 4D development model (Define, Design, Develop, Disseminate). Validation was conducted by subject-matter experts, media experts, and tested on 21 students. The validation results indicated a very high level of feasibility: 100% from subject-matter experts, 94% from media experts, and positive responses from both students (94%) and teachers (91%). These findings confirm that Computika is highly feasible to be implemented as an innovative interactive learning solution that improves students’ understanding and learning motivation in computer systems courses.
Designing Chatbot Interface to Accelerate Services at Disdukcapil Salatiga Sheviana, Laela Sheviana; Cahyono, Ariya Dwika
Sistemasi: Jurnal Sistem Informasi Vol 14, No 6 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i6.5596

Abstract

Managing population documents such as lost or damaged ID cards (KTP) and Family Cards (KK) remains a challenge for the public due to complex procedures, lengthy processing times, and limited access to information. This study aims to design a chatbot interface to simplify the document management process using a Design Thinking approach focused on user needs. Design Thinking consists of five stages: Empathize (identifying user problems), Define (formulating the core issues), Ideate (generating solution ideas), Prototype (creating initial designs), and Test (evaluating the solution). The prototype was tested on 37 respondents to assess its quality. The analysis results show that the average score for all statements ranged between 3 and 4, indicating positive feedback on the design. All items were validated with an r-count value > 0.3, with the highest value being 0.864, while the reliability test produced a Cronbach’s Alpha of 0.863, demonstrating excellent internal consistency. Overall, the chatbot was considered effective, user-friendly, and capable of supporting digital transformation at the Civil Registry Office (Disdukcapil). The trial also indicated a potential increase in user satisfaction of up to 85% and a 60% improvement in information retrieval efficiency compared to conventional methods. These findings suggest the proposed solution as a viable digital alternative to accelerate services, reduce queues, and enhance transparency and public satisfaction.
Parent Module in the Handayani University Makassar Information System Website using Laravel Framework Rumonang, Datu; Anatasya, A Edet Fauri; Wahyuni, Eka Dyar
Sistemasi: Jurnal Sistem Informasi Vol 14, No 3 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i3.5191

Abstract

This study aims to develop a web-based academic information system at Handayani University Makassar that enables parents to directly monitor their children's academic progress. The system addresses previous limitations, where academic information was only accessible to students, thereby reducing parental involvement. This system includes features that enhance transparency and communication effectiveness between the university and parents, such as access to Study Plan Cards (KRS), automated notifications, and payment status monitoring. The system was developed using the waterfall method, which includes the stages of analysis, design, coding, and testing. The Laravel framework was chosen for its Model-View-Controller (MVC) architecture, data security, and ease of management. As a web-based system, it can be accessed anytime and anywhere via internet-connected devices. The results indicate that the system successfully supports students’ academic success by improving transparency, parental engagement, and communication with the university. With its comprehensive features and user-friendly design, the system offers an innovative solution that promotes a more inclusive and informative academic environment in the digital era.
Implementing BOOM in Designing a Knowledge Management System for the Information Systems Study Program at Dian Nuswantoro University Sani, Ramadhan Rakhmat; Sukamto, Titien S.; Rohmani, Asih; Maszuda, Akbar Alvian
Sistemasi: Jurnal Sistem Informasi Vol 14, No 4 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i4.3677

Abstract

Knowledge management within the Information Systems Study Program at Dian Nuswantoro University is currently still at an ineffective stage. Although the program focuses on the development and distribution of information systems, the lack of an implemented Knowledge Management System (KMS) has hindered the effective organization and utilization of knowledge within the department. By implementing a KMS, the program could more easily manage, store, and collaborate on knowledge assets. To address this issue, a web-based KMS design is proposed using the Business Object Oriented Modelling (BOOM) method. This method involves several stages: SWOT (Strengths, Weaknesses, Opportunities, and Threats) analysis, discovery, construction, and final verification and validation—each aimed at optimizing knowledge management within the academic scope of the study program. The design process was supported by data collected through questionnaires distributed to both faculty members and students. The final output of this study includes a test scenario and user interface design for the Information Systems Program's Knowledge Management System website. This proposed design is expected to enhance and streamline knowledge management within the department.

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