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Implementasi Algoritma K-Means Clustering untuk Mengelompokkan Siswa Berdasarkan Nilai sebagai Evaluasi Pembelajaran

Jihan Aulia Putri Fahdrina, Eva Lestari, Dila Sari
Abstract: Academic achievement is a measure of students' learning outcomes, encompassing aspects of knowledge and skills. Academic performance serves as a crucial indicator in evaluating students' learning progress. MAS Al-Wasliyah… h Petatal is committed to providing quality education but still faces limitations in applying technology to evaluate student learning. The current evaluation process relies on teachers' subjective assessments, which restricts the information about students' progress. Therefore, the implementation of machine learning is proposed as a solution to enhance objectivity in student learning evaluation through more effective data processing. The method used is the K-Means Clustering algorithm, which can group or classify data based on specific patterns. This study aims to evaluate the extent to which machine learning can process student learning evaluation data through the analysis results obtained from the clustering process, which are then used as benchmarks to improve the evaluation system and provide feedback for students needing improvement in their academic performance. The data used comprises students' grades from the odd semester of the 2024/2025 academic year, with a total of 210 data points. The clustering results produced three clusters: the "good" cluster with 60 students, the "average" cluster with 99 students, and the "low" cluster with 51 students.

Penerapan Metode K-Means untuk Mengklasifikasikan Penjualan Produk Olahraga Pada Toko Wan Toys & Sport

Marta Riama Uli Aritonang, Mhd. Anugrah Pramana, Putri Anggraini Dwiyanti
Abstract: Technological advances support digital transformation in sales data management. Wan Toys & Sport stores face difficulty understanding sales patterns, such as the highest sales months and most popular products. This research… rch uses the K-Means clustering method with the CRISP-DM approach to group sports products based on their sales level. The analysis results show that this method is able to divide products into three categories: high, medium and low, thus providing strategic insight for stock management and marketing. Products with high sales are prioritized for stock, while products with low sales are targeted for promotion. This method effectively supports operational efficiency and data-based decision making at Wan Toys & Sport stores.  

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.

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.

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.

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.

Adaptasi Teknologi Dalam Penguatan Literasi Dan Numerasi Dalam Era Digital Pada UPTD SDN 015861 Bunut Seberang

Siddik, Mohd, Al-Fariqo, Muhammad, Naipospos, Khuzaimah, Pratiwi , Dinda Agus, Pratiwi, Destiana
Abstract: Observations carried out at the beginning of campus education program activities at UPTD Sekolah SDN 015861 Bunut Seberang showed that digital literacy and numeracy skills are very important to improve in the current digital… ital era. Some of the problems identified include low interest in reading, difficulty in simple arithmetic operations, and lack of clarity in the library. Therefore, students have developed several programs to improve digital literacy and numeracy in schools. Recommended programs such as reading fluency, coloring pages, math puzzles, bullying education, library organization, and literacy corners will help students improve their literacy and digital skills. Interactive and varied learning methods aim to increase student interest and participation in the learning process. Apart from that, the use of technology is also an important part of increasing digital literacy and numeracy. Through training, workshops, development of digital educational content, and integration of digital and computing skills into the curriculum, we aim to enable students to develop skills that meet the needs of our time. Through these programs, it is hoped that students will improve their literacy and numeracy skills, help them handle digital information better and prepare them to face the challenges of this digital era. We hope that the results of this Teaching Campus program can provide great benefits for education and the development of students' skills at school.

Deskripsi Kemampuan Membaca Permulaan Melalui Asesmen Diagnostik Pada Siswa Kelas I SDN 014 Tarakan

Danianti, Djuni, Saputra, Ady, Bua, Mety Toding
Abstract: Diagnostic assessment tests for students entering elementary school were conducted once, focusing solely on letter reading. However, teachers did not assess syllable, word, paragraph, or reading comprehension, leading to… ongoing issues in early reading ability among students. This study aimed to describe the early reading ability of the first-grade students at SDN 014 Tarakan through diagnostic assessment in terms of five key aspects: reading letters, reading syllables, reading words, reading paragraphs, and comprehending information from reading. A qualitative descriptive approach was employed in this study. Data were collected through interviews, observations, and documentation. The findings revealed that in the letter reading aspect, 34 out of 55 students were fluent, while 21 were not. In the syllable reading aspect, 27 students were fluent, and 28 were not. In the word reading aspect, 21 students read fluently, while 34 did not. In the paragraph reading aspect, 15 students read fluently, and 40 struggled. In the comprehension aspect, 16 students could understand the content, whereas 39 had difficulties with comprehension. The study also identified several challenges faced by students with reading difficulties. These included poor memorization of letter shapes, frequent errors such as changing, omitting, or misplacing letters, difficulty with long words, limited vocabulary, and lack of concentration while reading.