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All Journal Jurnal Sistem Komputer dan Informatika (JSON) AMMA : Jurnal Pengabdian Masyarakat
Hidayatus Sibyan
Universitas Sains Al Qur'an
Humanities Chemistry Computer Science & IT Control & Systems Engineering Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Nursing

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Implementasi Deep Factorization Machine Berbasis Profil Minat RIASEC untuk Rekomendasi Program Kepemudaan Sihabuddin Rifqi; Erna Dwi Astuti; Hidayatus Sibyan
Jurnal Sistem Komputer dan Informatika (JSON) Vol. 7 No. 4 (2026): Juni 2026
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/json.v7i4.9873

Abstract

Pemilihan program kepemudaan yang kurang tepat akibat keterbatasan informasi dan pemetaan minat yang belum terstruktur menjadi kendala dalam pengembangan potensi pemuda. Penelitian ini bertujuan mengimplementasikan dan mengevaluasi efektivitas model Deep Factorization Machine (DeepFM) berbasis data profil minat instrumen RIASEC untuk menghasilkan rekomendasi program kepemudaan dari Kementerian Pemuda dan Olahraga (Kemenpora) yang terpersonalisasi. Penelitian kuantitatif eksperimental ini menggunakan dataset dari 485 responden yang dipetakan ke dalam lima program pemberdayaan. Fitur pengguna dibangun menggunakan vektor skor numerik enam dimensi RIASEC tanpa rekayasa fitur manual, yang diproses bersama fitur kategorikal program melalui integrasi komponen Factorization Machine dan Deep Neural Network. Hasil pengujian empiris menunjukkan arsitektur yang diusulkan memiliki performa prediktif yang sangat representatif. Sistem berhasil mencapai nilai Normalized Discounted Cumulative Gain (NDCG@3) sebesar 0,7064, Area Under the Curve (AUC) 0,7217, Recall@3 0,8018, dan Precision@3 0,4144. Capaian ini menunjukkan bahwa model DeepFM memberikan performa yang baik dalam menghasilkan serta menyusun peringkat 3 rekomendasi program teratas secara presisi sesuai dengan karakteristik psikometrik pengguna.
Digitalisasi Pelayanan Desa Mangunrejo Melalui Pengembangan Sistem Informasi Berbasis Web Hidayatus Sibyan; Nur Hasanah; Nahar Mardiyantoro; Dimas Prasetyo Utomo; Erna Dwi Astuti; Adi Suwondo; Danie Amrie Dwi Kurniawan
AMMA : Jurnal Pengabdian Masyarakat Vol. 5 No. 6 : Juli (2026): AMMA : Jurnal Pengabdian Masyarakat
Publisher : CV. Multi Kreasi Media

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

The use of information technology further encourages the transformation of public services to the village government level, one of which is through the implementation of a web-based information system. However, the administrative process in Mangunrejo Village is still carried out conventionally, starting from population data management, mail services, service queue arrangements, to handling community complaints. This condition causes services to be less efficient, require longer turnaround times, and increase the risk of administrative errors. This Community Service activity aims to design and implement a web-based village service information system as a form of support for the digital transformation of village administration. The implementation of activities is carried out through several stages, namely identification of partner needs, analysis of system needs, application design, development of web-based systems, functional testing, and preparation of activity documentation. The resulting system integrates various administrative services, including citizen data management, correspondence services, queue services, and community complaint management in one platform. The results of the implementation show that the system is able to simplify administrative processes, improve the regularity of data management, and support the implementation of more effective and documented services. Therefore, the information system developed can be one of the alternative solutions in accelerating the implementation of digitization of public services in Mangunrejo Village.
Co-Authors Adi Suwondo Danie Amrie Dwi Kurniawan Dimas Prasetyo Utomo Erna Dwi Astuti Nahar Mardiyantoro Nur Hasanah Sihabuddin Rifqi