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Data Mining Selection of Prospective Government Employees with Employment Agreements using Naive Bayes Classifier Bustomi, Yosep; Nugraha, Anwar; Juliane, Christina; Rahayu, Sri
Sinkron : jurnal dan penelitian teknik informatika Vol. 7 No. 1 (2023): Articles Research Volume 7 Issue 1, 2023
Publisher : Politeknik Ganesha Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33395/sinkron.v8i1.11968

Abstract

The implementation of health in Indonesia is still marked by problems in managing the workforce, especially among honorary health workers. The State Personnel Agency seeks to improve service quality by selecting good human resources to enhance community services. Several Ministries agreed to change the team member recruitment system from Prospective Civil Servants to Government Employees with Work Agreements. In the field, in the Government Employees with Work Agreements acceptance process, there are still pros and cons, both from the rules and the appointment process. The community hopes that the appointment process can be objective and open so that no group is disadvantaged. To achieve these expectations, researchers used data mining to classify health workers who would become Government Employees with Work Agreements. The data mining process uses probability with the Naive Bayes Classifier algorithm from historical data on Government Employees with Work Agreements receipts for 2021. Data on the history of Government Employees with Work Agreements acceptance of health workers as many as 1078 data have been filtered and cleaned. The results of testing the data are 0.00012 for the worthy assumptions and 0.0032 for the unworthy assumptions. Data processing results will be visually displayed using bubble diagrams and Python programming. The researcher concluded that the process of classifying prospective first-aid team members for medical personnel could be done by data mining using the Naïve Bayes algorithm. The results of this classification can be used as a reference for the following year's Government Employees with Work Agreements revenue classification process.  
Optimizing Tourism Promotion for Situ Bagendit Through Innovation in a Web-Based Virtual Tour Application Rahayu, Sri; Yanuar, Syahrul; Bustomi, Yosep
Teknika Vol. 13 No. 3 (2024): November 2024
Publisher : Center for Research and Community Service, Institut Informatika Indonesia (IKADO) Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34148/teknika.v13i3.1037

Abstract

Situ Bagendit is a well-known natural lake tourist destination in Garut, West Java. However, information about Situ Bagendit is still difficult for the public to access. Information is often spread by word of mouth and social networks, which highlights the need for more effective promotional media. This research aims to create a virtual tour to promote Situ Bagendit and address the issue of information accessibility for tourists. The application was developed using the Multimedia Development Life Cycle (MDLC) method, utilizing VR technology and 3DVISTA software, and incorporating images and videos captured with a mobile or 360° camera. The application is hosted on Instagram, featuring interactive elements such as chat and location information via Google Maps. The research findings indicate that the virtual tour application was successfully built with features like a gallery, videos, information, WhatsApp, and Google Maps. It received a score of 80.25 on the System Usability Scale (SUS), earning an "Excellent" rating and falling within the "Acceptable" category. This application is expected to increase tourist interest in visiting Situ Bagendit.
Pelatihan Public Speaking untuk Meningkatkan Kepercayaan Diri Siswa Madrasah Aliyah Arafah Cendekia Febrina, Raden Ismira; Bustomi, Yosep
Jurnal Media Pengabdian Komunikasi Vol 5, No 1 (2025): Jurnal Media Pengabdian Komunikasi
Publisher : Universitas Garut

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52434/medikom.v5i1.420

Abstract

Permasalahan masih rendahnya kepercayaan diri siswa dalam berbicara di depan umum masih menjadi isu penting dalam dunia pendidikan, khususnya di wilayah seperti Kabupaten Garut. Di MA Arafah Cendekia, sebagian besar siswa mengalami kecemasan saat harus menyampaikan pendapat atau melakukan presentasi, baik di dalam kelas maupun dalam kegiatan organisasi. Keterbatasan pembelajaran berbasis keterampilan komunikasi menyebabkan kemampuan public speaking belum terasah secara optimal. Pengabdian kepada masyarakat ini bertujuan untuk meningkatkan keterampilan public speaking siswa yang berimplikasi langsung pada peningkatan rasa percaya diri mereka. Kegiatan dilaksanakan dalam bentuk pelatihan selama satu hari penuh di MA Arafah Cendekia Garut, dengan pendekatan partisipatif dan praktik langsung. Tahapan pelaksanaan meliputi observasi awal, identifikasi kebutuhan dan penyusunan materi, serta kegiatan pelatihan yang terdiri dari penyampaian materi dasar, simulasi, dan praktik berbicara di depan publik. Hasil pengabdian menunjukkan bahwa 75% peserta mengalami peningkatan signifikan dalam hal kepercayaan diri dan 82% mengaku lebih memahami teknik dasar public speaking. Selain itu, suasana belajar yang kolaboratif dan dukungan dari pihak madrasah menjadi faktor pendukung keberhasilan program. Kontribusi dari kegiatan pengabdian ini terletak pada model pelatihan public speaking berbasis praktik dan refleksi yang dapat diterapkan di madrasah lain, khususnya di wilayah dengan keterbatasan program pengembangan soft skill. Selain memberikan dampak langsung terhadap peningkatan kompetensi komunikasi siswa, kegiatan ini juga memperkuat peran madrasah sebagai institusi yang tidak hanya membina aspek akademik, tetapi juga pengembangan karakter dan keterampilan hidup.