Evaluasi Kinerja AI berbasis Recurrent Neural Network (RNN) dalam Mengidentifikasi Ancaman Phising pada URL Website
(Nailah Azzahra, Merry Dwi Handayani, Awwaliyah Aliyah)
DOI : 10.62951/bridge.v3i3.485
- Volume: 3,
Issue: 3,
Sitasi : 0 23-Jun-2025
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| Last.13-Aug-2025
Abstrak:
Phishing is an evolving form of cybercrime that targets users' sensitive information through URL manipulation. Conventional detection methods such as blacklists and signature-based approaches have become increasingly inadequate in addressing the dynamic variations of modern phishing attacks. This study evaluates the effectiveness of Recurrent Neural Network (RNN) variants, such Long Short-Term Memory (LSTM), Bidirectional LSTM (Bi-LSTM), and Gated Recurrent Unit (GRU), in detecting phishing threats based on URL data. The methodology involves a Systematic Literature Review (SLR) of scholarly publications from the past ten years, complemented by experimental implementation of the models using a public dataset from Kaggle. Literature findings show that Bi-LSTM consistently achieves the highest accuracy, up to 99%, while GRU stands out for its computational efficiency. Experimental results support these findings, with Bi-LSTM achieving an accuracy of 96.22%, GRU 96.29%, and LSTM 95.43%. Classification metrics indicate that RNN-based models perform very well in detecting benign and defacement URLs, although their performance on phishing URLs remains challenged, particularly in terms of recall. These results confirm that RNNs remain a promising approach for phishing detection systems, especially when integrated into hybrid models with complementary architectures. This study is expected to provide a foundation for developing precise and adaptive AI systems to combat increasingly sophisticated phishing threats.
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2025 |
Tinjauan Literatur Optimalisasi Manajemen Sumber Daya Manusia Untuk Peningkatan Produktivitas dan Keberlanjutan Peternakan Sapi Perah
(Natasya Khairun Nisa, Citra Nabila, Sabilinnisa Azahra, Fany Apriliani)
DOI : 10.58192/ebismen.v4i2.3559
- Volume: 4,
Issue: 2,
Sitasi : 0 19-Jun-2025
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| Last.22-Jul-2025
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Human resources are the driving force of animal husbandry in Indonesia, because the role of human resources is important and aligned with qualified work skills will create sustainable dairy farms. This Literature Review aims to examine the effect of increasing productivity and sustainability of dairy farms through optimizing human resource management. This study used a systematic review method. After collecting information from 13 SINTA accredited journals and SCOPUS indexed journals, it was found that optimizing human resource management plays an important role in realizing productivity and sustainability of dairy cows, as found in this literature review that empowering farmers by providing training, knowledge and skills is a key factor in increasing production yields that support business sustainability.
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2025 |
PENGARUH KEBIJAKAN PENDIDIKAN JASMANI TERINTEGRASI TERHADAP GAYA HIDUP SEHAT DI KALANGAN SISWA SEKOLAH DASAR
(Dini Permata Sari, Tito Parta Wibowo, Pardiman, Elsa Zahra, Refly Jayadi Ningrat, Ahmad Septiana, Pajri Sumardi, Ahmad Firdaus, Anshori, Panji Gumelar)
DOI : 10.69714/81ah9154
- Volume: 2,
Issue: 3,
Sitasi : 0 18-Jun-2025
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| Last.30-Jul-2025
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An integrated physical education policy was a strategic approach in shaping a healthy lifestyle from an early age. This study aimed to determine the effect of the integrated physical education policy implementation on the healthy lifestyle of elementary school students. The method used was descriptive quantitative with a survey approach. The sample consisted of 120 students from four elementary schools that had implemented the policy in X city. The results showed a significant positive correlation between the implementation of the integrated physical education policy and the improvement of students' healthy living behaviors, which included regular physical activity, a balanced diet, and awareness of personal hygiene and health. This policy proved effective in instilling healthy living values through structured physical activities and supporting the strengthening of character education
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2025 |
INTEGRASI TIM SEPAK BOLA PADA PELATIH DALAM SUDUT PANDANG SOSIOLOGI OLAHRAGA
(Zahrotunnisa Noviriyanti, Dwi Muhammad Riski, M. Naufal Dzaky Immamughni Alwasi, Melani Agustina, Gabriela Talasari S, Muhammad Fajri, Muhammad Rizky Firdaus, Pardiman Pardiman, Ibnu Sina, Nazwa Zahralova)
DOI : 10.69714/9zabfk56
- Volume: 2,
Issue: 3,
Sitasi : 0 17-Jun-2025
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| Last.30-Jul-2025
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This study aims to examine the role of sport sociology in the practice of coaching and leadership of soccer coaches, especially in the context of multicultural teams. Through a qualitative approach and in-depth interviews with a number of soccer coaches, it was found that understanding the social background, culture, and individual values ??of players is very important in creating effective interpersonal relationships in the team. The results showed that coaches who have intercultural communication skills and adaptive leadership styles tend to be successful in building strong social cohesion and solidarity among players. Social integration in a soccer team is a dynamic process, where the coach acts as a socialization agent who is able to balance diversity without causing internal conflict. These findings contribute to the development of more inclusive and socially value-oriented coaching strategies. This study also emphasizes the importance of coaching training that includes social and cultural aspects in the management of modern sports teams.
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2025 |
PERENCANAAN EKONOMI PESANTREN BERBASIS KEMANDIRIAN DAN PEMBERDAYAAN: STUDI EMPIRIS DI MAMBAUL KHOIRIYATIL ISLAMIYAH BANGSALSARI-JEMBER
(Camelia Camelia, Irmatus Sholihah, Ananda Wulan Noverita, Dhea Amelia Az Zahra, Devana Retno Cahyani, Wike Azidah)
DOI : 10.69714/phgn8j56
- Volume: 2,
Issue: 3,
Sitasi : 0 17-Jun-2025
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| Last.30-Jul-2025
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Islamic boarding schools are traditional Islamic educational institutions that not only serve as centers for religious learning but also hold strategic potential in empowering the community economically. One tangible manifestation of the pesantren’s economic self-sufficiency efforts is the establishment of business units such as Mahira Mini Market, which operates under the auspices of Pondok Pesantren Mamba’ul Khoiriyatil Islamiyah (PP MHI) in Bangsalsari, Jember. This study aims to examine the planning and development strategies of the Mahira business as part of implementing an economic plan based on pesantren self-reliance and community empowerment. Using a qualitative approach and case study method, data were collected through observation, in-depth interviews, and documentation involving the pesantren’s caretakers and alumni. The findings show that PP MHI possesses sufficient physical, intellectual, and financial capital to support the development of the Mahira business. A SWOT analysis reveals that Mahira has strengths in terms of internal human resources and social support, but still faces challenges related to digitalization and marketing. The business development planning focuses on optimizing available resources, including activating social media managed by digitally skilled students (santri), as well as adding light services such as mobile credit top-ups and e-wallet transactions. The development strategies include sales digitalization, capacity building for santri, partnerships with MSMEs and alumni, and routine evaluations based on sharia principles and financial accountability. The study concludes that gradually strengthening the Mahira business can serve as a model of Pesantren-Owned Enterprises (BUMP) that is adaptive, sustainable, and replicable in other pesantren to strengthen the ummah’s economy.
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2025 |
Implementasi Tugas Pokok Dan Fungsi Pengelolaan Keuangan Pada Bagian Umum dan Keuangan Sekretariat DPRD Kota Tanjungpinang
(Azahra Ashilah, Adhe Fadli Farhan, Kustiawan Kustiawan)
DOI : 10.62383/komunikasi.v2i3.416
- Volume: 2,
Issue: 3,
Sitasi : 0 17-Jun-2025
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| Last.02-Aug-2025
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This study aims to evaluate the implementation of the main tasks and functions of financial management in the General and Finance Section of the Tanjungpinang City DPRD Secretariat, with a focus on identifying obstacles and formulating strategic solutions to improve the efficiency of financial management. Using a descriptive qualitative approach, data were collected through interviews, and analysis was carried out based on Edward III's policy implementation theory which emphasizes four key variables: communication, resources, disposition, and bureaucratic structure. The results of the study indicate that the implementation of the main tasks and functions is running quite well, supported by effective internal communication, the availability of human resources, budget, and infrastructure, as well as a bureaucratic structure that still faces challenges, such as minimal technical training and vacancies in functional positions that have an impact on bureaucratic effectiveness. Capacity building and structural arrangements are needed so that financial management can run more optimally, accountably, and in accordance with the principles of good governance.
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2025 |
Dialektika Adat Dan Hukum Islam: Menelusuri Peran Budaya Lokal Dalam Penegakan Hukum Perzinaan Di Aceh
(Sofiatus Zahra Rochma, Rahayu Sri Utami)
DOI : 10.62504/jimr1277
- Volume: 3,
Issue: 6,
Sitasi : 0 17-Jun-2025
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| Last.31-Jul-2025
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Aceh merupakan satu-satunya provinsi di Indonesia yang secara formal menerapkan hukum Islam melalui Qanun Jinayat, termasuk dalam hal penegakan hukum terhadap tindak pidana perzinaan. Namun, penerapan hukum tersebut tidak berdiri sendiri, melainkan berdialektika dengan nilai-nilai adat dan budaya lokal yang masih kuat melekat dalam masyarakat Aceh. Penelitian ini bertujuan untuk menelusuri bagaimana peran budaya lokal, khususnya hukum adat, berinteraksi dengan hukum Islam dalam proses penegakan hukum terhadap pelaku perzinaan. Metode yang digunakan adalah penelitian hukum normatif dengan pendekatan konseptual dan perundang-undangan, serta ditunjang dengan data sekunder berupa literatur hukum dan studi empiris sebelumnya. Hasil penelitian menunjukkan bahwa hukum adat di Aceh berfungsi sebagai instrumen sosial yang memperkuat efektivitas hukum Islam melalui pendekatan restoratif, seperti penyelesaian kekeluargaan dan pemberian sanksi sosial, sebelum pelaku diserahkan kepada aparat penegak hukum syariah. Kesimpulannya, budaya lokal berperan signifikan dalam memberikan legitimasi sosial terhadap penerapan syariat Islam, serta menjadi jembatan antara norma agama dan realitas sosial masyarakat. Dialektika ini menciptakan model pluralisme hukum yang kontekstual, harmonis, dan lebih diterima oleh masyarakat Aceh.
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2025 |
Peran Content Creator sebagai Agen Bela Negara dalam Menangkal Disinformasi: Studi Kasus Konten Ferry Irwandi
(Fadia Az-Zahra Puteri, Monica Biyant Balqis, Dimas Setiawan, Maia Safira Choirunnisa, Inggrid Manusatun Nadia, Sultan Falih Rheinsalazar)
DOI : 10.69714/6eec1s75
- Volume: 2,
Issue: 3,
Sitasi : 0 16-Jun-2025
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| Last.30-Jul-2025
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Disinformation is one of the real threats to national stability in the digital era that needs to be addressed immediately. This study aims to analyze the role of content creators in countering disinformation in the digital era, focusing on Ferry Irwandi's content on social media. The method used is descriptive qualitative research with secondary data collection through content analysis of ten Ferry Irwandi videos. The results show that several of Ferry Irwandi’s contents feature five main thematic indicators: counter-narratives against disinformation, strengthening the narrative of national defense, digital and media literacy education, issues of tolerance and diversity, and social criticism based on national values. These findings demonstrate that defending the nation can be realized through creative, critical, and educational content, which becomes one of the key strategies in addressing the threat of disinformation in the digital space.
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2025 |
PENGARUH DIGITAL MARKETING TERHADAP PENINGKATAN DAYA SAING UMKM SKINCARE LOKAL: STUDI KASUS BRAND SCARLETT
(Sofarman Lafau, Sahara Nur Fadilah, Farah Afifah Azzahra, Anastasia Agnes)
DOI : 10.62504/nexus1279
- Volume: 2,
Issue: 6,
Sitasi : 0 14-Jun-2025
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| Last.31-Jul-2025
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Usaha Mikro, Kecil, dan Menengah (UMKM) memegang peranan penting dalam pembangunan ekonomi Indonesia melalui penciptaan lapangan kerja, pemerataan ekonomi, dan kontribusi terhadap PDB nasional. Namun, dalam industri perawatan kulit lokal yang sangat kompetitif, UMKM menghadapi tantangan yang signifikan, khususnya dalam pemasaran digital dan adaptasi teknologi. Studi ini mengkaji pengaruh pemasaran digital terhadap keunggulan kompetitif UMKM perawatan kulit lokal, dengan menggunakan merek Scarlett sebagai studi kasus. Melalui pendekatan kualitatif deskriptif yang melibatkan observasi non-partisipatif dan studi dokumentasi, penelitian ini mengeksplorasi bagaimana Scarlett berhasil memanfaatkan platform digital, pemasaran influencer, pembuatan konten, dan keterlibatan media sosial untuk memperkuat posisi pasarnya. Temuan penelitian mengungkapkan bahwa integrasi strategi pemasaran digital Scarlett, seperti kolaborasi dengan influencer lokal dan internasional, pemasaran konten yang menarik dan informatif, dan interaksi media sosial yang aktif, secara signifikan meningkatkan visibilitas merek, kepercayaan konsumen, dan loyalitas pelanggan. Strategi-strategi ini telah memungkinkan Scarlett untuk tidak hanya bertahan tetapi juga berkembang di pasar yang jenuh, membuktikan bahwa pemasaran digital merupakan pendorong penting bagi UMKM yang ingin mencapai keunggulan kompetitif yang berkelanjutan. Penelitian ini memberikan wawasan praktis dan teoritis tentang bagaimana UMKM dapat memanfaatkan alat digital untuk meningkatkan merek dan jangkauan pasar mereka di era digital.
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2025 |
Systematic Literature Review (SLR): Analisis Keterampilam Membaca Melalui Legenda Asal – Usul Kota Kudus pada Siswa Sekolah Dasar
(Tsabita Hanun Mumtaza P, Anka Putri Cahyaningtias, Marwah Azzahra Diani, Luthfa Nugraheni)
DOI : 10.61132/bima.v3i3.2102
- Volume: 3,
Issue: 3,
Sitasi : 0 13-Jun-2025
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| Last.08-Aug-2025
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This study examines the effectiveness of using the local legend “The Origins of Kudus City” as a learning medium to improve reading skills in elementary school students. This legend was chosen for its three unique features: first, it contains the historical narrative of Sunan Kudus, rich in Islamic-Javanese acculturation values; second, it has strong geographical relevance to students’ daily lives in Kudus; third, it presents potential for character visualization and cultural settings that are engaging for early-age readers. The study aims to analyze the influence of local legends on students’ reading development. A Systematic Literature Review (SLR) was conducted by analyzing seven relevant articles sourced from academic databases such as Google Scholar, DOAJ, and Scopus. The inclusion criteria focused on reading skills, elementary school students, learning media, and the legend of Kudus City. The results indicate that illustrated storybooks based on local legends can significantly enhance reading comprehension, increase student motivation, and encourage active classroom participation. Additionally, this learning media enables the integration of local cultural values into the educational process, making learning more contextual and meaningful. Thus, illustrated storybooks based on the legend of “The Origins of Kudus City” are proven effective as an innovative learning tool that not only strengthens reading skills but also preserves local wisdom in elementary education.
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2025 |