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Irman Irman; Supardi U.S

Jurnal Inovasi Pendidikan 2025 Lembaga Pengembangan Kinerja Dosen

Many teachers complain about the low learning outcomes of students in Mathematics lessons. This situation also occurred in grade IV at SDN Megamendung 01 related to learning the number of thousands. One of the causes of the lack of learning achievement is the lack of students' understanding of the number of thousands. As professional educators, teachers must be able to hold an active, creative, and fun learning process for students. Thus, it is hoped that it can encourage the improvement of student activities and learning outcomes through appropriate methods. This research was carried out at SDN Megamendung 01 Megamendung District, Bogor Regency from March to May 2025 in two cycles, involving 17 students, consisting of 8 boys and 9 girls. This research provides benefits both theoretically and practically for students, teachers, and related educational institutions. The order of learning improvement actions in the form of learning thousands of numbers from: (1) sorting numbers from small to large, (2) sorting the largest to the smallest using the number card tool in the teaching of Mathematics Class IV. The findings of the study show that there is an increase in student learning achievement through improving the learning process until the second cycle by applying the Tike And Give Learning Model. Learning achievement can be seen from the increase in final grades from the beginning of cycle I to cycle II. Where the average test score in the pre-cycle increased from 50.59 to 61.48 in the first cycle and to 80 in the second cycle. Therefore, it is hoped that teachers can improve their ability to manage the classroom and have an appropriate learning model to increase student participation and learning outcomes.

Agustina Zahrotin Nisak; Yudi Krisno Wicaksono

SOSIAL: Jurnal Ilmiah Pendidikan IPS 2025 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

This study explores the role of Social Studies (IPS) teachers in optimizing students’ learning activeness through the implementation of the Active Learning model at SMPN 3 Srengat Blitar. The background of this study includes issues such as students’ lack of discipline when entering the classroom, classroom attitudes and habits that hinder the learning process, and the use of monotonous and less engaging teaching methods. The purpose of this research is to examine the role of IPS teachers, the impact of implementing Active Learning, the challenges teachers face, and institutional support provided by the school in enhancing student engagement. A descriptive qualitative approach was used with a case study design. Data were collected through observation, in-depth interviews, and documentation involving teachers, students, and school authorities. Data analysis was conducted using the Miles and Huberman interactive model, which includes data reduction, data display, and conclusion drawing. The validity of the data was ensured through triangulation of sources, techniques, and theories. The results indicate that IPS teachers actively serve as facilitators and motivators in implementing Active Learning strategies, such as group discussions, student presentations, and the use of interactive media. The application of this model increased student participation, encouraged self-expression, and enhanced classroom engagement. Despite challenges such as time constraints and varying student readiness, school support significantly contributed to the successful implementation of this approach. Thus, Active Learning is proven to be effective in creating an engaging and student-centered learning environment, aligning with the theory proposed by Bonwell and Eison.

Oktaviani Simbolon; Rusmauli Simbolon; Sandy Ariawan; Johari Manik; Elvri Teresa Simbolon

Jurnal Pendidikan Agama dan Teologi 2025 International Forum of Researchers and Lecturers

The purpose of this research is to determine the significant positive influence of the role-playing learning model on the learning engagement of Christian Religious Education and Character Education among eleventh-grade students at SMA N 1 Sipoholon in the 2024/2025 academic year. The method used in this study is quantitative research, and the type of research is a pre-experimental design in the form of a "one group pretest-posttest." The population consists of all eleventh-grade students at SMA N 1 Sipoholon in the 2024/2025 academic year who are Protestant Christians, totaling 265 students across 8 classes, with a sample size of 30 students selected from class XI-C using purposive sampling technique. Data was collected using a closed positive questionnaire consisting of 30 items. The results of the data analysis indicate that there is a significant positive influence of the role-playing learning model on the learning engagement of Christian Religious Education and Character Education among eleventh-grade students at SMA N 1 Sipoholon in the 2024/2025 academic year. 1) Test requirements analysis: a) the test for the expected relationship is proven with a significant test resulting in thitung > ttabel (α=0.05; dk=n-1=29) which is 9.381 > 2.042 thus indicating a significant effect between variable X and variable Y. b) correlation test results in rxy = 0.845 > rtabel (α = 0.05; ik = 95%; n = 30) which is 0.361. c) regression determination coefficient test (r2) = 71.4%. 2) Effect test: regression equation test results in the regression equation Y = 73.40 + 0.15X. Therefore, H0 is rejected and Ha, which states that there is a positive and significant effect of the role-playing learning model on the learning activity of Christian Religious Education and Moral Education for XI grade students at SMA N 1 Sipoholon in the Academic Year 2024/2025, is accepted

Atiyani Atiyani; Supardi U.S

Jurnal Inovasi Pendidikan 2025 Lembaga Pengembangan Kinerja Dosen

Pembelajaran matematika kelas II SDN Megamendung 03 Kecamatan Megamendung Kabupaten Bogor didominasi oleh guru dan menggunakan model pembelajaran konvensional. Hal ini menyebabkan proses pembelajaran di kelas menjadi tidak kondusif yang ditandai dengan siswa kehilangan minat belajar, kantuk dan hanya sedikit orang yang memperhatikan saat proses pembelajaran berlangsung. Tujuan dari penelitian ini adalah untuk meningkatkan hasil belajar siswa dengan memanfaatkan model pembelajaran Demonstrasi dengan 25 subjek penelitian. Penelitian dilakukan dalam dua tahap perbaikan mengenai materi pengurutan angka dan penjumlahan angka. Temuan penelitian ini menunjukkan bahwa kegiatan guru mengalami peningkatan yang memuaskan, yang pada gilirannya meningkatkan partisipasi dan prestasi belajar siswa. Aktivitas siswa meningkat dari 70,66 pada siklus I dan 85 pada siklus II. Nilai ujian akhir siswa juga meningkat dari 60% pada siklus pertama menjadi 96% pada siklus kedua. Dengan menggunakan model pembelajaran Demonstrasi, dapat meningkatkan hasil belajar siswa kelas II SDN Megamendunng 03, Kecamatan Megamendung, Kabupaten Bogor. Guru harus menerapkan model dan metode pembelajaran. Model Pembelajaran Demonstrasi dapat mendorong motivasi belajar, siswa aktif berpartisipasi dalam proses pembelajaran dan mudah mengingat pelajaran yang diajarkan oleh guru.

Febri Lian Putra; Ferdi Dwi Alvianto; Sigra Santika Satria Dhani; Abdul Rachman Syam Tuasikal

Jurnal Inovasi Pendidikan 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to describe the effect of implementing Teaching at the Right Level (TaRL) on improving Physical Education (PJOK) learning outcomes for students. This research is a Classroom Action Research (CAR) with a design model based on Kurt Lewin's opinion, which consists of four stages: Planning, Acting, Observing, and Reflecting. The research subjects were 40 seventh-grade students of SMP Labschool Unesa 3 in the 2024/2025 academic year. The data collection instrument used in this study was a learning outcome test on the Indonesian Children's Gymnastics Practice Material. This research was conducted over two cycles, each consisting of two meetings and one assessment, which consisted of four stages: planning, action, reflection, and evaluation, from late April to mid-May 2025. Data were analyzed at each cycle, and percentage analysis was performed. The learning outcomes in the first cycle showed that 54% of students achieved mastery, with an average score of 73.19. An improvement was seen in the second cycle, with 80% of students achieving mastery, with an average score of 80.11. Based on the results of this study, it can be concluded that the implementation of Teaching at the Right Level (TaRL) can improve the learning outcomes of seventh-grade students of SMP Labschool Unesa 3 in the Indonesian Children's Gymnastics Practice Material.

Tantika Tri Hapsari; Marenza Agus; Haerlini Puspika Sari

Ikhlas : Jurnal Ilmiah Pendidikan Islam 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study aims to examine the role of Islamic Religious Education (PAI) in the formation of students' character in the era of globalization which is full of value challenges due to technological developments and information flows. Globalization has had a significant impact on the morality of the younger generation, so that religious-based character education is becoming increasingly important. Using a qualitative research method based on literature studies, data were collected from various relevant scientific literature sources and analyzed thematically. The results of the study indicate that PAI plays a central role in instilling students' faith, morality, and social values ​​through value-based learning, habituation of worship, and teacher role models. However, globalization is a contextual factor that can weaken or strengthen this influence depending on the implementation strategy. These findings strengthen Lickona's character education theory and Bandura's social learning theory, and show the importance of an adaptive and contextual approach in teaching PAI. The implications of this study are the need to develop a more innovative, integrative, and collaborative PAI curriculum and learning strategy between schools, families, and communities so that religious values ​​remain firmly embedded in students amidst the challenges of globalization.

Ine Febrian Maharani; Meila Rizka Rahmawati; Syailin Nichla Choirin Attalina

Jurnal Pendidikan Dirgantara 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

This study aims to improve the learning motivation of fourth-grade students of SDN 3 Jambu in Javanese language subjects, especially in Javanese script material, through the implementation of the Teams Games Tournament (TGT) learning model combined with the use of flash cards. The background of this study is the low learning motivation of students as seen from the lack of active participation, low enthusiasm during learning, and lack of interest in the Javanese script material. These conditions have an impact on the achievement of unsatisfactory learning outcomes and an unpleasant learning atmosphere. This type of research is Classroom Action Research (CAR) which is conducted in two cycles. Each cycle consists of four stages, namely planning, implementation of actions, observation, and reflection. The subjects of the study were 20 fourth-grade students. Data collection techniques were carried out using observations of student activities, interviews with teachers and students, documentation of learning activities, and evaluation tests to measure learning outcomes at the end of each cycle. Data analysis was carried out descriptively qualitatively and quantitatively. The results of the study showed a significant increase in student learning motivation after the implementation of the TGT learning model assisted by flash cards. This can be seen from the increasing activeness of students in groups, their enthusiasm in participating in educational games, and the results of learning evaluations that show a positive trend from cycle I to cycle II. The TGT model, which is based on cooperation and healthy competition, creates a more lively and enjoyable learning atmosphere and stimulates active student involvement. Thus, it can be concluded that the implementation of the Teams Games Tournament learning model supported by flashcard media is effective in increasing student motivation and learning outcomes in the Javanese Language subject, Javanese Script material.

Rifa Pratiwi; Yullys Helsa

Jurnal Ilmu Pendidikan 2025 Lembaga Pengembangan Kinerja Dosen

The RADEC (Read, Answer, Discuss, Explain, and Create) learning model is an innovative approach that aims to improve students' critical thinking skills in elementary schools. This study aims to explore the effectiveness of implementing the RADEC model in the context of elementary school learning and its impact on the development of students' critical thinking skills. The RADEC approach emphasizes active student involvement through five main stages: reading to build initial understanding, answering questions to test reasoning power, discussing to broaden perspectives, re-explaining concepts to deepen understanding, and creating products or solutions as a concrete manifestation of the critical thinking process. This study used a quantitative method with a quasi-experimental design and involved fifth grade students in a public elementary school. The instruments used were critical thinking tests and student activity observation sheets. The results showed that the implementation of the RADEC model significantly increased students' critical thinking skill scores compared to conventional learning models. In addition, students showed higher enthusiasm and learning independence during the learning process. These findings indicate that the RADEC model is not only able to build a stronger understanding of concepts but also encourages students to actively analyze, evaluate, and create ideas. Therefore, the RADEC model is recommended as an effective alternative learning strategy to improve the quality of learning and critical thinking skills of students at the elementary school level.

Maya Aberthina Boru; Adi Saingo, Yakobus

Sinar Kasih: Jurnal Pendidikan Agama dan Filsafat 2025 Sekolah Tinggi Teologi Injili Arastamar (SETIA) Ngabang

Pengajaran yang dipimpin guru Kristen jangan hanya berfokus pada pemahaman konsep agama semata, tetapi juga meningkatkan inisiatif siswa dalam pengembangan sikap berkolaborasi, nilai kerja sama, dan keterampilan sosianya. Tanpa adanya kesadaran siswa untuk saling berkolaborasi dalam belajar akan membuat dirinya mengalami ketertinggalan di kelas. Penulisan artikel ini bertujuan untuk membahas mengenai model cooperative learning sebagai pendekatan mengajar yang Alkitabiah untuk meningkatkan kerja sama siswa. Penulisan artikel ini dilakukan dengan pengumpulan data dari dokumen-dokumen ilmiah yang memiliki keterkaitan dengan topik yang sedang didalami. Peneliti melakukan analisis data dengan cara mereduksi yang mengungkapkan hasil bahwa implementasi model cooperative learning sebagai pendekatan mengajar yang Alkitabiah untuk meningkatkan kerja sama siswa dapat dilakukan dengan guru mendorong siswa saling berkerja sama dan saling melayani, guru membantu siswa memahami materi secara utuh, guru membantu siswa untuk saling memotivasi dalam pertumbuhan rohani di komunitasnya, guru mendorong siswa saling mengingatkan untuk menerapkan nilai-nilai Alkitabiah dalam aktivitas sehari-hari, guru membantu siswa memiliki inisiatif saling berkolaborasi sebagai bentuk kepedulian terhadap sesama. Model cooperative learning yang Alkitabiah memiliki dampak yang penting dalam meningkatkan kerja sama siswa sebagai bentuk sikap yang menjunjung nilai-nilai Kristiani.

Claudina Margarida Freitas Belo; Harun Y. Natonis

Pengharapan : Jurnal Pendidikan dan Pemuridan Kristen dan Katolik 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study analyzes the influence of information technology (IT)-based learning models on the learning outcomes of Christian Religious Education (PAK) students. In the digital era, PAK is required to adapt in order to shape the character and spirituality of students. Using a qualitative literature study of the literature, it was found that models such as e-learning, blended learning, AI, interactive multimedia, and advanced LMS significantly improve learning outcomes. This improvement is driven by the flexibility of material access, motivation via interactivity and personalization, global collaboration, and the development of digital literacy and Christian ethics. Despite infrastructure and competency challenges, the strategic implementation of IT learning models has been proven to transform the PAK learning process, contributing to improving students' cognitive, affective, and psychomotor achievements.

Musyarofah, Ghina Ainun; Merlina, Arnita; Ratnaningsih, Nani

Aljabar : Jurnal Ilmuan Pendidikan, Matematika dan Kebumian 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

This study aims to describe students' difficulties in translating word problems into mathematical models in algebra material. Using a qualitative approach, the subjects were seventh-grade students at SMP Negeri 2 Tasikmalaya in the 2024/2025 academic year. Data were collected through questionnaires, interviews, and documentation. The results show that students struggled to understand the meaning of word problems and convert them into correct equations. Common errors included misconceptions about algebraic symbols, such as treating variables as fixed numbers and misusing the equal sign. In addition, students had difficulty identifying essential information needed to construct a mathematical model. Learning activities that focused only on procedural calculations further contributed to these challenges. This study recommends the use of more contextual and meaningful learning approaches, such as Problem-Based Learning and Realistic Mathematics Education, to help students better understand the relationships within problems and accurately express them through appropriate mathematical representations..    Penelitian ini bertujuan untuk mendeskripsikan kesulitan siswa dalam menerjemahkan soal cerita ke dalam model matematika pada materi aljabar. Dengan pendekatan kualitatif, subjek penelitian adalah siswa kelas VII SMP Negeri 2 Tasikmalaya tahun ajaran 2024/2025. Data dikumpulkan melalui angket, wawancara, dan dokumentasi. Hasil penelitian menunjukkan bahwa siswa mengalami kesulitan dalam memahami makna soal cerita dan menyusunnya menjadi persamaan yang tepat. Kesalahan yang muncul meliputi pemahaman yang keliru terhadap simbol aljabar, seperti menganggap variabel sebagai angka tetap dan tidak tepat menggunakan tanda sama dengan. Selain itu, siswa juga tampak kesulitan menentukan informasi penting yang diperlukan untuk membangun model matematika. Pembelajaran yang hanya berfokus pada prosedur perhitungan turut memperkuat kesulitan ini. Penelitian ini merekomendasikan penggunaan pendekatan pembelajaran yang lebih kontekstual dan bermakna, seperti Problem-Based Learning dan Realistic Mathematics Education, agar siswa dapat lebih memahami hubungan antar informasi dalam soal dan menyusunnya dalam bentuk model yang benar.

Muhammad Qutbir Rabbani; Afina Afanin Nabila; Irmatus Sa’adah; Sapna Indah Nia; Khoirumansyah Khoirumansyah +1 more

This study aims to analyze the role of classroom management and classroom arrangement in improving the effectiveness of the teaching and learning process, especially in the context of the Character Education Strengthening Program (PPK). The research method used is descriptive qualitative with the research location at SD Negeri 1 Wonosobo, Central Java. Participants included teachers, principals, and students. The results of the study indicate that flexible and conducive classroom arrangements, such as the arrangement of tables and chairs according to learning activities, as well as physical factors such as good lighting and ventilation, can improve student focus and collaboration. Effective classroom management, including careful planning, clear communication, and an inclusive approach, has been shown to create a positive learning climate and increase student motivation and achievement. Obstacles such as limited facilities and diversity of student characters can be overcome through a democratic approach, teacher training, and collaboration with parents. Integration of character values in PPK through class agreements and teacher role models also strengthens student character formation. The conclusion of this study emphasizes the importance of synergy between classroom arrangements, classroom management, and PPK to create a holistic and effective learning environment.

Henny, Henny; Qosidah, Nanik; Wardi, Agustinus

Jurnal Manajemen Sosial Ekonomi 2025 LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

The COVID-19 pandemic has exposed fundamental vulnerabilities in global supply chain systems, such as over-reliance on single suppliers and a lack of operational visibility. This has highlighted the urgent need for a new approach to risk management—one that leverages smart technologies. Artificial Intelligence (AI) has emerged as a promising solution, thanks to its capabilities in predictive analytics and adaptive, data-driven decision-making in real time. This study aims to develop an AI-based predictive system framework to enhance the resilience of global supply chains in the face of post-pandemic disruptions. Using the Design Science Research (DSR) methodology, the research designs and evaluates a system that integrates algorithms such as LSTM, Random Forest, Natural Language Processing (NLP), and Reinforcement Learning. It also applies a federated learning approach to ensure data privacy among supply chain partners. The study analyzes over 12,000 data entries from diverse sources, including IoT devices, weather data, demand trends, and social media. The system's effectiveness is evaluated through a combination of quantitative methods (PLS-SEM analysis on 103 respondents) and qualitative methods (interviews with 12 industry executives). The findings show that AI-driven predictive analytics significantly improve supply chain resilience (β = 0.67; p < 0.001), with demand forecasting accuracy increasing by up to 40% and delivery times reduced by 30%. Conceptually, the study contributes by designing a resilient model that integrates real-time visibility, adaptability, and cross-organizational collaborative learning. Unlike traditional approaches focused solely on automation, this framework offers a more holistic solution, addressing key gaps in the literature. The implication is clear: AI is becoming a strategic asset in building sustainable, resilient supply chains amid ongoing global uncertainty.

Hadiani Fitri

International Journal of Sociology and Law 2025 Asosiasi Penelitian dan Pengajar Ilmu Hukum Indonesia

Research on the preservation of local culture amidst globalization emphasizes the importance of a systematic educational strategy aligned with government policy. The main focus of this study is the role of educational institutions in introducing and maintaining the sustainability of Simalungun culture, considering that the cultural knowledge of the younger generation is declining due to modernization and the influence of the media. The research objective was to develop and evaluate SIMALOKA, an artificial intelligence-based framework with a teacher-in-the-loop approach that integrates Simalungun language, arts, rituals, and crafts into both formal and non-formal curricula. The method used combines natural language processing to tag content, a knowledge graph to map cultural concepts and skills, and a multi-objective optimization algorithm to develop balanced learning modules according to the cultural calendar. The system was tested using a dataset containing 1,850 cultural learning objects and produced modules with an average cultural coverage deviation of 3.4%, a content relevance score of 0.92, and an engagement rate of 87.1%, superior to two state-of-the-art baseline models. The results show that the combination of AI-based optimization and human validation can maintain cultural authenticity while significantly increasing student participation. These findings strengthen the hypothesis that context-sensitive, technology-based curriculum design can strengthen local cultural identity without neglecting educational policy demands. The study's conclusions confirm that SIMALOKA is a large-scale model that can be adapted to other local cultures, providing important implications for policymakers, educators, and cultural organizations in maintaining the sustainability of cultural heritage. Future research directions are directed at assessing long-term retention, resource constraints, and cross-cultural adaptation to make cultural preservation more inclusive and effective.

Lutfia Anisa Cahyaningsih; I Ketut R. Sudiarditha; Fitra Dila Lestari

Akuntansi dan Ekonomi Pajak: Perspektif Global 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to identify, measure, and analyze the influence of learning independence on student learning outcomes with learning motivation as a mediator in public high schools in East Jakarta. This study involves 10th-grade students from 3 (three) public high schools in East Jakarta based on different categories, with a total of 273 respondents selected through the Simple Random Sampling technique. The approach used in this study is quantitative, and data analysis was conducted using the Structural Equation Modeling-Partial Least Square (SEM-PLS) method through SmartPLS version 4.0 software. The results of the hypothesis testing show that, 1) learning independence has a positive and significant effect on learning outcomes, 2) learning independence has a positive and significant effect on learning motivation, 3) learning motivation has a negative and significant effect on learning outcomes, and 4) learning independence has a negative and significant effect on learning outcomes through the indirect influence of learning motivation. This study shows the involvement of other more dominant factors as mediating variables in the relationship between learning independence and student learning outcomes.

Taufik Afandi; Umi Mahmudah

Aljabar : Jurnal Ilmuan Pendidikan, Matematika dan Kebumian 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

This research is motivated by the need for innovation in mathematics learning in elementary schools, especially regarding material measuring the weight of objects which is often considered abstract by students. The aim of this research is to develop a learning design based on blended learning combined with interactive media to increase understanding of concepts and student involvement in the learning process. The research method used is Research and Development (R&D) with the ADDIE (Analysis, Design, Development, Implementation, Evaluation) development model. The findings show that the learning design developed is classified as very feasible and effective based on the assessment of material experts, media, as well as the results of limited trials in the field. The use of interactive media in a blended learning approach has been proven to significantly increase students' learning motivation and understanding of concepts. The implications of this research indicate that the integration of digital technology in mathematics learning in elementary schools can be an eee3werfgfdzxczalternative solution to create a more interesting, interactive and meaningful learning experience.

Nur Hadi; Supardi U. S

Dinamika Pembelajaran : Jurnal Pendidikan dan bahasa 2025 Lembaga Pengembangan Kinerja Dosen

This class action research was carried out on grade VI students of SD N Sukamaju, Megamendung District, Bogor Regency, for the 2024/2025 Academic Year, to improve mathematics learning outcomes, especially in ratio materials. The Problem-Based learning (PBL) model is applied in two cycles, each of which includes planning, implementation, observation, and reflection. The results showed an increase in student enthusiasm from 35.00% in the initial condition to 60.00% in the first cycle and 75.00% in the second cycle. An increase was also seen in learning outcomes, which increased from 65.65% in cycle I to 91.30% in cycle II. Students' activity in understanding the concept of ratio increased from 60.00% in cycle I to 90.00% in cycle II, while learning satisfaction based on questionnaires increased from 72.50% to 92.50%. The teacher's ability to implement PBL also developed from a fairly good category with a score of 1.9 to very good with a score of 3.24 in the first cycle and 3.9 in the second cycle. The final evaluation showed an increase in student learning completeness from 35.00% in the initial condition to 60.00% in the first cycle and 95.00% in the second cycle, with the average class increasing from 57.50 to 70.00 in the first cycle and 81.75 in the second cycle. These findings indicate that the PBL approach effectively improves student engagement and learning outcomes in understanding the concept of ratios.

Danang Danang; Indra Ava Dianta; Agustinus Budi Santoso; Siti Kholifah

International Journal of Information Engineering and Science 2025 Asosiasi Riset Teknik Elektro dan Infomatika Indonesia

The threat of Distributed Denial of Service (DDoS) is increasing develop along with increasing use of the Internet of Things (IoT) and Software-Defined Networking (SDN) architecture . Although SDN provides convenience in management network , properties its centralized control make it prone to to flooding attacks that can paralyze controller performance . Detection method conventional , such as approach statistics and machine learning, still own limitations in matter accuracy , high false positive rate , and dependence on extracted features manually . To overcome problem said , research This propose a hybrid deep learning based DDoS detection and mitigation model that combines Convolutional Neural Network (CNN) to extraction feature spatial from RGB and Gated Recurrent Unit (GRU) images for understand temporal correlation between traffic data network . System tested through network test-bed Mininet based with Ryu/Floodlight controller, using simulation DDoS attacks (Hping3, LOIC) and normal traffic (video streaming, HTTP server). Traffic data cross recorded in PCAP format, processed become RGB image measuring 200×200 pixels, and labeled based on type traffic . Evaluation results with metric accuracy , precision, recall, F1-score, and MCC show that the CNN–GRU model has performance more superior compared to baseline approaches such as CNN-only, GRU-only, as well as classical ML methods such as SVM and Random Forest. In addition , the system capable apply mitigation adaptive through automatic flow rule creation on edge switches. Findings This confirm that effective deep learning- based spatial -temporal hybrid approach in increase detection early and response DDoS attacks on SDN networks adaptive and real-time.  

Puput Melati Sukma; Ratna Kartika Sari; Muhammad Hairil; M Sabrina; Sulistyowati Sulistyowati +2 more

Jurnal Pengabdian Sosial dan Kemanusiaan 2025 Lembaga Pengembangan Kinerja Dosen

Community service represents a tangible contribution of higher education institutions in improving the quality of learning at the elementary level. This service activity was carried out collaboratively by lecturers and students at MI Miftahul Huda 2 Palangka Raya with the aim of enhancing the quality of IPAS (Ilmu Pengetahuan Alam dan Sosial) learning through the development of interactive teaching materials based on Canva. The program applied the Asset-Based Community Development (ABCD) approach, which emphasizes the empowerment of existing assets within the school community. The implementation involved mentoring sessions, technical guidance, and direct classroom application of the developed materials. Effectiveness was evaluated through pretests and posttests, showing an increase in students' understanding from an average pretest score of 55.19 to a posttest score of 77.04, with an average N-Gain of 0.47 (moderate category). Validation results from subject matter experts (96%), design experts (97%), and classroom teachers (89%) confirmed that the developed media were appropriate in terms of content, visual quality, and language use. In addition to improving learning outcomes, the use of technology-based teaching media also increased student motivation and teacher engagement during the learning process. The outcomes of this program not only provided direct benefits to the partner school but also demonstrated the potential for broader application as a participatory and sustainable model for digital innovation in basic education.

Mutiara Azizah; Khairunisha Nabila Yahya; Syafa'atun Nur Fajariyah; Bakhrudin Al-Habsy

Publikasi Para ahli Bahasa dan Sastra Inggris 2025 Asosiasi Periset Bahasa Sastra Indonesia

Counseling is basically a process, which is created with the aim of helping clients who have problems, in the development of the book ta'lim muta'alim not only discusses theories and learning methods, but also emphasizes the importance of manners, intentions, and morality in the learning process, therefore the role of counselors is needed as a liaison for providing education. This study uses a qualitative method with literature study techniques. This study aims to explore more deeply the relevance and application of this book in the context of contemporary education. The results of this study contain (1) Basic philosophy, (2) Purpose of counseling, (3) Counseling relationships (4) Counseling techniques, and (5) Stages of counseling. Thus, Ta'lim Muta'alim becomes an important reference in the development of guidance and counseling based on Islamic values, offering practical solutions to educational and moral challenges in society.