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Rancang Bangun Sistem Monitoring Sentimen Berita Media Online Menggunakan IndoBERT Berbasis Web Alexander Rikky; Muhammad Iqbal; Mia Rosmiati
TIN: Terapan Informatika Nusantara Vol 7 No 2 (2026): July 2026
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/tin.v7i2.10335

Abstract

Online news media has become a primary channel shaping public opinion toward government performance, making the ability to monitor news coverage a strategic necessity for institutions such as the Department of Communication and Information (Diskominfo) of West Kalimantan Province. However, the large volume of news coverage renders manual monitoring inefficient and prone to subjectivity. This study aims to design and build a web-based online news sentiment monitoring system named SentimenIQ, which integrates automatic news collection through RSS Feed, sentiment classification using the IndoBERT model, and presentation of analysis results within a single service flow. The system was developed using the Waterfall method with a microservice architecture separating the main Laravel application from the Python FastAPI inference service. Functional testing was conducted using the black box testing method, while classification performance was measured using accuracy, precision, recall, and F1-score derived from a confusion matrix on 120 labeled news articles. The functional testing results show that all system features operated according to requirement specifications, while the classification testing produced an accuracy of 89.17% with a weighted average F1-score of 89.13%. These results prove that the IndoBERT model can be integrated into a web-based operational system and relied upon to monitor news coverage in near real-time, thus serving as a reference for developing similar systems in other government institutions.
Rancang Bangun Sistem Informasi Monitoring, Evaluasi, dan Pembinaan Tata Kelola Sekolah Dasar Menggunakan Metode Waterfall Fetrik Gutris; Muhammad Iqbal; Mia Rosmianti
TIN: Terapan Informatika Nusantara Vol 7 No 2 (2026): July 2026
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/tin.v7i2.10517

Abstract

The implementation of monitoring, evaluation, and guidance for elementary school governance in the Regional Education Office still faces challenges in information management because data from schools has not yet been integrated, resulting in evaluation, guidance, and decision-making processes that are not yet effective. This study aims to design and develop a web-based information system to support the integrated management of monitoring, evaluation, and guidance using the Waterfall method, which includes needs analysis, design, implementation, testing, and conceptual maintenance. The research resulted in a system capable of linking the monitoring, evaluation, and guidance processes into a single operational mechanism for information management, so that monitoring results directly serve as the basis for conducting evaluations, while evaluation results serve as the basis for developing guidance without requiring reprocessing or transferring data to other media. Unlike similar systems, which generally still separate these three processes, the developed system forms a continuous information management cycle, thereby supporting data consistency and strengthening the Regional Office’s decision-making in overseeing elementary school governance. The results of Black Box Testing showed that all system functions operate in accordance with functional requirements, while User Acceptance Testing (UAT) achieved a user acceptance rate of 83%, indicating that the system is acceptable and supports users’ operational needs. Thus, this research not only produced a web-based information system but also offered an operational mechanism that integrates monitoring, evaluation, and guidance into a single information management cycle to support more effective oversight of elementary school governance.