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Penerapan Algoritma K-Means Untuk Mengklasifikasikan Penjualan Produk Dettol

Andriani, Asih, Sinaga, Bella Cantika, Hasana, Dina Nur
Abstract: Everbright has become one of the distributing companies selling various products, one of which is the Dettol product. In optimizing the stock and marketing of Dettol products, the company faces difficulties in identifying… g the best-selling products and those less favored by customers. This research data originates from the sales transaction data of Dettol soap in November, comprising 77 sales data. Through the use of data mining, particularly the K-means Clustering method, it becomes a relevant approach to solving this issue. The objective of this research is to avoid excess inventory that remains unsold while meeting the diverse needs of customers. The results of this study show the visualization of the distribution of Dettol soap product clusters and grouping based on sales levels. There were 21 best-selling item data, 31 well-selling item data, and 25 less popular item data, enabling the company to manage inventory based on the best-selling items.

Penerapan Metode Naïve Bayes Untuk Klasifikasi Penerima Bantuan Stimulan Perumahan Swadaya (BSPS)

Jona, Alda Veronika, Pratiwi, Era, Syahputra, Hat, Safitri, Yulia
Abstract: The Self-Help Housing Stimulant Assistance (BSPS) is a government house renovation program aimed at low-income communities. This program aims to enhance self-sufficiency in construction and improve the quality of houses,… facilities, infrastructure, and public utilities through the principle of mutual cooperation. BSPS recipients must meet several criteria, such as income, house ownership status, house size, floor type, wall type, roof type, and water source. To address issues based on these criteria, Data Mining techniques using the Naive Bayes method were employed. This study utilized a dataset of BSPS recipients in Air Genting Village, Air Batu Sub-district, comprising 88 samples. The classification results from applying Naive Bayes yielded a precision value of 84%, a recall value of 81%, an F1-score of 82%, and an accuracy of 81%. The objective of this research is to facilitate the classification of eligible and rightful recipients of government assistance in the form of BSPS. The results of this study are expected to provide an alternative solution in determining BSPS recipients in Air Genting Village, Air Batu Sub-district

Analisis K-Means dalam Segmentasi Pasar Penggunaan Handphone di Lingkungan Mahasiswa STMIK Royal

Febriyanti, Ade, Bancin, Putri Vina, Amanda, Siska
Abstract: The use of smartphones in Indonesia has been steadily increasing each year. In the era of the Fourth Industrial Revolution, smartphones have become a lucrative business sector, leading to intense market competition. Consequently,… equently, smartphone companies must pay closer attention to the market segmentation desired by consumers. Data mining is the process of discovering significant relationships and patterns by analyzing large datasets using statistical and mathematical techniques. This study aims to identify and analyze the market segments of Android smartphone users among students at STMIK Royal. The data used in this research were collected from 122 student respondents. The study employs clustering using the K-means algorithm. The resulting data modeling will categorize market segments into several clusters. This segmentation yields three clusters: Cluster 1 (features), consisting of 36 respondents who prioritize price, battery, camera, and warranty; Cluster 2 (product), with 49 respondents who value all attributes except warranty; and Cluster 3 (superiority), comprising 37 respondents who prioritize camera, brand, and RAM.

Optimalisasi Pemberdayaan Desa melalui Program Unggulan dan Kemitraan Persyarikatan KKN MAs 68 Desa Buatan I

Berlian, Raisa
Abstract: The Community Service Program (KKN) MAS 68 at Buatan I Village, conducted from July 31 to September 10, 2025, was initiated in response to several challenges faced by the community, including limited educational and healthcare… thcare facilities, inadequate public amenities, environmental conditions requiring improvement, low socio-cultural activities, and limited local MSME development. The students implemented six main programs: establishing a reading corner; collaborating with the integrated health post (Posyandu) through elderly exercise, nutrition education, and supplementary feeding; renovating and organizing the village maternity post (Polindes); conducting greening and community clean-up activities at schools and the village; organizing the 17th August 2025 Independence Day celebration; and developing MSMEs based on egg-laying ducks into salted eggs and salted egg crackers. Methods employed included participatory observation, socialization, mentoring, hands-on practice, and active participation in socio-cultural activities. Evaluation was conducted through discussions with partners, field notes, and visual documentation. The results showed an improvement in literacy, the establishment of healthy habits among children and the elderly, a greener environment, successful organization of the Independence Day celebration, and increased economic value of local MSMEs. The program also enhanced students’ soft skills and strengthened synergy among students, villagers, and village officials, thus providing a positive impact on the community capacity of Buatan I Village.

Sosialisasi Pembelajaran Biomathematics di SMP Muhammadiyah 51 Sidikalang Tentang Pemodelan Penyakit

Sisca Sri Dewi Saragih, Sariyani Kudadiri
Abstract: The independent curriculum provides opportunities for educators and students at SMP Muhammadiyah 51 Sidikalang to obtain information. Non-formal education can be obtained by participating in various activities, one of which… ich is socialization outside of school. This socialization provides additional knowledge, it turns out that mathematics and biology can be connected, for example regarding learning Biomathematics which can help model populations from the spread of disease, in this case the model for the spread of Covid-19. The aim of this event is so that educators and students can apply and model the spread of disease and read real phenomena through data. The method used in this event is assistance which helps in explaining the modeling of the Covid-19 disease and analyzing the data so that conclusions can be drawn on the spread of the population so that the spread can be stopped. The results of this event were that 85% of educators and students were able to take part in this socialization by being able to form and model in a simple way the formation of disease models both by analyzing data.

Pelatihan Pengenalan Dasar Public Speaking Bagi Siswa Siswi MAS Al Ma’shum Kisaran

Lubis, Iin Almeina, Parini, Parini, Nata, Andri, Siagian, Nurul Masytha
Abstract: Public speaking is the activity of speaking in front of an audience with the aim of delivering information, providing explanations, entertaining, or influencing the listeners. It also involves conveying messages verbally… in front of an audience, whether in the form of speeches, presentations, lectures, or discussions. Public speaking is a crucial skill in various aspects of life, ranging from education to the professional world. This ability not only helps in academic presentations but also impacts how a person communicates and influences others. At the high school level and equivalent, students begin preparing for the next stage in their education or entering the workforce. Many challenges arise for students when speaking in front of an audience in a formal setting and explaining their presentations. Students face difficulties due to a lack of self-confidence, nervousness, panic, and a lack of mastery over the material they will present. In addition to a lack of self-confidence, other challenges include limited vocabulary, low communication skills, fear of judgment from others, and insufficient preparation. Basic public speaking training at Al Ma'shum High School in Kisaran would be highly beneficial for students to boost their self-confidence, enhance their communication skills, sharpen their critical and logical thinking abilities, and equip them for entering the workforce. The basic public speaking training will involve methods such as self-introduction exercises, role-playing, speech structure practice, impromptu speaking, expression training, intonation and articulation exercises, as well as feedback and evaluation.

Transformasi Metode Pembelajaran di Era Digital

Siddik, Mohd, Nasution, Akmal, Lubis, Adi Prijuna, Handoko, Wiwin
Abstract: The educational approach in Indonesia, especially at Madrasah Tsanawiyah (MTs) Daarussalam, must respond to the challenges of globalization and rapid advances in information technology. This change requires a transformation… ion of the learning system from conventional methods that are oriented toward memorization to an educational model that is more interactive and relevant to the needs of the times. Critical, creative, and adaptable skills are a must for graduates to compete in the dynamic world of work. Integrating digital technology in learning, such as the use of AI-based learning tools and digital platforms such as ChatGPT, has the potential to increase student participation and provide a more individualized approach to teaching. In this context, MTs Darussalam is committed to carrying out transformation by increasing teachers' understanding of educational technology and implementing professional training. By implementing a collaborative and creative digital learning model, it is hoped that students can develop into critical thinkers and problem solvers ready to face future challenges. This transformation is not just a change in methods but an educational investment aimed at building competitive human resources in the global era.

Sistem Pengelolaan Antrian Pelayanan Administrasi Kantor Kecamatan Cibeunying Kidul

Chalifa Chazar, Jafar Ihsan Atthayyar, Kleo Aprian Permana, Rayhan Muhammad Mafaz Shidqy, Taufan Hafizh Nugraha, Ammar Jaddid Habibullah
Abstract: Efficient queue management is a major challenge in public services, including in Cibeunying District. Traditional manual systems often lead to unorganized queues, long waiting times, and public dissatisfaction. This study… y aims to design and implement a more modern and structured technology-based queue numbering system. The system is designed as a web-based application that allows users to take queue numbers directly on-site or via mobile devices. Additionally, the system is equipped with an automatic call feature, where if a number is not present after two calls, the next number is automatically called. The implementation results show that this system can improve service efficiency, reduce waiting times, and provide a more convenient experience for the community. With this system, the Cibeunying District can significantly optimize the quality of its public services.

Peran Media Sosial dalam Meningkatkan Penjualan Keripik Sambal di Pasar Sibuhuan

Hasibuan, Siti Masitoh, Lijah Adena Hasibuan, Ahmad Ripai Rangkuty, Alexandra Harahap
Abstract: The development of digital technology has changed the way businesses market products, including culinary businesses such as chili chips. This article examines the role of social media in increasing sales of chili chips in… n Sibuhuan Market, North Sumatra. Social media, through platforms such as Instagram, Facebook, and TikTok, allows businesses to introduce their products to a wider audience, increase brand awareness, and reach markets outside of the local area. In addition, social media provides an opportunity to interact directly with consumers, receive feedback, and build customer loyalty. Marketing through creative content, such as eye-catching photos and videos, as well as promotions through influencers or contests, also contribute to increased buying interest. By taking advantage of the e-commerce features available on social media, the purchase process becomes easier, which also drives increased sales conversions.

Peningkatan Kualitas Pelayanan Pemandian Air Panas “Citra” Melalui Transformasi Digital Pengelolaan Pondok dan Kantin

Iqbal, Muhammad, Syahputra, Abdul Karim, Handoko, Wiwin
Abstract: Citra Teluk Sibayan Hot Springs is the first geothermal hot spring in Batubara Regency. The hot spring has gained recognition among the public and faces challenges in managing its canteen and lodges. The community service… e program aims to enhance service quality through digital transformation. The initiative is based on the need to improve operational efficiency and visitor satisfaction through technology. The method of the program consists of three phases: first, a needs analysis and design of a digital system for food ordering and lodge management. Second, the implementation of technology, including the development of an application, integration of a payment system, and installation of hardware. Third, staff training to ensure effective use of the system. The initial results of the program show improved record-keeping of canteen sales and visitor satisfaction. The digital payment system accelerates transactions, reduces errors, and streamlines sales tracking. Positive feedback from visitors and staff indicates a better experience and the potential for increased revenue. This program is expected to serve as a successful model for the application of digital technology in managing tourism facilities.