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Peningkatan Akurasi Klasifikasi Sentimen Pengguna Dompet Digital Menggunakan Stacking Ensemble Machine Learning

Ilmawati, Nadya Alinda Rahmi, Elvira Sawitri
Abstract: Penggunaan dompet digital yang terus meningkat menghasilkan banyak ulasan pengguna yang dapat dimanfaatkan untuk mengevaluasi kualitas layanan. Penelitian ini bertujuan meningkatkan akurasi klasifikasi sentimen pengguna… dompet digital menggunakan metode Stacking Ensemble Machine Learning yang mengombinasikan Support Vector Machine (SVM), Multinomial Naïve Bayes (MNB), dan AdaBoost dengan Logistic Regression sebagai meta-learner. Data ulasan diproses melalui tahapan text preprocessing meliputi case folding, cleaning, tokenizing, stopword removal, stemming, dan pembobotan fitur menggunakan TF-IDF. Penyeimbangan data dilakukan dengan SMOTE, sedangkan evaluasi model menggunakan 5-Fold Cross-Validation. Hasil penelitian menunjukkan bahwa model Stacking Ensemble memperoleh akurasi rata-rata 80,55%, lebih tinggi dibandingkan algoritma dasar. Evaluasi menggunakan Confusion Matrix, Classification Report, dan ROC Curve juga menunjukkan peningkatan nilai precision, recall, F1-score, dan kemampuan diskriminasi model. Hasil ini menunjukkan bahwa pendekatan Stacking Ensemble Machine Learning efektif untuk meningkatkan akurasi klasifikasi sentimen pengguna dompet digital serta mendukung evaluasi kualitas layanan berbasis opini pengguna. The rapid growth of digital wallet usage has generated a large volume of user reviews that can be utilized to evaluate service quality. This study aims to improve the accuracy of digital wallet user sentiment classification using a Stacking Ensemble Machine Learning approach that combines Support Vector Machine (SVM), Multinomial Naïve Bayes (MNB), and AdaBoost with Logistic Regression as the meta-learner. User reviews were processed through text preprocessing stages, including case folding, text cleaning, tokenization, stopword removal, stemming, and TF-IDF feature weighting. Synthetic Minority Over-sampling Technique (SMOTE) was employed to address class imbalance, while model performance was evaluated using 5-Fold Cross-Validation. The experimental results show that the proposed Stacking Ensemble model achieved an average accuracy of 80.55%, outperforming the individual base learners. Furthermore, evaluations based on the Confusion Matrix, Classification Report, and Receiver Operating Characteristic (ROC) Curve demonstrated improvements in precision, recall, F1-score, and the model's discriminative capability. These findings indicate that the proposed Stacking Ensemble Machine Learning approach is effective in improving the accuracy of digital wallet user sentiment classification and can serve as a reliable tool for supporting service quality evaluation based on user opinions.

INTEGRATION OF THE QUIZIZZ PLATFORM IN THE EVALUATION OF ISLAMIC VALUE-BASED LEARNING IN ELEMENTARY SCHOOLS

Faisal Asha, Devi Sulaeman, Mia Audina Musyadad, Vina Febiani Musyadad, Asep, Asep Supriatna
Abstract: Digital transformation in elementary education demands technology integration that is not only oriented towards learning effectiveness but also towards strengthening character values. Learning evaluation, as a crucial part… rt of the educational process, needs to be designed adaptively without neglecting the internalization of Islamic values. This study aims to analyze and describe the integration of the Quizizz platform in evaluating Islamic value-based learning at SDN Palumbonsari I, East Karawang District. The study used a qualitative approach with a case study type. Data were collected through participatory observation, in-depth interviews, and documentation, then analyzed interactively through reduction, presentation, and drawing conclusions. The results show that the integration of Islamic values ​​was carried out systematically through three stages: evaluation planning by incorporating value indicators into learning tools, implementation of values ​​in question design and digital feedback, and post-evaluation reflection in class. Digital features were utilized not only to display scores but also to convey moral messages that support Islamic character formation. In practice, digital evaluation functions as a cognitive measurement instrument as well as a means of habituating values. The implications of this research confirm that the use of digital platforms in evaluation can be directed as a medium for internalizing values ​​if it is designed in a structured manner and supported by the teacher's pedagogical commitment.

MENINGKATKAN MOTIVASI BELAJAR SISWA MELALUI PENGGUNAAN SMARTBOARD DALAM PEMBELAJARAN PENDIDIKAN PANCASILA DI KELAS V SDN 07 MUDIAK LAWE KECAMATAN SUNGAI PAGU KABUPATEN SOLOK SELATAN

Arum Edwi Jandri, Anggara, Deka, Mulia Nopemberi, Nabila Ramadhani, Nita Ardila, Zahara Putri Yuni, Ade Marlia
Abstract: This study aims to analyze the effectiveness of using a Smartboard in increasing students' enthusiasm for learning in the Pancasila Education subject in grade V of SDN 07 Mudiak Lawe, Sungai Pagu District, South Solok Regency.… gency. From initial observations, it was seen that students' enthusiasm for learning tended to be low, as seen from their inactive attitudes, little interaction, and easily distracted when teachers used less diverse learning methods. To address this, a Smartboard was proposed as an innovative solution. This tool is an interactive whiteboard that uses multimedia and audiovisual technology, so it can combine teaching materials with images, videos, and animations to make learning more interesting and diverse. The method used in this study was the correlation method, namely a quantitative method that studies the relationship between the use of Smartboard interactive features and the level of student enthusiasm for learning. The results showed that the use of Smartboard in learning was proven to be able to increase student enthusiasm for learning. After implementing the Smartboard, students appeared more active and enthusiastic during the learning process, so that their enthusiasm for learning increased and reduced boredom. The implementation of Smartboard involves game-based learning methods such as Duck Race Games and Wordwall, which successfully trigger students' curiosity, focus, and enthusiasm, and encourage them to actively participate in answering questions and interacting in class.

IMPLEMENTASI STRATEGI KONTEN DIGITAL MELALUI GRAPHIC DESIGN, VIDEO MARKETING, DAN ARTIKEL SEO DALAM MENINGKATKAN BRAND AWARENESS DI PERUSAHAAN PT MITRA TEKNINDO SEJATI DAN PUBLISH JURNAL OFFICIAL

Dzulqarnain, Fajar Muhammad
Abstract: Program internship ini bertujuan untuk menganalisis dan mengimplementasikan strategi digital marketing melalui content creation, graphic design, video marketing, dan penulisan artikel berbasis Search Engine Optimization… (SEO) dalam meningkatkan brand awareness di PT Mitra Teknindo Sejati dan Agency Publishjurnalofficial. Kegiatan internship dilaksanakan selama tiga bulan di PT Mitra Teknindo Sejati dan dilanjutkan secara hybrid di Publishjurnalofficial dengan posisi sebagai Digital Marketing Intern. Metode pelaksanaan internship dilakukan melalui keterlibatan langsung dalam pembuatan konten media sosial, desain grafis untuk kebutuhan branding, produksi video promosi dan office life, serta penulisan artikel SEO berdasarkan riset kata kunci menggunakan tools digital marketing. Selain itu, penulis juga berpartisipasi dalam kegiatan operasional pendukung seperti meeting evaluasi, kunjungan warehouse, serta event pameran industri. Hasil dari kegiatan internship menunjukkan bahwa penerapan strategi digital marketing berbasis konten kreatif dan optimasi SEO mampu memberikan dampak positif terhadap peningkatan brand awareness perusahaan. Hal ini dibuktikan melalui terciptanya lebih dari 30 konten digital di PT Mitra Teknindo Sejati dan lebih dari 140 konten desain di Publishjurnalofficial, peningkatan followers media sosial, serta publikasi artikel SEO yang berhasil masuk halaman pertama Google Search Engine Results Page (SERP) dan Ringkasan AI Google. Selain memberikan kontribusi nyata bagi perusahaan, internship ini juga meningkatkan kompetensi hard skill dan soft skill penulis di bidang digital marketing. Dengan demikian, program internship ini menjadi sarana efektif dalam mengintegrasikan teori manajemen dengan praktik kerja nyata di dunia industri.

MANAJEMEN VISUAL DISCOURSE PADA BISNIS INDUSTRI EKONOMI KREATIF UMKM DESA SUKAJADI KEC. LEMAHSUGIH KAB. MAJALENGKA

Ardiansah, Dian, Setiawan, Wahdan Budi
Abstract: The seminar titled Visual Discourse in Marketing UMKM Products held in Sukajadi Village, Lemahsugih District, aimed to enhance local entrepreneurs’ understanding of visual communication strategies in product marketing. This… This initiative responded to the limited use of visual elements such as packaging design, symbols, and graphic narratives that reflect local identity and influence consumer perception. Through a participatory approach, participants were introduced to the basics of visual discourse, practiced culturally rooted design techniques, and simulated digital promotional content. Monitoring was conducted through direct observation and feedback, while evaluation involved pre-tests, post-tests, and analysis of participants’ design outputs. Results showed a significant improvement in visual literacy and readiness to redesign product packaging more effectively. The seminar laid a foundation for building a creative and context-sensitive UMKM ecosystem, where visual elements serve as key tools to strengthen product identity, cultural relevance, and market competitiveness.

MENGEMBANGKAN KAMPUNG PENGRAJIN TOSAN AJI DI DESA PASIR WETAN, BANYUMAS

Wijarnako, Beny R., Wakhudin, Wakhudin, Aryani, Ine Kusuma
Abstract: This Science and Technology for the Community aims to develop the Tosan Aji Craftsman Village in Pasir Wetan Village, Banyumas. Building a craftsman village is increasingly urgent to preserve the ancestral heritage of Khudi,… udi, a tool and heirloom typical of the Banyumas people, so that it continues to exist, even to be developed as an economically valuable heritage. This Science and Technology for the Community uses a participatory action research approach by involving craftsmen, community leaders, and the village government. Data collection techniques were carried out using field observation techniques and in-depth interviews with craftsmen. The community also conducted workshops and mentoring training. The IbM results show that, to revive the Tosan Aji MSME, craftsmen need training in contemporary tosan aji making techniques that combine contemporary equipment with modern equipment. Craftsmen need assistance in creating e-commerce and digital promotional content. It is possible for these Tosan Aji craftsmen to become more advanced if their lives are packaged in an educational tourism package that includes a tosan aji making workshop, even the creation of a mini museum.

OPTIMALISASI PENINGKATAN PENJUALAN SAYUR HIDROPONIK MELALUI PELATIHAN STRATEGI PEMASARAN DIGITAL DENGAN MEDIA SOSIAL TIKTOK

Aida Vitria, Abdurrahim, Ana Sofia Herawati, Purboyo, Amalia Wahyuni, Siti Zainab
Abstract: The digital marketing strategy training activity using the TikTok social media platform for hydroponic farmers in Pandahan Village aims to enhance their capability in digitally marketing hydroponic vegetable products. This… is training was designed to provide both theoretical understanding and practical hands-on experience in creating creative content, utilizing TikTok Shop, and TikTok Ads as promotional tools. The training results demonstrated a significant increase in participants' knowledge and skills in leveraging TikTok features for digital marketing. The implementation carried out by the participants successfully expanded their market reach and increased consumer interaction through their TikTok accounts. Despite challenges related to the need for ongoing mentoring, this activity has had a tangible positive impact on the development of local hydroponic businesses. This training is expected to become a starting point for business actors to continue innovating and optimizing digital marketing strategies to face the dynamics of the modern market.

INTEGRATION OF POWTOON LEARNING MEDIA WITH THE RESPONSIBILITY OF STUDENTS IN THE GEN Z ERA

Kadhapy, Moh., paputungan, frezy, B. Jassin, Iwan
Abstract: Digitalization in education continues to increase, particularly in the use of learning media. However, various challenges associated with the emergence of eras based on birth years often lead to differing perspectives on… improving the quality of education today. The process of integrating Powtoon learning media with a sense of responsibility in Gen Z students requires a comprehensive effort, considering that the assessment indicators for this attitude are crucial for learners in the modern era. Gen Z students (born 1997-2012) are digital natives who are pragmatic, creative, and highly dependent on technology for learning and personal branding. They favor visual-interactive methods, care about mental health/the environment, and focus on practical career outcomes (side hustles), but are prone to distraction and anxiety. Meanwhile, types of student attitude assessments generally include direct observation by lecturers, self-assessment, peer assessment, and daily journal entries. Aspects assessed include discipline, responsibility, honesty, cooperation, politeness, and initiative. This technique often uses a Likert scale or descriptive rubric. Therefore, it is crucial to pay attention to these items in the learning process at university. Powtoon is a web-based online animation and presentation creation platform that allows users to create engaging visual content, such as explainer videos, without requiring advanced graphic design skills. This application uses drag-and-drop features, ready-to-use templates, animated characters, and is supported by AI-based tools. This research uses a descriptive method, namely a research approach that aims to describe, explain, or map the characteristics of a phenomenon, situation, or population systematically, factually, and accurately based on data collected during the study. The results show the successful integration of Powtoon learning media with the responsible attitude of Gen Z students, evidenced by the existence of an orderly, understandable learning process and a high quality of understanding.

INTEGRATION OF TECHNOLOGY IN THE IMPLEMENTATION OF TECHNICAL GUIDANCE FOR VILLAGE/SUB-DISTRICT COOPERATIVES IN MERAH PUTIH GORONTALO

Paputungan, Frezy, Khotimah, Husnul, Ibura, Irvan
Abstract: Technology is an applied science that encompasses a set of tools, systems, methods, and skills used by humans to solve problems and make work easier. The word comes from the Greek 'techne' (art, craft, skill) and 'logos'… (science). Some examples of technology vary from simple tools such as prehistoric axes to complex systems such as the internet, which enable humans to innovate and improve the quality of life. The method used in this study is library research, which collects and analyzes various related literature to explore the concept of technology, and the integration model in the implementation of KDKMP technical guidance in Gorontalo, as well as the role of the cooperative office and facilitators in its implementation. The findings indicate that the management and implementation of KKDMP Technical Guidance runs smoothly and with quality thanks to the use of technology. In addition, cooperative facilitators who pass the 2025 test from the Ministry of Cooperatives are expected to be able to implement practices in accordance with the implementation journal and applicable regulations effectively. The Red and White Cooperative is a government program to establish village/sub-district-based economic institutions that aim to improve the welfare and independence of the community through the principles of mutual cooperation and kinship. This cooperative functions as a joint forum for carrying out various local economic efforts, such as providing basic necessities, savings and loan services, and strengthening MSMEs, so as to encourage food security and shorten the supply chain. The Red and White Cooperative Program (Kopdes Merah Putih) is a national initiative to establish cooperatives in every village and sub-district to strengthen the local economy and improve community welfare through the principles of mutual cooperation.

RESILIENSI AKADEMIK SISWA PONDOK PESANTREN

Jalal, Novita Maulidya
Abstract: This study aims to examine the academic resilience of Islamic boarding school students through a library research approach by reviewing national and international literature related to personal, social, spiritual, and pedagogical… dagogical factors that shape students’ academic endurance. Findings indicate that academic resilience among santri develops through the interaction of self-efficacy, intrinsic motivation, self-regulation skills, and social support from peers, teachers, and dormitory caregivers. The disciplined, communal, and religious environment of pesantren strengthens adaptive coping mechanisms, particularly in managing academic pressure, demanding study schedules, and religious obligations. International literature highlights that interpersonal support and religious culture enhance students’ psychological resilience and academic engagement. Moreover, spiritual routines such as prayer and scriptural study function as emotional regulation tools that promote mental stability. The review also reveals that pesantren’s intensive instructional methods foster long-term academic perseverance, although they may increase stress when not accompanied by adequate social support. Overall, this study underscores that academic resilience among santri is a product of the holistic ecology of Islamic boarding school education. Therefore, strengthening resilience requires integrated strategies that simultaneously develop psychological, social, and spiritual capacities.   Keywords : Academic Resilience, Islamic Boarding School,Students