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Comparison of Text Classification Techniques in Fake News Detection in the Digital Information Age Ilham, Dimas Muhammad; Mujiyono, Sri
International Journal of Advances in Data and Information Systems Vol. 6 No. 1 (2025): April 2025 - International Journal of Advances in Data and Information Systems
Publisher : Indonesian Scientific Journal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59395/ijadis.v6i1.1365

Abstract

A comparison of text classification techniques for detecting fake news in the digital information age has been discussed in this study, with a focus on the application of Deep Learning methods, specifically Convolutional Neural Networks (CNN) and Recurrent Neural Networks (RNN). The increasing spread of fake news through digital platforms emphasizes the importance of developing effective methods for identifying inaccurate information. In this study, a news dataset was collected from various sources, and both models were applied for text classification analysis. The performance of the model was then measured based on accuracy, precision, recall, and F1-score. The results showed that although both have their own advantages, better results in terms of processing speed and classification accuracy were found in CNN compared to RNN. These findings provide important insights for the development of more efficient and effective fake news detection systems in the digital age.
Agile-Scrum Methodology for Hospital Information System Development Zulkifli, Zulkifli; Ratnasari, Ratnasari; Arifin, Yulyani; Habib, Cahya
Journal of Information System and Informatics Vol 7 No 2 (2025): June
Publisher : Universitas Bina Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51519/journalisi.v7i2.1148

Abstract

Hospitals face significant challenges in managing large and complex data, and Hospital Information Systems (SIRS) are essential for supporting hospital operations. However, many SIRS projects experience delays and failures due to rigid development approaches. Agile-Scrum is proposed as a more flexible and adaptive solution, emphasizing collaboration and iterative processes to enhance the quality of healthcare services. This qualitative case study, conducted in a hospital with an internal development team, used observations, document analysis, and semi-structured interviews with 10 participants, including developers, a Scrum Master, and key hospital stakeholders. The findings indicate that implementing Agile-Scrum led to a 35% increase in team collaboration, a 40% improvement in responsiveness to changing requirements, and a 30% boost in overall project efficiency. The study highlights the effectiveness of Agile-Scrum in managing the complexities of SIRS development, especially through backlog organization, sprint planning, and stakeholder feedback. The study suggests further research to assess the long-term impact of Agile-Scrum in other information system development contexts.
Rancang Bangun Sistem Informasi Donasi Berbasis Hybrid Dengan Implementasi Microservices Dan Menggunakan Metode Prototyping : Design and Development of a Hybrid-Based Donation Information System Using Microservices Architecture and the Prototyping Method Zain, Muhammad Mahrus; Putri, Milenia
Indonesian Journal of Informatic Research and Software Engineering (IJIRSE) Vol. 5 No. 1 (2025): Indonesian Journal of Informatic Research and Software Engineering (IJIRSE)
Publisher : Institut Riset dan Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57152/ijirse.v5i1.2136

Abstract

Ikatan Alumni Politeknik Caltex Riau (IKAPCR) rutin melakukan kegiatan donasi sebagai bentuk solidaritas terhadap alumni yang mengalami kesulitan. Namun, proses donasi yang masih bersifat manual menyebabkan pencatatan dan pengelolaan dana menjadi kurang efisien. Untuk itu, penelitian ini merancang dan membangun sistem donasi berbasis hybrid menggunakan metode prototyping dan arsitektur microservices. Sistem terdiri dari dua platform: website untuk pengelolaan data oleh admin, dan aplikasi hybrid untuk transaksi donasi oleh pengguna.Empat jenis pengujian dilakukan untuk menilai sistem. Pengujian blackbox menunjukkan seluruh fitur berjalan sesuai harapan. Usability testing menghasilkan skor 91,2% untuk usefulness, 84% untuk ease of use, 90,6% untuk ease of learning, dan 90,6% untuk satisfaction. User acceptance test menunjukkan bahwa sistem mempermudah civitas akademika dalam mengelola donasi sesuai kebutuhan. Selain itu, uji efektivitas dan efisiensi menunjukkan aplikasi hybrid meningkatkan kinerja sistem sebesar 35,2% dibandingkan metode konvensional.Sistem ini terbukti efektif dalam meningkatkan efisiensi, transparansi, dan kemudahan dalam kegiatan donasi di lingkungan IKAPCR
Web-Based Procurement Information System at CV Radra Sejahtera Rafly Farrelsyah
Journal of Information System and Artificial Intelligence Vol. 5 No. 2 (2025): Vol. 5 No.2(2025): Journal of Information System and Artificial Intelligence Vo
Publisher : Universitas Mercu Buana Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26486/jisai.v6i2.240

Abstract

From field observations, the process of submitting procurement requests for goods and services at CV Radra Sejahtera is still conducted offline and has not been well-organized. Currently, clients requiring procurement must first send a formal letter to CV Radra Sejahtera, which is then processed by the company. This approach is considered slow due to the absence of an integrated system that allows clients to submit requests directly. This study aims to develop a system that facilitates the connection between CV Radra Sejahtera and its clients or users online. With this system, clients can directly submit their procurement needs without the need for manual letter submissions. The objective of this research is to build an information system that assists in the submission and management of goods and services procurement at CV Radra Sejahtera. The system is designed and developed as a web-based platform using the Extreme Programming (XP) methodology. XP is chosen due to its advantages in shortening development time and simplifying bureaucratic processes, thereby accelerating the procurement request process. Based on the research findings, the developed system improves time efficiency by 50% in the request submission process. Previously, the submission process took an average of two days, but with the system, clients can complete their procurement requests in less than one day. Therefore, this system greatly benefits both the clients and CV Radra Sejahtera.
Comparison of Generalized Poisson Regression and Negative Binomial Regression Models Based on Akaike Information Criterion Values Sinta Qorri Aina; Darnah; Meirinda Fauziyah; Wiwit Pura Nurmayanti
Statistika Vol. 25 No. 1 (2025): Statistika
Publisher : Department of Statistics, Faculty of Mathematics and Natural Sciences, Universitas Islam Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/statistika.v25i1.5402

Abstract

Abstract. Poisson regression models discrete data and assumes equidispersion, where the variance equals the mean. It is frequently observed that discrete data exhibits a variance exceeding its mean, a phenomenon known as over-dispersion. Over-dispersion may be addressed through various methodologies, such as Generalized Poisson Regression (GPR) and Negative Binomial Regression (NBR). Model selection is predicated on the smallest Akaike Information Criterion (AIC) value. This study aimed to identify the best model in the comparison of models between GPR and NBR based on the smallest AIC value so that it can be known what factors influence the number of cases of pulmonary tuberculosis (TB) in Indonesia in 2022. The results of the study showed that the NBR model was the best model, with an AIC value of 688.49. Factors that influence cases of pulmonary TB in Indonesia in 2022 are the percentage of households that have access to proper sanitation, nursing staff, and the percentage of education levels completed are high school or equivalent.
Social Media Information Design Strategy In Increasing Sea Freight Sales (Case Study On Social Media Pt Yicheng Logistics Indonesia) Agung Kwartama
International Journal of Technology and Education Research Vol. 3 No. 02 (2025): April - June, International Journal of Technology and Education Research (IJET
Publisher : International journal of technology and education research

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63922/ijeter.v3i02.1693

Abstract

Social media has become an important tool in marketing and sales in various industries, including sea transportation. PT Yicheng Logistics Indonesia, as one of the major players in this sector, utilizes social media platforms to increase their visibility and sales. This study aims to analyze the information design strategy implemented on social media by PT Yicheng Logistics Indonesia and its impact on increasing sales. Using qualitative methods and analyzing data from various sources, this study found that informative and interactive content, the use of paid advertising, and active engagement with customers are key factors in the success of their marketing strategy. The results show that the right strategy in designing social media information can increase sales and strengthen the company's position in the sea freight market.
Results Aimed at Increasing the Efficiency of Information and Communication Technologies in the Process of Teaching Chemistry Sadokat, Faizulloeva
Intelektualitas Jurnal Penelitian Lintas Keilmuan Vol. 2 No. 1 (2025): May
Publisher : Indonesian Journal Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47134/intelektualitas.v2i1.4218

Abstract

This study aims to evaluate the effectiveness of Information and Communication Technologies (ICT) in enhancing student learning outcomes in chemistry education. Through a mixed-methods approach combining experimental design and qualitative feedback, a range of ICT tools—such as virtual laboratories, interactive simulations, and mobile learning applications—were implemented in classroom settings. The intervention involved pre- and post-testing, as well as surveys and focus group discussions to assess engagement, understanding, and attitudes. Results indicate a statistically significant improvement in students’ academic performance and engagement in the ICT-enhanced group compared to the control group. Students reported higher motivation and better conceptual clarity, particularly in abstract topics. However, challenges such as limited digital access, teacher training gaps, and technical glitches were identified. This research reinforces the transformative potential of ICT in chemistry education while highlighting the need for supportive infrastructure and professional development to ensure sustainable implementation.
The Influence of Project Management Information System, Human Resources Quality and Employee Performance on The Effectiveness of Construction Services at PT. XYZ Siburian, Kondar Parlindungan; Soekiman, Anton; Pratiwi, A.Andini Radisya
Journal Scientific of Mandalika (JSM) e-ISSN 2745-5955 | p-ISSN 2809-0543 Vol. 6 No. 7 (2025)
Publisher : Institut Penelitian dan Pengembangan Mandalika Indonesia (IP2MI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36312/10.36312/vol6iss7pp2059-2075

Abstract

In the construction industry, service effectiveness is greatly influenced by the implementation of project management information systems, the quality of human resources (HR), and employee performance. PT XYZ faces various challenges in project management, such as delays, incompatibility of planning with realization, and lack of an integrated information system to support fast and accurate decision-making. This study aims to analyze the influence of project management information system, human resource quality, and employee performance on the effectiveness of construction services at PT XYZ. The research method used is a quantitative approach with a survey method. Data was collected through a questionnaire involving 86 respondents from various divisions within the company. Data analysis was carried out using the path analysis method to identify direct and indirect relationships between independent variables and bound variables. The results of the study show that the project management information system has a significant effect on employee performance and the effectiveness of construction services. In addition, good quality of human resources contributes to improving the effectiveness of construction services through improving employee performance. The implication of this study is that construction companies need to adopt web-based information systems to improve efficiency in project management. In addition, improving the quality of human resources through employee training and competency development is an important factor in achieving optimal construction service effectiveness.
Media-Mediated Political Literacy: Assessing Information Ecosystem Dynamics and Civic Empowerment in Indonesia's 2024 Electoral Context Asep Setiawan; Endang Sulastri; Usni; Miftahul Ulum; Dinar Meidiana; Muhammad Isa Asyrofuddin
Journal Scientific of Mandalika (JSM) e-ISSN 2745-5955 | p-ISSN 2809-0543 Vol. 6 No. 9 (2025)
Publisher : Institut Penelitian dan Pengembangan Mandalika Indonesia (IP2MI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36312/10.36312/vol6iss9pp3745-3762

Abstract

This study critically examines the complex relationship between mass media consumption and political literacy in Indonesia as the nation approached its 2024 general election. Employing a qualitative research methodology analysing high-quality secondary data from multiple sources, the study investigates how various media platforms influence citizens' political knowledge, critical thinking skills, and electoral participation readiness. Research findings reveal significant disparities in political literacy across demographic groups, with digital divides reinforcing information asymmetries between urban and rural populations. Social media emerged as a dominant information source for 68% of voters, yet 73% of respondents demonstrated limited ability to identify misinformation. Traditional media retained significant influence among older voters (65+ demographic), while digital platforms dominated youth engagement. The study identified five prevailing patterns of media-influenced political literacy: platform-dependent knowledge variation, algorithmic reinforcement of political polarization, diminished substantive policy discourse, widespread circulation of electoral misinformation, and variable media literacy skills across demographic segments. These dynamics created a fragmented information ecosystem where political literacy was undermined by information overload, partisan media consumption, and digital platform manipulation. The research contributes to media effects theory by proposing a contextually sensitive integrated framework of political literacy development specific to emerging democracies navigating digital transformation. The study recommends coordinated multi-stakeholder approaches to political literacy enhancement, emphasizing critical media consumption skills, platform accountability, and civic education initiatives tailored to Indonesia's unique socio-political context.
SUPPLY CHAIN MANAGEMENT INFORMATION SYSTEM IN RESTAURANT BUSINESS: ANALYSIS AND CASE STUDY IN PANGKEP REGENCY SOUTH SULAWESI Wiwiek Hidayati; Megawati, Megawati; Wahyuni Zam; Seniorita Seniorita
International Journal of Accounting, Management, Economics and Social Sciences (IJAMESC) Vol. 3 No. 3 (2025): June
Publisher : ZILLZELL MEDIA PRIMA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61990/ijamesc.v3i3.519

Abstract

Supply Chain Management (SCM) has evolved into a fundamental element of modern business strategy, extending beyond the manufacturing sector to encompass the service and retail industries. SCM involves the application of management science and practice throughout the supply chain, aimed at achieving competitive advantage amid intense industry competition. In an increasingly digitalized business landscape, SCM is no longer focused solely on the physical movement of products and financial flows. This study aims to analyze and understand the life experiences of owners and managers of micro, small, and medium enterprises (MSMEs) restaurants in Pangkep Regency related to supply chain management and adopting supply chain management information systems (SCMIS). The background of the study reveals a gap between the 'Sollen' of efficient SCMIS and the 'Sein' of MSME restaurants, which still face various operational and financial challenges due to limited technology and manual processes. This study identifies the need for an in-depth understanding of the challenges and opportunities for adopting SCMIS from the subjective perspective of MSME actors. This study used a qualitative approach, descriptive phenomenological design, and Interpretative Phenomenological Analysis (IPA) data analysis with Saldana coding techniques supported by NVivo software; this study involved 20 informants from MSME restaurants in Pangkep Regency. The research findings present themes that emerge from the informants' experiences and are visualized in a flow relationship framework. The main contribution of this study lies in providing a rich and nuanced understanding of the dynamics of technology adoption in the context of MSME restaurants, which can be the basis for practical recommendations and the development of more relevant policies.

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