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All Journal OKTAL : Jurnal Ilmu Komputer dan Sains JRIIN :Jurnal Riset Informatika dan Inovasi
Fathur Nurrohman
Universitas Pamulang
Astronomy Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Social Sciences

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Analisis Pengelompokan Pola Pelanggaran Kode Etik Profesi TI Berdasarkan Karakteristik Insiden Siber Menggunakan Algoritma K-Means Clustering Yusuf Arif Rahman; Kahfi Ahmad Arpiandi; Kurnia Naradinata; Fathur Nurrohman; Ghufron Malik Azizi; Rahmawati
OKTAL : Jurnal Ilmu Komputer dan Sains Vol 5 No 06 (2026): OKTAL : Jurnal Ilmu Komputer Dan Sains
Publisher : CV. Multi Kreasi Media

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The rising intensity of cyber incidents in Indonesia is not merely a technical issue but also reflects failures in applying the professional code of ethics in information technology (IT), such as the obligation to avoid harm, preserve data confidentiality, and exercise professional competence responsibly. This study aims to group cyber incidents by their characteristics and then interpret the resulting clusters as indications of IT professional code-of-ethics violations. The K-Means Clustering algorithm was applied to the Cybersecurity Incident Dataset (Habeeb, 2024) using the CRISP-DM framework. The numerical variables analysed include financial loss, number of affected users, resolution time, severity score, and attack sophistication. The optimal number of clusters was determined by combining the Elbow method and the Silhouette coefficient. The analysis produced three distinct clusters, namely high-impact and sophisticated incidents, medium operational incidents, and high-volume low-impact incidents, with a Silhouette value of 0.53 indicating an adequate clustering structure. Mapping each cluster onto ethical principles shows that high-volume incidents are most associated with weak awareness and basic controls, whereas high-impact incidents are most associated with negligence of professional responsibility on critical systems. These findings can serve as a basis for more targeted mitigation prioritisation and professional ethics enforcement.
Website MTs Yapima Depok Ahmad Mugi Raharjo; Muhammad Yunus Rangkuti; Fathur Nurrohman; Satria Giovan
Jurnal Riset Informatika dan Inovasi Vol 3 No 11 (2026): JRIIN : Jurnal Riset Informatika dan Inovasi (INPRESS)
Publisher : shofanah Media Berkah

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The MTs Yapima Depok website is an official information platform designed to provide comprehensive and accurate information about educational services and activities at Madrasah Tsanawiyah Yapima Depok. This website serves as a communication and publication medium that presents the school profile, vision and mission, organizational structure, academic programs, student activities, and new student admission information. In addition, the website supports transparency and public access to information for students, parents, teachers, and the wider community. Through an informative and user-friendly interface, the MTs Yapima Depok website is expected to enhance information services, strengthen the institution’s image, and support the integration of information technology in madrasah education management.
Co-Authors Ahmad Mugi Raharjo Ghufron Malik Azizi Kahfi Ahmad Arpiandi Kurnia Naradinata Muhammad Yunus Rangkuti Rahmawati Satria Giovan Yusuf Arif Rahman