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Perbandingan Metode C45 dan Naive Baiyes untuk Sistem Prediksi Pemilihan Jurusan di SMK Muhammadiyah 10 Kisaran

Pertiwi, Dina, Khairunnisa, Damayanti, Sri
Abstract: This research is motivated by the large number of prospective students who simply choose a major when they want to enter a vocational school without considering their abilities. The Decision Tree or C45 method is used because… cause it is able to make decision trees that are easy to describe, and has a level of efficiency in handling discrete and numeric attribute data. While the Naive Bayes method is used because it has a high accuracy of results. This research was conducted based on data from students of SMK Muhammadiyah 10 Kisaran which contained questions about feelings of wrong majors, interests, and determinants of other majors. Data is divided into 2 labels, namely free labels (y) and bound labels (x). Followed by dividing the dataset into training data and testing data with a ratio of 70:30 in both methods to get the level of accuracy. From the results given, it can be seen that the C45 algorithm has an accuracy of 85% and the Naive Bayes algorithm has an accuracy of 26%. This shows that the C45 algorithm is more effective in classifying the available datasets compared to the Naive Bayes.

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.

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.

Dampak Pembelajaran Online Pada Minat dan Hasil Belajar Matematika Dasar Mahasiswa Teknik Sipil

Rambe, Muhammad Rahman, Pohan, Rizky Febriani, Nasution, Alvi Sahrin, Wirna Arifitriana
Abstract: Online learning uses the internet network during the learning process, making it easier for students to access material and facilitating interaction with lecturers and other students. The aim of this research is to understand… stand the impact of online learning on the interest and learning outcomes of Basic Mathematics for Civil Engineering students. The population of this research is first semester Civil Engineering students T.A. 2021/2022 totaling 30 people. The methods used to understand the impact of online learning on the interests and learning outcomes of Basic Mathematics for Civil Engineering students are qualitative and quantitative methods. The r test results show that rcount > rtable or 0.9998 > 0.306. This means that online learning influences students' interest in learning Basic Mathematics in the Civil Engineering Study Program. The results of the t test show that tcount ≥ ttable is 4.01 ≥ 2.045 so that online learning also influences the Basic Mathematics learning outcomes of Civil Engineering Study Program students. Students' ability to answer test questions during online learning was 76.67%.

Pemberdayaan Pemuda Melalui Organisasi Kepemudaan Di Desa Dewasari Kecamatan Cijeungjing Kabupaten Ciamis

Yane Sujani, Liesdiana, Regi Refian Garis, Ii Sujai
Abstract: Empowerment of Youth through Karang Taruna Organization in Dewasari Village, Cijeungjing Sub-District, Ciamis Regency. This research aims to evaluate youth empowerment through Karang Taruna in Dewasari Village, Cijeungjing… ng Sub-District, Ciamis Regency. The research method employed was qualitative with a descriptive approach, involving 12 informants including village officials and Karang Taruna administrators. The findings indicate that youth empowerment by Karang Taruna in Dewasari Village has been initiated but not yet optimal according to empowerment theory. Challenges identified include low youth interest in training, lack of awareness about the importance of organizations, and constraints in entrepreneurship and funding. Efforts to address these barriers involve more intensive approaches, enhanced socialization and networking, and knowledge enhancement through seminars, workshops, and training sessions. Additionally, providing financial support is crucial to enhance empowerment effectiveness. This study provides insights into real challenges faced in enhancing youth participation in community development. By implementing appropriate strategies, it is expected that youth empowerment through Karang Taruna will become more effective and significantly contribute to Dewasari village's progress.

Analisis Perbandingan Kinerja Bank Konvensional dan Bank Syariah Dengan Menggunakan Pendekatan Balance Scorecard

Ismail , Nur Hikma, Septarini , Dina Fitri, Sembiring , Ade Sri Ulita Br.
Abstract: Sektor perbankan jika dilihat dari peran strategisnya sering dianggap sebagai pendorong perekonomian suatu negara untuk menghimpun dana dari masyarakat dan membiayai perekonomian. Hal ini ditunjukkan oleh tren positif dari… ri beberapa indikator utama yang mencerminkan pertumbuhan dan stabilitas sektor perbankan. Namun, rata-rata nilai Net Interest Margin pada bank konvensional masih belum memenuhi standar. Berbeda dengan rata-rata nilai Net Operating Margin dan Financing to Deposit Ratio pada Bank Syariah yang masih harus memenuhi standar yang telah ditetapkan oleh Bank Indonesia. Hal ini mempengaruhi pengambilan keputusan pihak-pihak berkepentingan. Oleh karena itu, pengukuran kinerja perusahaan saat ini tidak lagi hanya berfokus pada kinerja laporan keuangan tetapi juga kinerja non-keuangan. Penelitian ini bertujuan untuk menganalisis kinerja keuangan PT. Bank Negara Indonesia, Tbk., dan PT. Bank Muamalat Indonesia, Tbk. dari empat perspektif yaitu perspektif keuangan, konsumen, proses bisnis internal, pembelajaran dan pertumbuhan yang tercermin dalam metode pendekatan balance scorecard. Teknik analisis data yang digunakan adalah teknik analisis deskriptif. Hasil penelitian ini menyimpulkan bahwa persentase kinerja yang berhasil dicapai oleh PT. Bank Negara Indonesia Tbk. dari tujuh indikator yang digunakan sebesar 71,5%. Sedangkan persentase kinerja yang berhasil dicapai oleh PT. Bank Muamalat Indonesia, Tbk. dari tujuh indikator yang digunakan adalah sebesar 42,8%. Hal tersebut menunjukkan bahwa kategori baik pada kinerja yang diperoleh PT. Bank Negara Indonesia Tbk. lebih baik dibandingkan dengan kinerja yang diperoleh PT. Bank Muamalat Indonesia Tbk. yang berada pada kategori cukup baik.

Sekolah Minggu dan Era Teknologi: Strategi Menghadapi Peluang dan Tantangan Digitalisasi

Mersi Nantaria Telaumbanua, Nehemia Nome
Abstract: The development of digital technology has brought significant changes to Sunday School ministry and children’s faith education in the modern era. Children, as digital native generations, are increasingly connected to visual… isual media, audiovisual content, and internet use, causing conventional learning methods to become less engaging and less effective in fostering active learner participation. This study aims to analyze Sunday School strategies in addressing the opportunities and challenges of digitalization, the utilization of digital media for children’s spiritual growth, and the roles of teachers, churches, and families in developing relevant and transformative spiritual learning. The research employed a qualitative approach with a library research design enriched through phenomenological analysis of digitalization practices in Sunday School ministry. Data were obtained through a review of literature on Christian educational theology, child pedagogy, digital literacy, and reflective observation of the use of Bible animation videos, social media, and online learning platforms. The findings indicate that the digitalization of Sunday School ministry through Bible animation videos, YouTube, Zoom, Google Meet, and Christian learning applications enhances children’s interest, participation, and understanding of God’s Word through learning experiences that are more interactive, communicative, and contextual. The challenges of digitalization are reflected in gadget-related distractions, digital dependency, reduced learning concentration, and unequal access to technology among certain families. The study concludes that the success of digital Sunday School requires the integration of technology, teacher competence, parental guidance, digital literacy, and continuous spiritual formation. The novelty of this study lies in the development of a digital Sunday School ministry model that integrates technological media, pedagogical strategies, family supervision, and children’s spiritual formation in a holistic manner, thereby ensuring that church ministry remains adaptive, inclusive, and centered on children’s faith development in the digital era.

Pengaruh Minat Belajar dan Kepercayaan Diri terhadap Hasil Belajar Kognitif Matematis pada Siswa SMK Negeri 7 Kabupaten Tangerang

Charlos E. P. L. Gaol, Nerru Pranuta Murnaka, Ayatul Ulya
Abstract: This study was motivated by the low mathematics learning outcomes of vocational high school students, which are influenced by affective factors, particularly learning interest and self-confidence. Mathematics plays a crucial… cial role in developing students’ logical, critical, and systematic thinking skills; therefore, successful mathematics learning constitutes an essential component of vocational education. The research problem focused on the influence of learning interest and self-confidence on the mathematical cognitive learning outcomes of eleventh-grade students at SMK Negeri 7 Kabupaten Tangerang. The study employed a quantitative approach with a correlational survey design. The research sample consisted of 129 students selected through cluster sampling techniques. Data were collected through Likert-scale questionnaires and documentation of students’ mathematics scores. Data analysis was conducted using descriptive statistics, Pearson correlation, and multiple linear regression with the assistance of SPSS software. The findings revealed that learning interest did not have a significant effect on mathematics learning outcomes, contributing only 1.1%, whereas self-confidence had a significant effect with a contribution of 10.8%. Simultaneous testing demonstrated that learning interest and self-confidence collectively exerted a significant influence on mathematics learning outcomes with a contribution of 13.8%. The findings indicate that self-confidence is a more dominant affective factor than learning interest in improving the mathematical cognitive learning outcomes of vocational high school students. The novelty of this study lies in the finding that the vocational practice-oriented characteristics of vocational high school students cause learning interest not to directly influence mathematics learning outcomes, while self-confidence emerges as a more determining factor in students’ academic achievement. The results of this study are expected to serve as a foundation for developing mathematics learning strategies that are more oriented toward strengthening students’ psychological aspects.

Differensiasi Kurikulum sebagai Strategi Pembelajaran Efektif bagi Anak Cerdas dan Berbakat Istimewa di Kelas Inklusi

Intan Shajida Raehanun, Eka Zulbaeni, Mesatun Hasanah
Abstract: An inclusive education structure that prioritizes equitable access and participation without discrimination, gifted and talented children (GTC) are often overlooked by the system due to the dominance of a homogenized curriculum… riculum not designed to address their unique needs. GTC possess complex learning profiles, characterized by high intellectual capacity, rapid knowledge acquisition, and intense interests and creativity that exceed the average. The mismatch between conventional teaching approaches and the distinctive needs of GTC in inclusive environments creates serious pedagogical challenges, notably the hindered realization of their full potential. This article aims to critically examine the effectiveness of differentiated instruction as an adaptive curriculum strategy in addressing the diverse needs of GTC within inclusive classrooms. Through a systematic literature review, the differentiation approach is analyzed within the framework of modifying content, process, and product of learning based on students' readiness, interests, and cognitive profiles. The findings indicate that the implementation of differentiation significantly enhances intrinsic motivation, active engagement, and academic achievement of GTC, while maintaining social cohesion in the classroom. Differentiated instruction also contributes to the creation of an inclusive, dynamic, and pedagogically equitable learning environment. The novelty of this study lies in the conceptual integration of differentiation principles with inclusive practices as a foundation for curriculum design that emphasizes individual excellence and appreciation of diversity. These findings offer substantive contributions to the development of a more transformative and responsive pedagogical paradigm, while also providing both theoretical and practical foundations for educators in designing curriculum interventions that empower all learners, including those with exceptional capacities.

Tinjauan Literatur: Efektifitas Pembelajaran Berdiferensiasi dalam Pembelajaran IPS di Sekolah Menegah Pertama

Zifa Nabilla Zahra, Desy Safitri, Sujarwo
Abstract: Differentiated instruction is a pedagogical approach aimed at addressing the individual needs of students by adapting teaching strategies based on differences in ability, interests, and learning styles. This approach is… increasingly relevant in the context of junior high schools, where classroom diversity necessitates more adaptive and inclusive teaching methods. This study aims to analyze the implementation of differentiated instruction in Social Studies subjects and assess its contribution to the quality of both the learning process and its outcomes. The method employed is a systematic literature review, identifying and analyzing scholarly articles obtained through the Publish or Perish software, which utilizes Google Scholar, focusing on publications from 2016 to 2025. The findings indicate that the application of differentiated instruction has a significantly positive impact on enhancing student engagement, academic achievement, the development of critical thinking skills, and a deeper understanding of concepts in Social Studies. This approach also succeeds in fostering an inclusive, adaptive, and participatory learning environment that encourages intrinsic motivation and boosts students’ self-confidence. The study emphasizes that the success of differentiated instruction heavily depends on teachers' ability to design and implement data-driven, responsive teaching strategies tailored to each student's needs. These findings are expected to serve as practical guidance for teachers in developing more effective instruction, enrich the academic discourse in the field of differentiated pedagogy, and contribute to the formulation of education policies that support diversity and equity in junior high school learning processes.