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The development of digital technologyhas had a significant impact on education and the creative economy. The ability to processvisual designs has become an important skill for the younger generation to face thechallenges of the digital age. This community service activity aims toimprove students' digital design skills and creativity throughCanva training as a practical learning medium. The trainingwas conducted at SMAN 22 Gowa, involving six students from grades X and XI.The implementation method used an interactive workshop approach and hands-on practice(learning by doing) that emphasised project-based learning experiences. The results of the activity showed an increase in students' ability to understandthe basic principles of packaging design, apply visual elements appropriately, andproduce creative and communicative design works. This activity also fostered self-confidence,collaborative spirit, and awareness of the importance of digital literacy. Thus, this training successfully contributed positively to thedevelopment of creative skills and the readiness of students to face the world ofentrepreneurship and technology-based creative industries (Bell, 2010; Guo et al.,2020; Supriyadi, 2023; Wicaksono & Indriani, 2022).

Early Childhood Education is a fundamental phase in the formation of a child's character and basic skills. This period, known as the golden age, is crucial for providing appropriate stimulation so that all aspects of a child's development can develop optimally. The limited learning resources at the Bajo Sayang Early Childhood Education on Boleng Island, West Manggarai Regency, drove the need for innovative, simple yet meaningful learning media. This community service activity aims to implement interactive storytelling as a learning medium that can stimulate the cognitive and social-emotional aspects of early childhood. The implementation method used a participatory and interactive approach, where children are actively involved through questions and answers, emotional expression, and supporting activities such as singing and dancing. The results of the activity indicate that the interactive storytelling method can improve children's concentration and courage in expressing opinions. Furthermore, children also demonstrate a better understanding of basic emotions such as happiness, sadness, and anger, as well as increased empathy for the story characters.

This community service program, entitled English for Global Communication: Strengthening Intercultural Competence among Polytechnic Students, was led by Doris Yolanda Saragih, S.Pd., M.Pd., in collaboration with Clementine and Josh, guest lecturers from the United Kingdom. The activity took place at Politeknik Bisnis Indonesia on September 1, 2025, involving 60 students across two interactive learning sessions. The program aimed to enhance students’ ability to communicate effectively in global settings by integrating language proficiency, cultural awareness, and practical communication strategies. The learning process applied a communicative and experiential approach, featuring discussions, simulations, and task-based learning to develop students’ speaking fluency, cross-cultural sensitivity, and confidence. The participation of native English speakers provided authentic exposure to international discourse and cultural perspectives, which enriched the overall learning experience. Evaluation results indicated a significant improvement in students’ oral communication skills, vocabulary use, and intercultural understanding. Furthermore, participants demonstrated higher motivation and readiness to apply English in academic and professional contexts. Overall, this community engagement initiative effectively contributed to enhancing global communication competence and supported the institution’s mission to cultivate globally competitive and culturally aware graduates.

This classroom action research (CAR) aims to improve students’ English-speaking skills in formal communication contexts. The study focuses on second-semester students of the Business and Professional Communication Study Program at Politeknik Negeri Madiun in the 2024/2025 academic year. The main problem addressed is the students’ low ability to speak English formally and fluently. The objective is to determine whether watching YouTube videos can enhance students’ formal speaking performance. The research employed both qualitative and quantitative methods. Qualitative data were obtained from students’ performance scores before and during the implementation, while quantitative data were gathered through observations, questionnaires, and interviews to compare pre-test and post-test results. The intervention used several active viewing techniques, including active viewing, freeze framing and prediction, silent viewing, and reproduction activity. The findings indicate a consistent improvement in students’ speaking abilities across all research cycles. The average scores increased from 61.1 in the pre-test, to 63.6 in post-test Cycle I, 66.6 in Cycle II, and 70.0 in Cycle III. These results demonstrate that integrating YouTube videos with active viewing techniques effectively enhances students’ formal speaking competence. In conclusion, the use of interactive video-based learning can significantly support the development of English-speaking skills in formal contexts for vocational students.

Mathematics learning demands optimal student activity, concentration, and participation. However, many students still exhibit a passive attitude during the learning process, resulting in learning outcomes that have not reached the expected level. This article aims to analyze various effective classroom management strategies for fostering enthusiasm for learning and increasing student participation in mathematics learning. This study uses a library research method by reviewing various scientific sources, such as journals, academic books, and relevant research reports. The results of the study indicate that effective classroom management plays a crucial role in creating a conducive, interactive, and student-centered learning environment. Teachers function not only as transmitters of material but also as facilitators and administrators capable of building positive social relationships and motivating students to actively think and participate. Preventive, curative, and repressive classroom management strategies have been proven to improve student focus, motivation, and learning outcomes, especially when integrated with learning approaches such as discovery learning, teacher-centered learning, and the use of creative methods like squad games and block systems. Thus, adaptive and innovative classroom management is key to realizing participatory, enjoyable, and meaningful mathematics learning for the development of students' overall potential.

This study aims to describe the implementation of co-curricular activities in instilling edupreneurship values through the production of “Keripik Lumer” (Melted Chips) among fourth-grade students at MIM Kauman Wiradesa. The activity was designed as contextual learning that emphasizes not only entrepreneurial skills but also Islamic values such as honesty, responsibility, and independence. This research employed a qualitative descriptive approach involving teachers and fourth-grade students as participants. Data were collected through observation, interviews, and documentation, then analyzed interactively using data reduction, presentation, and conclusion drawing. The results indicate that the co-curricular activity was implemented in a planned, systematic, and continuous manner through three stages: planning, implementation, and evaluation. The teacher acted as a facilitator who guided students to develop responsibility, teamwork, creativity, and motivation throughout the process. Students demonstrated high enthusiasm, independence, and discipline during the activities. Through direct experience, students not only understood entrepreneurial concepts but also internalized positive character traits such as cooperation, self-confidence, and perseverance. Therefore, co-curricular activities based on local products like “Keripik Lumer” proved effective as contextual learning media that foster an entrepreneurial spirit from an early age. This program can serve as an innovative learning model for the development of entrepreneurship education in elementary schools and madrasahs.

School-Owned Enterprises (BUMES) and the public relations division of the madrasah play a strategic role in supporting institutional development through systematic and sustainable program planning and implementation. BUMES functions not only as the school’s entrepreneurship unit but also as a bridge for collaboration with external institutions, including universities, government agencies, and international partners. During specific periods, particularly toward the end of the academic year, the intensity of cooperation increases, marked by the execution of several strategic programs. In addition to routine activities such as internships at BBDB, BUMES and the public relations division also initiate innovative programs, including a student exchange program to Thailand. This initiative aims to expand global networking, strengthen student competitiveness, and provide cross-cultural learning experiences. All programs are designed through organized planning processes from the beginning of the semester, taking into account relevance, sustainability, and implementation efficiency. This ensures that each activity aligns with the vision and needs of the madrasah while maximizing benefits for students and the institution. The implementation of these programs demonstrates that the synergy between BUMES and the public relations division significantly enhances educational service quality, strengthens institutional image, and supports comprehensive improvement in school performance.

This study aims to develop interactive PowerPoint-based audio-visual learning media for Grade X Economics and to test its feasibility and effectiveness in improving student activity and learning outcomes. The method used is Research and Development (R&D) with the ADDIE model, which includes the stages of analysis, design, development, implementation, and evaluation. The research subjects consisted of students in grades X6 and X7 at SMA N 1 Ngluar and SMA Muhammadiyah 1 Muntilan. Data were collected through interviews, questionnaires, and learning outcome tests. The feasibility test results showed that the interactive PowerPoint media was considered very feasible to use, with an average score of 4.6 from subject matter experts, 4.8 from media experts, 4.45 from teachers, and 4.5 from students. The effectiveness test showed N-Gain Scores for activity and learning outcomes of 0.42 and 0.58, respectively, at SMA N 1 Ngluar and 0.44 and 0.55 at SMA Muhammadiyah 1 Muntilan. Thus, interactive PowerPoint media is effective in increasing student activity and learning outcomes in economics learning.

The 2025 Independent Community Service Program (KKN) of the University of Muhammadiyah North Sumatra will be held in Dalu 10A Village, Tanjung Morawa District, Deli Serdang Regency. This activity aims to increase the understanding and concern of elementary school students for the environment through the natural literacy program. The educational approach is carried out through organic and inorganic waste introductions, recycling of used goods, and planting plant seeds in the school environment. In addition, students also carry out supporting activities such as financial management education, MSME promotion, and socialization of the importance of investment for students. To strengthen student understanding, the KKN team also prepared simple learning media in the form of posters and mini modules that make it easier for students to recognize the types of waste and simple steps to maintain cleanliness. The school is also involved through routine coordination to ensure the sustainability of the program after the KKN is completed. The results of the implementation show an increase in student awareness in maintaining school cleanliness, the emergence of environmentally caring behaviors, and the active involvement of the community and the school in maintaining the sustainability of the program. Overall, this KKN program has succeeded in fostering the value of social responsibility, ecological concern, and strengthening synergy between students, schools, and village communities in supporting a cleaner and more educational environment.

This community service initiative was designed to increase students' enthusiasm for Arabic language instruction by applying singing techniques in co-curricular activities at Hasanka Islamic Elementary School. The program emerged in response to the low interest of students in learning Arabic, which was considered to be lacking in variety and uninteresting for elementary school children. The approach applied is Participatory Action Research (PAR), which emphasizes active participation between educators, students, and facilitators in all stages of the activity. This method is implemented through a repetitive cycle that includes planning, implementation, observation, and joint evaluation to ensure that each activity is appropriate to the needs of the students and the school environment. Data was obtained through field observations, in-depth dialogues with teachers and students, activity records, and post-instruction group discussions. Descriptive analysis was conducted to identify changes in learning behavior, engagement levels, and students' emotional responses to singing activities. The findings showed a significant increase in student motivation and participation in Arabic language learning. The findings show a significant increase in student motivation and participation in Arabic language learning. Themed songs help them remember vocabulary more effectively, improve simple communication skills, and create a more enjoyable learning atmosphere. Furthermore, students have taken the initiative to compose lyrics and lead study groups. Implicitly, the application of singing techniques has proven to be effective not only in improving linguistic competence, but also in building confidence, creativity, and cooperation in the elementary school environment.

This community service activity aims to foster children’s independence in worship through mentoring on the practice of ablution (wudhu) and prayer (sholat) at Madrasah Ibtidaiyah Al-Jihad. The activity was motivated by preliminary observations showing that most first and second-grade students already recognized the basic procedures of wudhu and sholat but still needed guidance in mastering the correct order of movements and recitations. Therefore, this mentoring program was carried out as an effort to develop students’ religious character from an early age through direct practice and habituation in the school environment. The implementation method used a participatory and educative approach consisting of several stages, including initial observation, collaborative planning with teachers, mentoring in wudhu and sholat practices, and final evaluation. The activity was carried out collaboratively among students, teachers, and university mentors, creating an active, interactive, and joyful learning atmosphere. The results showed a significant improvement in students’ independence and understanding in performing wudhu and sholat correctly. Students were able to memorize the sequence of wudhu, perform prayer movements more accurately, and worship with greater focus and discipline without constant supervision. Teachers also reported increased student awareness and consistency in performing daily prayers after the mentoring sessions. Overall, this program had a positive impact on fostering the habit of worship in the school environment and demonstrated that hands-on practice combined with exemplary guidance is an effective approach to instill religious values and build independent character in young learners

This community service activity was carried out in the form of the Studi Al-Qur’an Intensif (SAINS) program as an effort to empower Qur’anic literacy among students of Universitas Negeri Makassar. The program focused on improving the ability to read and write the Qur’an, considering that some students still lacked the skill to read properly and correctly according to the rules of tajwīd. The implementation methods included a preliminary test of Qur’anic reading and writing skills, intensive mentoring through study groups, the application of the talaqqī method, and periodic evaluation through a final test. The results showed a significant improvement in students’ ability to read and write the Qur’an, a strengthened understanding of basic tajwīd, and an increased spiritual motivation to become closer to the Qur’an. In addition, the program successfully fostered a collaborative and sustainable Qur’anic learning atmosphere within the campus environment. Thus, SAINS proved to be an effective means of empowering students’ Qur’anic literacy while instilling religious values as a provision for both academic and social life.

This community service activity aims to provide insight and training to teachers and lecturers who are members of the Multimedia and Information Technology Professional Association (PPMULTINDO) regarding the use of the Quizizz application as a learning evaluation medium. The background of this activity is that there is a challenge for educators to continue to innovate in the digital era, but there are still obstacles in the form of a lack of introduction and insight into Quizizz, as well as the assumption that the development of technology-based evaluation media is complicated. This training was carried out online through the Zoom application with tutorial, guidance, and consultation methods. The results achieved are that the trainees gain basic understanding and skills in using Quizizz to support a more effective and interactive learning process. This activity is expected to motivate teachers and lecturers to develop technology-based evaluation media and contribute to the advancement of education in the future.

The rapid growth of open-source software (OSS) in machine learning (ML) has intensified the need for reliable, automated methods to assess project quality, particularly as OSS increasingly underpins critical applications in science, industry, and public infrastructure. This study evaluates the effectiveness of a diverse set of machine learning and deep learning (ML/DL) algorithms for classifying GitHub OSS ML projects as engineered or non-engineered using a SMOTE-enhanced and explainable modeling pipeline. The dataset used in this research includes both numerical and categorical attributes representing documentation, testing, architecture, community engagement, popularity, and repository activity. After handling missing values, standardizing numerical features, encoding categorical variables, and addressing the inherent class imbalance using the Synthetic Minority Oversampling Technique (SMOTE), seven different classifiers—K-Nearest Neighbors (KNN), Decision Tree (DT), Random Forest (RF), XGBoost (XGB), Logistic Regression (LR), Support Vector Machine (SVM), and a Deep Neural Network (DNN)—were trained and evaluated. Results show that LR (84%) and DNN (85%) outperform all other models, indicating that both linear and moderately deep non-linear architectures can effectively capture key quality indicators in OSS ML projects. Additional explainability analysis using SHAP reveals consistent feature importance across models, with documentation quality, unit testing practices, architectural clarity, and repository dynamics emerging as the strongest predictors. These findings demonstrate that automated, explainable ML/DL-based quality assessment is both feasible and effective, offering a practical pathway for improving OSS sustainability, guiding contributor decisions, and enhancing trust in ML-based systems that depend on open-source components.

This researcher aims to improve student learning activity in history subjects of class X SMK Arnoldus Betun through the application of the memory board game method. The formulation of the problem raised in this study is how to apply the memory board game method to improve student learning activity in history subjects and what is the impact of applying the memory board game method to improve student learning activity in history subjects. This researcher uses a classroom action research (CAR) method consisting of three cycles. Each cycle includes the stages of planning, implementation, observation, and reflection. The data collection instruments used are observation sheets and student learning interest questionnaires. The results of the study showed a significant increase in student learning interest after the application of the memory board game method. In the second cycle, the average student learning activity was at 60%, and increased gradually to reach 86% in the third cycle. The discussion of these results shows that the memory board game method is not only able to increase student learning activity, but also facilitates collaboration, active participation, and student creativity in the history learning process. Thus, it can be concluded that the memory board game method is effective in increasing the active learning of history among 10th-grade students at Arnoldus Betun Vocational School.

Low science learning outcomes at the junior high school level are a major problem caused by the dominance of conventional, teacher-centered teaching methods. The purpose of this study is to examine various innovative learning strategies, how effective they are, and their impact on student learning outcomes. The literature review method was used to review national and international articles published between 2020 and 2025 that discuss the application of innovation-based learning strategies in science. The strategy patterns, implementation effectiveness, and their impact on student learning outcomes were analysed using content analysis techniques. The research findings indicate that strategies such as problem-based learning (PBL), project-based learning (PjBL), discovery learning, environmental-based learning, and cooperative learning using the Think-Pair-Share (TPS) method are effective in increasing students' motivation and activity, as well as their learning outcomes in the cognitive, affective, and psychomotor domains. Generally speaking, the strategies are all student-centered. This is demonstrated by the constructivist approach, which emphasises contextual and collaborative learning. The results of this study indicate that implementing a creative learning approach can be an effective way to improve the quality of science learning and student learning outcomes in junior high school.

This study aims to describe the implementation of Indonesian grammar coaching through language quizzes and examine its effectiveness in improving the language skills of fifth-grade students at SDN Nyantong. The background of this study is based on the low ability of students to understand and use standard words, spelling, and punctuation in accordance with the applicable rules of Indonesian language. This condition requires more interesting, creative, and interactive learning innovations so that students are more motivated to learn grammar. The research method used is descriptive qualitative with data collection techniques through direct observation, interviews with teachers and students, and documentation of learning activities carried out in the classroom. The results showed that coaching activities through language quizzes increased students' activity, motivation, and interest in learning Indonesian. Through these activities, the learning process became more enjoyable and interactive, encouraging students to participate actively and express their opinions. Students showed a significant improvement in the correct use of standard words, spelling, and punctuation in both written and spoken contexts. However, there were still obstacles in the form of difficulties in distinguishing between standard and non-standard words and errors in the use of prepositions due to the influence of everyday language habits. Overall, language quizzes have proven to be an effective and relevant innovative learning strategy for improving Indonesian grammar skills in elementary schools.

This community service activity aims to introduce the use of the PhET virtual laboratory and to identify students’ responses to the PhET-based virtual laboratory training in empowering students at SMA Negeri 1 Unaaha. The program also seeks to address the issue of limited science practicum facilities in the partner school. The study employed a descriptive quantitative design involving a single group of 23 participants from grades X to XII in the science stream. Participants took part in several sessions, including orientation, demonstration, and exploration of the Build an Atom and Circuit Construction Kit: DC simulations. Research data were collected using a Likert-scale questionnaire consisting of 30 items covering six main indicators: conceptual understanding, motivation, activeness, interest, ability to operate PhET, and learning satisfaction. All questionnaire results were converted into percentages for each indicator. The analysis showed an average response rate of 86.67%, with details as follows: interest 92%, activeness 90%, motivation 88%, satisfaction 89%, operational ability 83%, and conceptual understanding 78%. These findings indicate a very positive acceptance and significant reinforcement in the affective, participatory, and technical skill aspects of the students.

This community service aims to implement recycling activities for children as an educational strategy to foster environmental awareness from an early age. In the context of increasing environmental challenges, environmental education is an urgent need to shape a caring and responsible character for environmental sustainability. The method used is participatory learning with direct practice of recycling waste that actively involves children, accompanied by education on waste management, sorting, and the reuse of used materials into useful products. This approach uses observation, and documentation as data collection techniques to evaluate children's understanding and behavior. The results of the community service show a significant increase in children's awareness and concrete actions in protecting the environment after participating in the recycling activity. Children not only understand the concept of environmental conservation theoretically, but also practice it in their daily lives, such as sorting waste and reducing plastic waste. This community service's contribution to the development of science in the field of education lies in the successful implementation of an experiential learning model that integrates cognitive, affective, and psychomotor aspects in instilling environmental values. This educational model enriches an effective and contextual approach to environmental education, while also providing a strategic alternative for fostering environmental awareness among the younger generation. Thus, this community service makes a significant contribution to the development of educational methods that can strengthen sustainable development through the active participation of children from an early age.

This community service activity aims to improve the quality of vocational education by strengthening the management of the Teaching Factory (TeFa) at SMK Muhammadiyah Purwodadi. This model requires active student involvement in the production of goods or services in accordance with workplace standards, thereby fostering technical, managerial, and professional competencies. The implementation method uses a participatory and collaborative approach, encompassing four main stages: (1) identifying the needs and readiness of target schools, (2) developing training materials based on the results of the needs analysis, (3) implementing TeFa management training using a problem-solving approach and hands-on practice, and (4) providing post-training mentoring and evaluation. The results of the activity demonstrated a significant improvement in the managerial and technical capabilities of TeFa managers. Based on the evaluation results, participants were able to develop a production management plan integrated with the curriculum. In addition, training participants successfully implemented the concept of industrial cooperation in learning activities. Positive impacts were also seen from the increase in student participation in production projects and the increasing variety of workshop service products managed by the School. Thus, this training model can be used as a reference for other vocational schools in developing productive, innovative, and competitive TeFa management.