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Oky Setiawan; Chamid Sutikno; Ariesta Amanda; Indah Ayu Permana Pribadi; Zaula Rizqi Atika

Jurnal MIMBAR ADMINISTRASI 2025 Universitas 17 Agustus 1945

This study aims to describe the management of the Certified Independent Study Program (SIB) in the fields of Data Analytics and Software Engineering organized by PT Revolusi Citra Edukasi. Using a qualitative approach, data were collected through participatory observation, in-depth interviews, daily activity logbooks, and documentation. Data analysis followed an interactive model consisting of data collection, data reduction, data presentation, and verification. The results reveal that the management of the SIB program is implemented through four key aspects: planning, organizing, actuating, and controlling. The planning stage includes the development of an adaptive modular curriculum, the formulation of short-term and long-term objectives, and the active involvement of industry practitioners. This stage reflects the principles of transparency, accountability, and responsibility. The organizing aspect is realized through a well-defined yet flexible organizational structure, supported by fair task distribution and clear role assignments, which embody independence, fairness, and transparency. In the actuating stage, program implementation is carried out using project-based learning methods, mentoring sessions, and active coaching. These activities are designed to ensure equitable access to guidance, transparent communication, and shared responsibility between instructors and participants. The controlling aspect involves regular digital evaluations, weekly feedback mechanisms, and collaborative assessments with industry partners, ensuring continuous improvement and adherence to program goals. Overall, the management of the SIB program at PT Revolusi Citra Edukasi demonstrates a high level of professionalism and alignment with the principles of Good Corporate Governance (GCG). The integration of adaptive planning, transparent organization, participatory implementation, and accountable evaluation processes ensures that the program not only meets its educational objectives but also fosters industry readiness among participants. These findings highlight the importance of structured yet flexible management practices in enhancing the effectiveness of independent study programs within the context of higher education and industry collaboration.

Firly Farziyah Nurfy; Siti Umi Khayatun Mardiyah

International Journal of Educational Evaluation and Policy Analysis 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

This study investigates the implementation of the Problem-Based Learning (PBL) model integrated with animated video media to enhance student motivation, creativity, and learning outcomes in economics at MA Salafiyah. Employing a classroom action research approach with a pretest-posttest design, the research involved 35 grade XI students. Data were collected through observation sheets, motivation and creativity questionnaires, and learning outcome tests. The Shapiro-Wilk test was used to assess data normality, while the Wilcoxon Signed Rank Test evaluated the significance of differences between pretest and posttest scores. The findings reveal that the application of PBL with animated video media significantly improves student motivation, creativity, and learning outcomes. Students demonstrated increased engagement, generated more creative ideas, and showed deeper understanding of economic concepts. Motivation was reflected in higher posttest scores and active participation, while creativity was evident in the ability to propose innovative solutions and think critically. Learning outcomes improved substantially, with average scores rising from 46.142 (pretest) to 83.571 (posttest). The integration of animated video media in PBL created a dynamic and interactive learning environment that facilitated comprehension, stimulated interest, and encouraged practical application of knowledge. This study concludes that PBL supported by animated video media is an effective pedagogical strategy for improving educational quality in economics learning.

Habibah Salsabila Addary; Siti Aisyah; Fadli Endi Tama; Fahira Rahmah Hani; Mulia A Sura

Nusantara: Jurnal Pengabdian kepada Masyarakat 2025 Pusat Riset dan Inovasi Nasional

Community Service Learning (CSL) is a tangible manifestation of the implementation of the Tri Dharma of Higher Education, which aims to apply knowledge within the community, particularly in addressing economic challenges in rural areas. This study focuses on the effectiveness of the UIN SU student KKN programme in Sugihen Village, Juhar Subdistrict, Karo Regency, which carries the theme of economic empowerment of the community. The research method used a qualitative approach with participatory observation and practical demonstration techniques, directly involving the Sugihen Village community. The results showed that this programme significantly improved the participants’ knowledge and technical skills, transforming their roles from passive consumers to active producers. This training not only helped reduce household expenses but also opened up new business opportunities that had the potential to increase family income. Therefore, this KKN programme can serve as an effective strategic model for creating stable and independent community-based economic growth.

Nakaya Hanaro Sihotang; Eva Betty Simanjuntak; Idauli Permatasari Nainggolan; Putri Febrianti Purba; Assha Uli Handayani Hasibuan

Jurnal Bintang Pendidikan Indonesia 2025 Pusat Riset dan Inovasi Nasional

This study aims to enhance the understanding of fifth-grade students at SDN 060786 in the subject of Natural and Social Sciences (IPAS), specifically the topic "Economic Conditions in My Region," through the use of diorama media. The research uses the Classroom Action Research (CAR) method with the spiral model by Kemmis and McTaggart, which includes the stages of planning, action, observation, and reflection. This study was conducted in two cycles, with data collected through learning outcome tests, observations of the learning process, and interviews with the teacher to gather feedback on the use of diorama media. The results of the study show a significant improvement in both conceptual understanding and learning outcomes of the students after the implementation of diorama media. The students also demonstrated increased engagement in the learning process, becoming more active and motivated to participate in the activities. Moreover, the use of diorama media helped students understand abstract concepts more easily than through text or verbal explanations alone. These findings emphasize that the teacher’s creativity in selecting and utilizing appropriate learning media plays a crucial role in creating an interactive, meaningful, and enjoyable learning environment, ultimately improving the quality of student learning outcomes.

Aristamy, I Gusti Ayu Agung Mas; Mutiarani, Rizkita Ayu; Winatha, Komang Redy; Naratama, I Made Edo

Jurnal Riset Rumpun Seni, Desain dan Media 2025 Pusat Riset dan Inovasi Nasional

This study aims to develop an interactive mobile application-based learning media to introduce Devanagari Sanskrit script to Indonesian teenagers. The background of this research is the lack of communicative, contextual, and engaging learning media for the digital generation in learning traditional scripts. The development method uses the ADDIE model modified with a visual communication design approach and integration of local Balinese cultural values. The results show that this media successfully combines strong visual elements, interactive voice narratives, and Balinese cultural iconography in one mobile-friendly platform. Validation from design and cultural experts shows a very high level of feasibility, supported by positive responses from student users at the Dvipantara Samskrtam Foundation. This research makes a real contribution to the preservation of traditional scripts through a digital educational approach that is adaptive to the learning needs of today's teenagers. In addition, this research also opens opportunities for the development of similar learning media for other traditional scripts, thereby increasing awareness and understanding of Indonesia's rich culture among the younger generation. By integrating technology in learning, it is hoped that the preservation of Indonesian culture can go hand in hand with the progress of the times.

Sartini Poety; Gergorius Kopong Pati; Lidia Lali Momo

Polygon : Jurnal Ilmu Komputer dan Ilmu Pengetahuan Alam 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

The rapid development of information technology has created significant opportunities for secondary schools to improve the quality of learning through the use of digital-based applications. This study aims to design and develop a web-based tutoring application for students of Junior High School (SMP) Negeri 1 Tana Righu by applying Object Oriented Technology (OOT) as the software development approach. OOT was chosen for its ability to simplify the system design process through structured modeling using the concepts of classes, objects, attributes, and relationships between objects. The developed application provides various features, including the presentation of learning materials, interactive practice questions, learning outcome evaluations, and student progress reports accessible in real time by both teachers and students. The research method consisted of needs analysis, system design using UML diagrams, implementation, and application testing. The testing results indicate that the tutoring application is effective in improving the learning process, assisting teachers in monitoring and evaluating student progress, and providing students with a more engaging and interactive learning experience. Therefore, this application is expected to serve as an innovative solution to support tutoring activities in secondary schools and contribute positively to enhancing the quality of education in the digital era.

Silvia Ningsih Berutu; Maria Widiastuti; Risden Anakampun; Tahadodo Waruwu; Dame Taruli Simamora

Jurnal Teologi Injili dan Pendidikan Agama 2025 Sekolah Tinggi Pastoral Kateketik Santo Fransiskus Assisi

The aim of this research is to determine the influence of the Games Based Learning Model on the Learning Activeness of Class The research method used is a quantitative method with a descriptive inferential type. The population was 182 students of Class Data was collected using a closed questionnaire with 14 items for variable Y and 18 items for variable 2025 is shown through: 1) Test analysis requirements: a) positive relationship test obtained rxy = 0,308 > rtabel(α=0,05; IK=95%; n=49) = 0,281.  b) a significant relationship test is obtained from the value thitung = 2,222 > ttabel = 2,021. 2) influence test: a) regression equation test, obtained the regression equation Ŷ  = 42,221  (α) + 0,365 (X).  b) regression coefficient of determination test (r2) = 9,5%. 3hypothesis testing using Fhitung  > Ftabel=(α=0,05,dk pembilang n-1=48, dk penyebut=n-2=49-2=47) yaitu 4,938 > 1,620.Thus H0 is stating there is no influence is rejected and Ha which states there is an influence is accepted.  

Raflentio Dims Rizki; Aditya Liliyan

Prosiding Seminar Nasional Ilmu Manajemen Kewirausahaan dan Bisnis 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to analyze the effect of training on the performance of regional innovation data entry in Boyolali Regency in 2024 through the BI-SMART system. The population of this research consisted of 83 civil servants (ASN) serving as BI-SMART application operators, with a sample of 30 ASNs selected using purposive sampling. A quantitative approach was employed using a Likert-scale questionnaire, which was tested for validity and reliability. Data analysis was performed using simple linear regression preceded by classical assumption tests (normality and heteroskedasticity tests). The results show that training has a positive and significant effect on the performance of innovation data entry, as evidenced by a t-value of 4.721 and a significance level of 0.000 (<0.05). These findings confirm that structured and practical training can improve the accuracy, completeness, and timeliness of data entry. The study contributes theoretically by strengthening the concepts of transfer of training, adult learning, and Kirkpatrick’s evaluation model, while practically providing strategic recommendations for the Boyolali Regency Government in designing more effective training programs to support data-driven regional innovation governance.

Nurmayani Nurmayani; Rendi Prilandi; Dinda Prati Dina Arsah; Fajra Lativa Asri; Sazkyla Nur Efendi +1 more

Jurnal Bintang Pendidikan Indonesia 2025 Pusat Riset dan Inovasi Nasional

This study focuses on how the use of Student Worksheets (LKPD) can support the Islamic Religious Education (PAI) learning process at MIS Al-Hidayah. Using a qualitative approach, researchers explored the experiences of teachers and students through interviews, observations, and documentation. The results indicate that LKPD equipped with visual media can create a more engaging learning environment, motivate students, and facilitate their understanding of the material. Teachers design LKPD with pictures and sequential steps, enabling students to be more active and able to learn independently or in groups. Despite obstacles, such as limited time for development and incomplete school facilities, teacher creativity and collaboration with colleagues proved key to success. These findings confirm that LKPD can be an effective learning tool, not only for improving cognitive understanding but also for instilling Islamic values ​​in students. This study also has implications for the development of PAI learning strategies in madrasah-based elementary schools. Thus, the innovative use of LKPD can become a sustainable learning model to improve the quality of Islamic education in the future.

Hendrig Sudradjat; Widha ardhiansyah; Putri Fatmawati

Jurnal Riset Rumpun Ilmu Teknik 2025 Pusat riset dan Inovasi Nasional

Indonesia, a country located in the Pacific Ring of Fire, has a high level of vulnerability to earthquakes. This condition demands an increase in the capacity of civil engineering human resources to design safe and disaster-resistant buildings. This study aims to evaluate the effectiveness of project-based learning training with a focus on the application of SNI 1726:2019, structural modeling using ETABS/RSA, lateral load calculations, and the design of simple earthquake-resistant houses. The research method involved final-year civil engineering students and alumni who participated in a series of trainings, with evaluations through pre-tests, post-tests, and design assessments. The results showed an increase in competency in all aspects, especially the understanding of the SNI 1726:2019 standard and lateral load calculations. In addition, participants were able to produce simple house designs that meet the basic criteria for earthquake resistance, material efficiency, and structural stability. These findings indicate that applied training can bridge the gap between academic theory and practical skills needed in the workplace. This research contributes to strengthening the capacity of civil engineering in supporting resilient infrastructure development and has important implications for the integration of similar training into higher education curricula and community service programs.

Haikal Azrasabiy; Lutfi Lutfi

Jurnal Ilmu Pendidikan 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to examine the effect of the Time Token learning model on the speaking skills of fifth-grade students at SD Negeri Parung Bingung 1. The research employed a quantitative approach with a quasi-experimental design. The sample consisted of 58 students, divided into an experimental class (using the Time Token model) and a control class (using direct instruction). Data were collected through speaking skill tests (pre-test and post-test) and analyzed using descriptive and inferential statistical tests. The findings revealed a significant improvement in speaking skills in the experimental class compared to the control class. The average pre-test score of the experimental class increased from 23.67 to 35.03 in the post-test, while the control class improved from 31.07 to 40.11. An independent t-test indicated that the Time Token learning model had a significant effect on students’ speaking skills (p < 0.05). The study concludes that the Time Token model is effective in enhancing students’ speaking skills by providing equal opportunities for each student to speak, reducing anxiety, and promoting active participation in learning. Therefore, this model can serve as an alternative for teachers in developing more interactive and effective teaching methods.

Ibrahim, Yusuf; O. Momoh, Muyideen; O. Shobowale, Kafayat; Mukhtar Abubakar, Zainab; Yahaya, Basira

Journal of Computing Theories and Applications 2025 Universitas Dian Nuswantoro

Tomato crop yields face significant threats from plant diseases, with existing deep learning solutions often computationally prohibitive for resource-constrained agricultural settings; to address this gap, we propose Efficient Disease Attention Network (EDANet), a novel lightweight architecture combining depthwise separable convolutions with hybrid attention mechanisms for efficient Tomato disease recognition. Our approach integrates channel and spatial attention within hierarchical blocks to prioritize symptomatic regions while utilizing depthwise decomposition to reduce parameters to only 104,043 (multiple times smaller than MobileNet and EfficientNet). Evaluated on ten tomato disease classes from PlantVillage, EDANet achieves 97.32% accuracy and exceptional (~1.00) micro-AUC, with perfect recognition of Mosaic virus (100% F1-score) and robust performance on challenging cases like Early blight (93.2% F1) and Target Spot (93.6% F1). The architecture processes 128×128 RGB images in ~23ms on standard CPUs, enabling real-time field diagnostics without GPU dependencies. This work bridges laboratory AI and practical farm deployment by optimizing the accuracy-efficiency tradeoff, providing farmers with an accessible tool for early disease intervention in resource-limited environments.

Patricia Wira Lestari

Nusantara: Jurnal Pengabdian kepada Masyarakat 2025 Pusat Riset dan Inovasi Nasional

The spirituality of today’s church youth encounters multidimensional challenges, particularly the pervasive influence of digital culture, the gradual decline in interest toward spiritual disciplines, and the weakening of involvement in ecclesial ministry. Such dynamics often create a gap between theological knowledge and lived faith experiences. This Community Service (PkM) initiative was designed to respond to these issues by implementing an interactive model aimed at enhancing the spiritual understanding of the youth at GKSI Trimorejo Congregation. The model emphasizes participatory learning processes, in which youth are not merely passive recipients of teaching but active contributors to collective faith formation. The methodological framework consisted of three main stages: initial observation to identify needs and spiritual conditions; preparation of training modules contextualized with the congregation’s realities; and the implementation of interactive activities such as group discussions, thematic Bible studies, role-play, and collective reflection. Evaluation strategies integrated both quantitative and qualitative approaches, including pre-tests and post-tests to measure cognitive growth, alongside participatory interviews to capture experiential insights. The findings reveal a notable increase in youth comprehension of biblical principles, heightened enthusiasm and participation in church programs, and the establishment of a more cohesive spiritual learning community. Furthermore, the process encouraged a deeper sense of belonging and responsibility among the participants toward their ecclesial environment. In conclusion, the interactive model demonstrates significant effectiveness in fostering youth spirituality and may serve as a viable alternative strategy for churches encountering similar challenges within contemporary contexts of ministry.

Afrida Hanum Lubis; Muhammad Hafiz Ermawan; Nabila Olivia; Najwa Fadilah Siregar; Haya Sabila Aulia Br Munthe +2 more

Jurnal Bintang Pendidikan Indonesia 2025 Pusat Riset dan Inovasi Nasional

Islamic Religious Education (PAI) plays a crucial role in fostering good morals in students, enabling them to develop Islamic character and face the challenges of the times with strong spiritual values. However, the implementation of PAI teaching in the field often still prioritizes traditional lecture methods, which lead to less student participation, boredom, and less than satisfactory learning outcomes. This small study aims to explore the PAI learning models and strategies implemented by teachers at the Al-Hidayah Foundation, the challenges they face, and their impact on students. This study used a qualitative approach with a case study method through in-depth interviews with PAI teachers. The results revealed that teachers have begun to integrate lecture methods with more innovative learning strategies such as contextual, cooperative, and technology-based, although their implementation has not always been consistent. The main challenges faced include limited infrastructure, a lack of professional training for teachers, and low learning motivation among some students. The visible impact is increased student engagement in the learning process when innovative strategies are implemented, although their effectiveness still needs to be strengthened with support from the institution and parents. Therefore, the Islamic Religious Education teachers at the Al-Hidayah Foundation not only function as teachers, but also as motivators and facilitators in the learning process to ensure that the goals of Islamic education can be achieved properly.

Ugbotu, Eferhire Valentine; Emordi, Frances Uchechukwu; Ugboh, Emeke; Anazia, Kizito Eluemunor; Odiakaose, Christopher Chukwufunaya +13 more

Journal of Computing Theories and Applications 2025 Universitas Dian Nuswantoro

The daily exchange of informatics over the Internet has both eased the widespread proliferation of resources to ease accessibility, availability and interoperability of accompanying devices. In addition, the recent widespread proliferation of smartphones alongside other computing devices has continued to advance features such as miniaturization, portability, data access ease, mobility, and other merits. It has also birthed adversarial attacks targeted at network infrastructures and aimed at exploiting interconnected cum shared resources. These exploits seek to compromise an unsuspecting user device cum unit. Increased susceptibility and success rate of these attacks have been traced to user's personality traits and behaviours, which renders them repeatedly vulnerable to such exploits especially those rippled across spoofed websites as malicious contents. Our study posits a stacked, transfer learning approach that seeks to classify malicious contents as explored by adversaries over a spoofed, phishing websites. Our stacked approach explores 3-base classifiers namely Cultural Genetic Algorithm, Random Forest, and Korhonen Modular Neural Network – whose output is utilized as input for XGBoost meta-learner. A major challenge with learning scheme(s) is the flexibility with the selection of appropriate features for estimation, and the imbalanced nature of the explored dataset for which the target class often lags behind. Our study resolved dataset imbalance challenge using the SMOTE-Tomek mode; while, the selected predictors was resolved using the relief rank feature selection. Results shows that our hybrid yields F1 0.995, Accuracy 0.997, Recall 0.998, Precision 1.000, AUC-ROC 0.997, and Specificity 1.000 – to accurately classify all 2,764 cases of its held-out test dataset. Results affirm that it outperformed bench-mark ensembles. Result shows the proposed model explored UCI Phishing Website dataset, and effectively classified phishing (cues and lures) contents on websites.

Putri Azizah Nasution; Rica Umrina Lubis; Lia Agustina Damanik

International Journal of Education and Literature 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to improve student learning outcomes through the implementation of the Problem Based Learning (PBL) model assisted by PowerPoint media in Mathematics for Grade I students at SD IT Riyadhoturrohman. The research employs Classroom Action Research (CAR) conducted in two cycles. Each cycle consists of three meetings, following the stages of planning, implementation, observation, and reflection. The research subjects were 16 students from Grade I of SD IT Riyadhoturrohman. The Problem Based Learning model was chosen because it encouraged students to be actively involved in learning through solving contextual problems, while PowerPoint media was used to help visualize the mathematical concepts being taught. The results showed an improvement in students' learning outcomes from the pre-action stage to Cycle I, and a further increase in Cycle II. Additionally, students demonstrated improved participation, conceptual understanding, and teamwork skills. Thus, the implementation of the Problem Based Learning model assisted by PowerPoint media proved to be effective in improving the mathematics learning outcomes of Grade I students at SD IT Riyadhoturrohman.

Leni Rohida; Siti Khumayah; Hagies Ferdiansyah Akbar

Prosiding Seminar Nasional Ilmu Manajemen Kewirausahaan dan Bisnis 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

To respond to the challenges and needs of contemporary society, the public sector must rapidly adapt to digital transformation. The objective of this research is to examine relevant and adaptive human resource development strategies for the digital ecosystem and to evaluate how they impact the quality of public services in the era of technological disruption. This research uses a descriptive qualitative approach with a literature review and policy analysis. It analyzes best practices from government institutions, both national and international, in developing human resources oriented towards the digital era. Key findings indicate that optimizing human resources requires not only improving technological capabilities or digital expertise; it also requires reconstructing leadership paradigms, flexible organizational cultures, and implementing meritocratic systems and data-driven performance management. It is evident that technologies such as big data analytics, artificial intelligence (AI), and the Internet of Things (IoT) can help improve public services, but the success of these technologies depends heavily on the capabilities and readiness of the employees who manage these systems. An integrated digital talent ecosystem must be built, encompassing continuous training (learning for life), collaboration between government, academia, and business (the triple helix model), and a regulatory framework responsive to technological developments. Furthermore, it is emphasized that developing digital integrity and ethics is crucial as a pillar of good governance in the digital era. Optimizing human resource development strategies systematically and sustainably will enable Indonesia to improve the efficiency of public services and strengthen the competitiveness of its bureaucracy globally. By 2045, adaptable, innovative, and highly integrated human resources will be the primary drivers of a digital government transformation that is inclusive, responsive, and future-oriented.

Limmey Maria Tambingon; Arrijani Arrijani; Musma Rukmana

Jurnal Cakrawala Pendidikan dan Biologi 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

Biology education in high school has an important role in shaping students' science literacy and critical thinking skills. However, ecological material, particularly the topic of Ecosystem Components and their Interactions, is often considered difficult because it is abstract and not easy to observe directly. This research aims to improve student learning outcomes through the application of the Problem Based Learning (PBL) model, which emphasizes real problem-solving, collaborative discussion, and active involvement in the learning process. The research uses the design of Classroom Action Research (PTK) which was carried out in two cycles in class X of St. Rosa de Lima Catholic High School Tondano involving 10 students in the odd semester of the 2025/2026 school year. Data was collected through observation of teacher and student activities, learning outcome tests in the form of pretests and posttests, and learning documentation. The analysis was carried out descriptively, qualitatively, and quantitatively by calculating the average score, percentage of completion, and student involvement. The results of the study showed a significant increase. The percentage of teacher activity increased from 58.3% in the first cycle to 87.5% in the second cycle, while student activity increased from 45.83% to 83.33%. The average score of students also increased from 70% in cycle I to 90% in cycle II, with classical completeness reaching 90%. These findings confirm the effectiveness of PBL as a contextual Biology learning strategy, able to bridge ecological concepts with real life, and increase students' curiosity, cooperation, and critical thinking skills.

Siti Faridah; Eko Suroso

Jurnal Hukum, Politik dan Humaniora 2025 Lembaga Pengembangan Kinerja Dosen

This study examines the practice of project-based procedural text learning in seventh grade at SMP Negeri 4 Cilacap in the context of the implementation of the Independent Curriculum. The approach used was qualitative with a case study method through participatory observation, in-depth interviews, and documentation. The results showed that teachers implemented contextual and project-based learning strategies by utilizing digital media and integrating the values ​​of the Pancasila Student Profile. Students demonstrated active involvement in learning activities, especially in the creation of video tutorials and procedural posters. However, there were still obstacles in the form of teachers' limited understanding of the application of learning differentiation and formative assessment, as well as a lack of adequate digital infrastructure support. This study provides a theoretical contribution to the development of a more contextual and transformative Indonesian language learning model. Practically, these findings can serve as a reference for teachers and policymakers in designing learning strategies relevant to student needs and encouraging the use of innovative media to increase student participation and understanding, particularly in coastal areas.

Wulandari, Safira Laila; Fitriani, Siti Khoriah; Neni, Neni

Hidayah : Cendekia Pendidikan Islam dan Hukum Syariah 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

Learning Islamic Religious Education (PAI) requires a systematic and adaptive approach to address the challenges of student development in the modern era. The ADDIE model, which encompasses needs analysis and continuous evaluation, is considered effective in developing PAI learning. This study aims to examine the application of ADDIE-based PAI learning design in enhancing learning independence. The method used is library research by reviewing journals, books, and scientific documents related to the ADDIE model, PAI learning, and learning independence. Data were analyzed using a content analysis approach to identify patterns and relevance between variables. The results show that each stage of the ADDIE model plays a crucial role in strengthening student learning independence, through the design of structured learning activities, interactive media, and evaluations that encourage self-reflection. The implications of this study emphasize the need for consistent application of the ADDIE model by PAI teachers to improve the quality of learning and the formation of independent character. Schools also need to support resources and training for optimal implementation of the ADDIE model.