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This study compares the educational evaluation systems in Indonesia and Finland and their implications for learning quality. The method used is a library study, collecting data from literature related to educational evaluation policies in both countries. The educational evaluation system in Indonesia is quite complex, implementing various forms of assessment, such as homework (PR), daily tests, mid-semester assessments (PTS), final semester assessments (PAS), and school exams (US). Indonesia also implements the Minimum Completion Criteria (KKM) as a requirement for student graduation. In contrast, Finland implements a simpler evaluation system with an emphasis on formative evaluation, a reduced number of exams, and the absence of the KKM or National Exam (UN). In the Finnish system, students are not held back from a grade, and evaluation is conducted throughout the learning process, focusing on students' continuous development. The results of this study indicate that differences in evaluation systems have a significant impact on learning methods and the development of educational quality in each country. The implication is the need to adapt evaluation policies that integrate holistic and formative aspects to improve learning quality, particularly in Indonesia.

Narrative writing skills are crucial for the literacy development of elementary school students. However, many students face challenges in writing narrative essays due to limited vocabulary, grammar understanding, and imagination. Traditional teaching methods often fail to address these issues. This study explores the impact of AI-based Deep Learning on narrative writing skills. Using a quantitative approach with an experimental design, the research employed a pretest-posttest design with a nonrandomized control group. The study involved 65 students from SD 4 Sidomulyo, including 30 students from class IV A and 35 from class IV B. A nonprobability sampling technique with saturated sampling was used. Data was collected through tests, and content validity was applied for validation. Hypothesis testing with the Independent Samples t-test yielded a significance value of 0.001 (p < 0.05) and a calculated t-value of 3.472, which is greater than the t-table value of 2.0024. These results indicate that AI-based Deep Learning significantly affects narrative writing skills in elementary school students. Keywords: AI-Based Deep Learning, Narrative Writing Skills.

This study analyzes the need for training design for accounting vocational teachers using Project Based Learning (PjBL) approach to achieve deep learning through systematic literature review. The gap in teachers' competence in implementing PjBL and the limitations of relevant training designs are major problems in vocational education. This research aims to identify trends, gaps, and needs for developing PjBL-based accounting teacher training designs oriented towards achieving deep learning. The systematic literature review method was employed by analyzing 25 articles from Scopus, ScienceDirect, and Google Scholar databases from 2018-2025. The research identified 25 unique articles categorized into three main themes: Deep Learning perspectives (10 articles), Vocational Teacher Training and Development (6 articles), and Project-Based Learning implementation (9 articles). The results show four main trends: (1) increased global adoption of PjBL as an innovative learning method, (2) demands from accounting professional organizations for active learning methods, (3) popularity of deep learning concepts in contemporary educational literature integrated with 21st-century skills, and (4) urgent need for comprehensive teacher training designs. Significant gaps were identified in the limitations of relevant training designs for vocational contexts and lack of systematic training development research. This study concludes that accounting vocational teacher training designs with PjBL approach are urgently needed to bridge the gap between theoretical competence and practical industry applications, with emphasis on achieving holistic deep learning encompassing cognitive, interpersonal, and intrapersonal domains.

Guidance and counseling is assistance provided to students, either individually or in groups, so they can become more independent and develop optimally in various areas such as personal relationships, social relationships, learning, and careers. This assistance is provided through several types of services and activities in accordance with applicable regulations. Observation and interviews are among the methods used by guidance and counseling teachers to gather information in carrying out their duties at school. Guidance and counseling services at SMPN 2 Telukjambe Timur run smoothly. Guidance and counseling teachers play a creative, innovative, interactive, and communicative role in carrying out their duties. In addition, guidance and counseling teachers are also supported by the presence of Islamic Religious Education (PAI) teachers. The partnership between guidance and counseling teachers is very good and very important, because both have the same goal: to shape good character in students at school.

This study aims to explore the role of digital storytelling (DST) as a 21st-century learning strategy in strengthening character education. The rapid development of digital technology and the growing emphasis on student-centered learning have made DST a relevant pedagogical approach that integrates creativity, critical thinking, collaboration, and communication with values-based education. Using a simple systematic literature review (SLR) approach, this study analyzed eight peer-reviewed journal articles published between 2020 and 2024, obtained from international academic databases Scopus. Thematic content analysis was used to synthesize findings and map the contribution of DST to 21st-century learning competencies and character development. The results identified eight key themes: increased student engagement, improved collaboration and communication, enhanced critical thinking and decision-making, creativity and multimodal expression, self-reflection and identity building, empathy and social awareness, interdisciplinary and authentic learning, and the formation of moral values. These findings support constructivist and experiential learning theories and suggest that DST not only enhances cognitive skills but also facilitates affective and ethical development. The study concludes that DST can be a transformative instructional tool in modern education. Practical implications include integrating DST into curricula across disciplines and levels, and equipping educators with training in digital pedagogy and reflective teaching design. Further research is recommended to explore DST implementation in primary and secondary schools and to evaluate its impact using mixed methods.

Islamic boarding schools (pesantren) as Islamic educational institutions face modernization challenges in developing effective learning methods. Action learning as an experience and reflection-based learning approach emerges as a relevant alternative. This article aims to conduct a systematic literature review on the implementation of action learning and experiential learning in Indonesian Islamic boarding school education. The research method uses a systematic literature review approach by analyzing 15 indexed journal articles from the 2018-2025 period. Inclusion criteria include articles in Indonesian and English, published in accredited journals, and discussing action learning or experiential learning in Islamic boarding schools. Analysis results reveal three main findings: (1) action research has been implemented to address specific problems such as student mental health with humanistic and participatory approaches, (2) experiential learning is applied through hadith learning, entrepreneurship programs, and life skills development that enhance cognitive abilities, communication, and student adaptation, (3) integration of action learning with pesantren values creates a distinctive learning model combining tradition and innovation. Identified research gaps include minimal longitudinal studies, lack of long-term impact measurement, and limited comparative analysis among pesantren. This study recommends developing a theoretical framework for action learning contextual to pesantren characteristics and further research with more comprehensive methodologies.

Students' critical thinking skills in colloid material are still low, possibly due to a lack of problem-solving abilities. Therefore, the application of various learning models is considered necessary, one of which is Problem-Based Learning (PoE). This study aims to investigate the impact of PoE on students' critical thinking skills at Granada Polytechnic (SMA IT Granada) in colloid material. A quasi-experimental design and quantitative experimental methods were used. Fifty students from grades 11 A and B were selected as research subjects through census sampling. A post-test control design was used. Data collection used post-test data as primary data, supplemented by observation sheets of student classroom activities. The results showed that the average post-test score of the experimental group was 78, while the average post-test score of the control group was 59. The t-test results showed that the hypothesis Ha was true, therefore, it can be concluded that the application of the PoE model at Granada Polytechnic can improve students' critical thinking skills in colloid material.    

This study discusses the innovation of Arabic language learning strategies based on communicative skills that emphasizes mastery of four main aspects, namely listening (istima'), speaking (kalam), reading (qira'ah), and writing (kitabah). The background of the research departs from the problem that Arabic language learning in many educational institutions is still dominated by traditional approaches that focus on memorization and translation. As a result, students have difficulty in applying Arabic actively and communicatively. This research aims to describe the concept of language skills-based learning, identify effective methods, and analyze obstacles and implementable solutions. Using a qualitative approach with descriptive methods through literature studies, observations, and interviews, this study found that language skills-based approaches are more effective in improving communication skills than traditional methods. Methods such as Direct Method, Communicative Approach, Audio-Lingual Method, and Total Physical Response (TPR) have been proven to be able to increase students' participation and language competence. In addition, the use of digital media and interactive applications strengthens the learning process. However, limited resources, lack of interactive media, and lack of practice time are major challenges. This study concludes that technology integration, improving educator competencies, and preparing a practice-based curriculum are the keys to the success of Arabic language learning that is communicative and relevant to the needs of the modern era.

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 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.

This research is motivated by the low learning outcomes and activeness of class VII F students of MTs Darul Hikmah Tulungagung in Social Studies (IPS) lessons due to the use of monotonous lecture methods. The purpose of this study is to improve students' activeness and cognitive abilities through the application of board-based scrabble media. This research is a Classroom Action Research (CAR) which was carried out in two cycles with four stages: planning, implementation, observation, and reflection. The research subjects were 27 students, with data collection techniques through tests, observation, and documentation, and data analysis using average scores. Student activeness was observed based on learning activeness indicators, while cognitive abilities were measured through pre-tests and post-tests based on Bloom's taxonomy. The results of the study showed an increase in student activeness from 62% in cycle I to 87% in cycle II, as well as an increase in the average cognitive ability from 18.51% to 77.77%. These findings indicate that scrabble media is effective in improving students' activeness and cognitive abilities in IPS learning.  The implication is that game-based learning media can be widely applied to non-language materials to create more interactive and meaningful learning.

Epistemology is a branch of philosophy that focuses on the nature, sources, methods, and limits of human knowledge. This article aims to examine the concept of epistemology within the context of the philosophy of science, its scope, and its relevance to the development of modern scientific thought. This study employs a descriptive qualitative approach using a literature review method thatdraws upon both classical and contemporary sources in the field of the philosophy of science. The findings indicate that epistemology encompasses four main domains: the sources of knowledge, the methods of acquiring knowledge, the validity and truth of knowledge, and the limits of human understanding. In the modern context, epistemology faces new challenges such as technological advancement, scientific interdisciplinarity, and the relationship between local and global knowledge systems. The practical implications of epistemology are also evident in education through constructivism, inquiry-based learning, and epistemological literacy. Therefore, a sound understanding of epistemology serves as a crucial foundation for developing an educational and scientific system that is critical, reflective, and contextually relevant.

This study aims to improve students' understanding of figurative language material through the application of the Bus Stop cooperative learning model combined with the Frayer Diagram media. The subjects of the study were sixth-grade students of Muhammadiyah 1 Bontang Elementary School. The method used was descriptive qualitative with observation, interview, and documentation techniques. The results of the study showed that the Bus Stop strategy encouraged active interaction between students, allowing them to discuss and provide feedback to each other. Meanwhile, the Frayer Diagram helped students map the concept of figurative language visually and systematically, thus facilitating their understanding of the four types of figurative language taught, namely personification, metaphor, hyperbole, and simile. The combination of these two methods proved effective, with 90% of students showing an increase in their ability to identify and construct figurative sentences. Based on these results, the study recommends the use of cooperative strategies combined with visual media as a more meaningful and enjoyable approach to learning Indonesian, and able to increase student engagement and understanding of figurative language material.

In the digital age, English Education students still face difficulties in developing Academic English Proficiency because classroom learning is still dominated by traditional methods that are less appealing to digital natives. This study aims to explore and evaluate the integration of TikTok Learning Games (TLG) as a gamification-based learning medium to improve EAP for students in the English Education Study Program at Medan State University. Using a qualitative approach with a limited Research and Development model, data was collected through open-ended questionnaires and digital observations on TikTok, then analyzed using thematic analysis. The results showed that after two weeks of implementing TLG, students experienced improvements in academic vocabulary, pronunciation, contextual understanding, learning motivation, and speaking confidence, with 80% of participants stating that learning felt more enjoyable and less boring. However, a small number of students did not show significant changes due to limited access to technology and inconsistent use. Overall, this study concludes that TLG is an effective and practical digital gamification strategy for improving English proficiency, and can be used as a reference for lecturers in developing social media-based learning innovations in higher education.

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.

Learning is a process of interaction between students, educators, and learning resources in a learning environment. The effectiveness of learning is greatly influenced by the teacher's ability to manage the class. At SDI Manumuti, a third-grade teacher demonstrated good classroom management in thematic learning, especially on the theme of caring for living things. Classroom management is an important factor in creating a conducive learning atmosphere so that the learning process can take place optimally. This study aims to explore more deeply the role of teachers in managing the class in thematic learning. The study used a qualitative approach with a descriptive method. Data collection techniques included observation, documentation, and interviews, while data analysis was carried out inductively through data reduction, data presentation, and drawing conclusions. The results of the study indicate that teachers play an important role in creating and maintaining conducive classroom conditions. These efforts are carried out through two main strategies. First, teachers prioritize three aspects in learning, namely: (1) strengthening character education through discussion activities that encourage students to appear in front of the class, thereby fostering self-confidence, discipline, and activeness; (2) strengthening literacy through reading materials or stories related to the theme at the beginning of the meeting; and (3) the application of 4C skills (Creative, Critical thinking, Communicative, and Collaborative) through varied learning activities, including learning outside the classroom to avoid boredom. Second, teachers often use discussion methods to train students to express opinions, speak in front of the class, and work together. This method is considered effective in building students' self-confidence and social skills.

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.

Educational quality assurance is a systematic, integrated, and continuous process to ensure that each educational unit meets or exceeds the National Education Standards (SNP). The background of this research problem is the efforts of SD Negeri 173133 Lumban Baringin to maintain its status as a superior school amidst the challenges of managing educational quality, limited resources, and the need for continuous development. External quality assurance institutions such as the National Accreditation Board for Schools/Madrasahs (BAN-S/M) play an important role in assessing, fostering, and encouraging improvements in educational quality. This study aims to determine the role of external quality assurance in supporting superior schools at SD Negeri 173133 Lumban Baringin. A qualitative approach with descriptive methods was used, and data were collected through observation, interviews (principals, teachers), and documentation. The results of the study indicate that BAN-S/M plays a strategic role through accreditation, monitoring, and post-accreditation guidance. Teachers stated that recommendations and guidance from BAN-S/M encourage improvements in management systems, learning, and quality culture. Synergy between internal and external quality assurance is key to sustainable educational quality.