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Penerapan Data Mining Menggunakan Algoritma K-Means Clustering Untuk Rekomendasi Pilihan Program Studi Pada Mahasiswa Baru (Studi Kasus di Institut Bisnis dan Informatika Kesatuan) Mulyana, Ade; Hermawan, Yanto; Saputri, Nathania Juli
KERNEL: Jurnal Riset Inovasi Bidang Informatika dan Pendidikan Informatika Vol 5, No 1 (2024)
Publisher : Institut Teknologi Adhi Tama Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31284/j.kernel.2024.v5i1.7624

Abstract

Program penerimaan mahasiswa baru adalah agenda tahunan yang penting bagi perguruan tinggi untuk menarik calon mahasiswa. Pemilihan program studi yang tepat sangat penting agar sesuai dengan kemampuan calon mahasiswa, menghasilkan lulusan yang unggul. Di Institut Bisnis dan Informatika Kesatuan, penerimaan mahasiswa baru mengalami perubahan signifikan beberapa tahun terakhir, yang mengurangi motivasi belajar. Oleh karena itu, diperlukan strategi untuk merekomendasikan program studi yang sesuai dengan bakat dan potensi calon mahasiswa. Penelitian ini menggunakan Data Mining dengan algoritma K-Means Clustering dan Classification untuk menentukan cluster dari data tes mahasiswa baru sebagai dasar untuk merekomendasikan program studi. Hasil K-Means Clustering menunjukkan, 85 mahasiswa di rekomendasikan ke prodi Manajemen, 84 mahasiswa direkomendasikan ke prodi Pariwisata, 72 mahasiswa direkomendasikan ke prodi Sistem Informasi, 39 mahasiswa direkomendasikan ke prodi Biokewirausahaan, 39 mahasiswa direkomendasikan ke prodi Akuntansi, dan 38 mahasiswa direkomendasikan ke prodi Teknologi Informasi. Hasil data mining menunjukan akurasi menggunakan tiga model kalsifikasi yaitu Random Forest dengan akurasi 80.56%, KNN dengan akurasi 76.39%, dan SVC 52.78%. Dengan demikian, model Random Forest dipilih untuk implementasi dalam aplikasi web menggunakan API Flask, karena memberikan akurasi terbaik dalam memprediksi program studi yang cocok untuk mahasiswa baru.
Peningkatan Usaha Kelompok Tani Hutan Sadar Tani Muda Melalui Pemanfaatan Teknologi, Pemasaran Digital, dan Keuangan, Desa Bojong Murni Kabupaten Bogor Hermawan, Yanto; Cahyani, Nani; Listari, Sinta; Putri, Melani Faliana; Sucilawati, Sabrinah
Jurnal Abdimas Dedikasi Kesatuan Vol. 6 No. 2 (2025): JADKES Edisi Juli 2025
Publisher : LPPM Institut Bisnis dan Informatika Kesatuan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37641/jadkes.v6i2.3860

Abstract

This community service program was carried out with the Sadar Tani Muda Forest Farmers Group (KTH) in Bojong Murni Village, Bogor Regency, aiming to strengthen their business capacity through the use of information technology, digital marketing, and financial literacy. The main challenges faced by the group were limited market access, low adoption of digital tools, and weak financial record-keeping. The methods involved training, mentoring, and the implementation of a simple website, social media platforms, and financial recording applications using Excel/Google Sheets. The results indicate a significant improvement in members’ abilities to utilize digital media for product promotion, prepare simple financial reports, and manage their businesses more systematically. Descriptive analysis showed that the variables of digital marketing, information technology utilization, and financial management were rated high to very high, with mean scores of 4.16, 4.11, and 4.23 respectively. The program’s impact was reflected in increased sales, cost efficiency, and members’ awareness of professional business management. These findings highlight that technology-driven interventions and financial literacy enhancement can effectively strengthen farmers’ economic independence while supporting sustainable development goals at the village level   Keywords: Community empowerment, information technology, digital marketing, financial literacy, farmer group
DEVELOPMENT OF BATUTULIS PLAN AS A BOGOR CITY TOURISM AREA Saragi, Charles Parnauli; Hermawan, Yanto; Nurachmad, Edi; Salsabila, Siti Yasmin; Herawati, Fitria; Utami, Nisa Rahmaniyah
Abdi Dosen : Jurnal Pengabdian Pada Masyarakat Vol. 9 No. 2 (2025): JUNI
Publisher : LPPM Univ. Ibn Khaldun Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32832/abdidos.v9i2.2741

Abstract

Tourists take historical tours to experience firsthand the places and activities that depict the history of the people in the past. The trend of tourism activities that are in great demand by tourists encourages the provision of tourism activities that involve story telling and are thick with adventure values. To find out the extent to which the potential in the Batutulis and Lawanggintung areas of South Bogor District can be developed, it is necessary to prepare a detailed plan as a strategy and direction for the development of the Batutulis and Lawanggintung areas of South Bogor District as a City Tourism Strategic Area (KSPK). The purpose of the researcher is to identify the potential for the development of the Batutulis City Tourism Strategic Area (KSPK), South Bogor District. The data analysis methods used are quantitative and qualitative. Based on the evaluation obtained during this Community Service activity, it can be concluded that the Batu Tulis City Strategic Area Plan (KSPK) is an effort to support tourism activities which are expected to increase economic activities and community welfare through the introduction of historical relics.
BASIC TRAINING OF TOURISM HUMAN RESOURCES FOR THE SITU GEDE VILLAGE COMMUNITY, BOGOR: EFFORTS TO INCREASE LOCAL CAPACITY AND DEVELOP ECOTOURISM Rainanto, Bambang Hengky; Suryanti, Cecilia Valentina Srihadi; Saragi, Charles Parnauli; Yuwantiningrum, Sri Endah; Manurung, Tarida Marlin Surya; Utami, Nisa Rahmaniyah; Nurachmad, Edi; Hermawan, Yanto
Abdi Dosen : Jurnal Pengabdian Pada Masyarakat Vol. 9 No. 2 (2025): JUNI
Publisher : LPPM Univ. Ibn Khaldun Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32832/abdidos.v9i2.2771

Abstract

This training program aims to improve the capacity of local human resources in managing the ecotourism potential of Situ Gede, Bogor. The activity was held on August 10, 2023 at the Rizen Padjadjaran Hotel, Jl. Binamarga II, Baranangsiang, Bogor City. The core focus of this training is to provide basic knowledge about the concept of tourism, quality visitor services, environmental management, and community-based marketing strategies. A total of 30 participants consisting of local residents, tourism managers, and small and medium enterprises (SMEs) of Situ Gede Village participated in the activity. The implementation method consisted of interactive lectures, field-based practices, and group discussions. The results of the training showed a significant increase in participants' understanding of the structure of tourism management, the importance of providing friendly and professional services, and the basic principles of environmental conservation. In addition, participants began to realize the importance of utilizing social media platforms as an effective promotional tool to attract visitors. The results of the pre-test and post-test evaluations showed an average increase in knowledge of around 60%. This activity shows a positive impact as an initial step in developing competent tourism human resources. Based on these findings, it is recommended that further training be conducted with an emphasis on developing thematic tour packages, increasing capacity in digital marketing, and establishing strategic collaborations between tourism stakeholders and local small businesses.
Peran teknologi informasi, media sosial sebagai komunikasi digital marketing guna meningkatkan perilaku hidup sehat di lingkungan masyarakat Cahyani, Nani; Hertati, Lesi; Hermawan, Yanto; Setiawan, Hendra; Kizana, Meilani
SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Vol 10, No 2 (2026): April
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jpmb.v10i2.37986

Abstract

Abstrak Perkembangan media sosial yang pesat membawa perubahan pola komunikasi dan penyebaran informasi di masyarakat, termasuk bidang kesehatan. Media sosial tidak hanya berfungsi sebagai sarana hiburan, tetapi sebagai media edukasi yang efektif dalam meningkatkan pengetahuan, sikap, dan perilaku hidup sehat. Kegiatan pengabdian kepada masyarakat ini bertujuan untuk meningkatkan pemahaman dan penerapan perilaku hidup sehat melalui pemanfaatan media sosial sebagai media edukasi kesehatan di lingkungan masyarakat. Metode yang digunakan meliputi penyuluhan kesehatan, pembuatan dan penyebaran konten edukatif berbasis media sosial (seperti poster digital, video pendek, dan infografis), serta diskusi interaktif secara daring. Sasaran kegiatan adalah masyarakat umum dengan fokus pada peningkatan kesadaran mengenai pentingnya perilaku hidup sehat, seperti pola makan seimbang, aktivitas fisik, kebersihan diri dan lingkungan, serta pencegahan penyakit. Hasil kegiatan menunjukkan adanya peningkatan pengetahuan dan kesadaran niilai rata-rata pretest = 62,4, niilai rata-rata posttest = 78,9  hal ini terjadi peningkatan sebesar 16,5 poin terhadap masyarakat terhadap pentingnya perilaku hidup sehat, yang ditunjukkan melalui meningkatnya partisipasi, respons positif, serta perubahan sikap dalam menerapkan kebiasaan hidup sehat sehari-hari. Media sosial terbukti menjadi sarana yang efektif dan efisien dalam menjangkau masyarakat secara luas dan berkelanjutan. Pemanfaatan media sosial dalam kegiatan pengabdian kepada masyarakat dapat menjadi strategi inovatif untuk mendukung peningkatan perilaku hidup sehat dan kualitas kesehatan masyarakat. Kata Kunci: teknologi informasi: media sosial; perilaku hidup sehat;  perubahan sikap: lingkungan masyarakat Abstract The rapid development of social media has brought changes in communication patterns and information dissemination in society, including in the health sector. Social media not only functions as a means of entertainment, but as an effective educational medium in improving knowledge, attitudes, and healthy living behaviors. This community service activity aims to improve the understanding and implementation of healthy living behaviors through the use of social media as a health education medium in the community. The methods used include health education, the creation and distribution of social media-based educational content (such as digital posters, short videos, and infographics), and interactive online discussions. The target of the activity is the general public with a focus on increasing awareness of the importance of healthy living behaviors, such as a balanced diet, physical activity, personal and environmental hygiene, and disease prevention. The results of the activity showed an increase in knowledge and awareness with an average pretest score of 62.4 and an average posttest score of 78.9. This represents an increase of 16.5 points in the community regarding the importance of healthy living behaviors, as demonstrated by increased participation, positive responses, and changes in attitudes in implementing healthy living habits daily. Social media has proven to be an effective and efficient means of reaching the community broadly and sustainably. The use of social media in community service activities can be an innovative strategy to support the improvement of healthy living behavior and the quality of public health. Keywords: information technology: social media; healthy living behaviors; attitude change: community  environment