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All Journal Jurnal Nasional Komputasi dan Teknologi Informasi Jurnal Kridatama Sains dan Teknologi
Fikrianti, Dian
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Analisis Clustering Persepsi Santriwati Akhir KMI Terhadap Pengabdian UNIDA Reguler Menggunakan Algoritma K-Means Fahmi, Miftahuddin; Fikrianti, Dian; Nurulita, Kharisma Zalza
Jurnal Kridatama Sains dan Teknologi Vol 7 No 02 (2025): Jurnal Kridatama Sains dan Teknologi
Publisher : Universitas Ma'arif Nahdlatul Ulama Kebumen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.53863/kst.v7i02.1866

Abstract

This study aims to categorise and analyse the perceptions of female students graduating from Kulliyatul Mu'allimat al-Islamiyyah (KMI) towards the UNIDA Regular community service programme using the K-Means Clustering algorithm. The categorisation was conducted to determine the level of acceptance among female students in an objective, efficient, and transparent manner as a basis for evaluation and development of future community service programmes. The research method used the CRISP-DM framework, which includes the stages of data understanding, data preparation, modelling, evaluation, and deployment. Primary data was obtained from a five-point Likert scale questionnaire completed by 561 respondents. The analysis was carried out through data cleaning and normalisation, modelling with the K-Means algorithm, determining the optimal number of clusters using the Elbow Method, and validation with the Silhouette Score. The results showed that the optimal number of clusters was three, namely positive (25%), neutral (41%), and negative (34%). The positive cluster had high motivation and attitude, the neutral cluster showed moderate scores with weak social aspects, while the negative cluster was low in almost all variables, especially motivation and experience. The Silhouette Score value of 0.61 indicates that the clustering quality is good. This study proves that the application of K-Means Clustering is effective in mapping female students' perceptions systematically and accurately. The results provide practical input for UNIDA to strengthen motivation, social support, and coaching and mentoring strategies so that the community service programme is received more positively
Rancang Bangun Aplikasi Streaming Musik Islami Berbasis Website Kurniawan, Widya; Indriani, Nur Salsabila Citra; Fikrianti, Dian
Jurnal Nasional Komputasi dan Teknologi Informasi (JNKTI) Vol 9, No 1 (2026): Februari 2026
Publisher : Program Studi Teknik Komputer, Fakultas Teknik. Universitas Serambi Mekkah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32672/jnkti.v9i1.10463

Abstract

Abstrak - Konsumsi musik digital di Indonesia mengalami peningkatan signifikan, namun ketersediaan platform yang secara khusus mengkurasi konten musik Islami masih sangat terbatas. Hal ini menyebabkan kesulitan bagi masyarakat dalam menemukan media hiburan yang selaras dengan nilai-nilai keislaman. Penelitian ini bertujuan untuk merancang dan membangun aplikasi streaming musik Islami berbasis web bernama "MUSIQIN" menggunakan metode Waterfall. Tahapan pengembangan meliputi analisis kebutuhan, perancangan sistem menggunakan Use Case dan Flowchart, implementasi kode dengan PHP Native, Bootstrap, dan MySQL, serta pengujian menggunakan metode Black-Box. Hasil penelitian menunjukkan bahwa aplikasi MUSIQIN berhasil menyediakan platform yang terintegrasi untuk berbagai genre musik Islami seperti nasyid, sholawat, dan qasidah. Pengujian sistem mengonfirmasi bahwa seluruh fitur fungsional, termasuk streaming player, pencarian real-time, dan manajemen playlist, berjalan dengan valid. Implementasi ini membuktikan bahwa teknologi web dapat menjadi instrumen dakwah digital yang efektif, praktis, dan adaptif terhadap kebutuhan generasi muda muslim saat ini..Kata kunci : Streaming; Musik Islami; PHP; Web; Waterfall; Abstract - Digital music consumption in Indonesia has increased significantly, yet platforms specifically curating Islamic music content remain very limited. This situation creates difficulties for the community in finding entertainment media aligned with Islamic values. This research aims to design and build a web-based Islamic music streaming application named "MUSIQIN" using the Waterfall method. The development stages include requirement analysis, system design using Use Case and Flowcharts, code implementation with Native PHP, Bootstrap, and MySQL, as well as testing using the Black-Box method. The results indicate that the MUSIQIN application successfully provides an integrated platform for various Islamic music genres, such as nasyid, sholawat, and qasidah. System testing confirmed that all functional features, including the streaming player, real-time search, and playlist management, are valid. This implementation proves that web technology can serve as an effective, practical, and adaptive digital dawah instrument for the needs of today's young Muslim generation..Keywords: Streaming; Islamic Music; PHP; Web; Waterfall;
Co-Authors Fahmi, Miftahuddin Indriani, Nur Salsabila Citra Kurniawan, Widya Nurulita, Kharisma Zalza