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Kamilasari Kamilasari; Enas Enas; Asep Budi Tauhid

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2026 CV. ALIM'SPUBLISHING

This study aims to analyze the strategic management evaluation of the Sundanese Language Subject Teacher Forum (MGMP) in improving teacher performance at public senior high schools in Tasikmalaya City. The study focuses on leadership management, member participation, institutional support, and program relevance to teachers’ professional development needs. This research employed a qualitative descriptive approach. Data were collected through observations, in-depth interviews, and documentation involving MGMP administrators, member teachers, school principals, and supervisors. Data analysis used the Miles and Huberman interactive model, including data reduction, data presentation, and conclusion drawing. The findings revealed that the MGMP management has generally functioned effectively as a professional learning community. Participatory leadership patterns encouraged collaboration among teachers in designing learning tools and solving classroom problems. However, several challenges were identified, including inconsistent program evaluation, limited technological integration, unequal member participation, and insufficient funding support. The study also found that MGMP programs significantly contributed to improving teachers’ pedagogical competence, especially in lesson planning and instructional implementation. Nevertheless, assessment and evaluation competencies still require further strengthening. This study concludes that strategic management, sustainable evaluation, and institutional support are essential in optimizing MGMP functions to improve teacher performance and the quality of Sundanese language learning.

Widia Ananda; Sri Ramadhani

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2026 CV. ALIM'SPUBLISHING

The current research examines the effect of the Student Teams Achievement Division (STAD) cooperative learning model on Indonesian language outcomes among sixth-grade students at SD Negeri 106805 Manunggal. Operating within a quantitative framework, this quasi-experimental research utilized a non-equivalent control group design. The sample comprised 50 students, classified into a control group (23 students) and an experimental group (27 students). Data collection involved observations, documentation, alongside pretest and posttest scores. The 10-item essayThe instrument achieved a high level of reliability, with Cronbach’s Alpha coefficients of 0.700 on the pretest and 0.807 on the posttest. Diagnostic tests confirmed the data were normal and homogeneous. The experimental group achieved a substantial learning improvement of 42.04, significantly outperforming the control group's gain of 17.39. The independent sample t-test yielded a critical significance value of 0.000 < 0.05, confirming that the STAD model exerts a significant and positive influence on student’s indonesian language achievement.

Sulaiman Ibrahim; Ilyas Daud; Mustaqimah Mustaqimah; Syahril Jaafara

Jurnal Nusantara Berbakti 2026 Universitas Kristen Indonesia Toraja

This study aims to enhance the academic synergy of the Quranic Studies and Exegesis Program at IAIN Sultan Amai Gorontalo in supporting Quranic literacy mentoring activities for coastal communities in Oluhuta Village, Bone Bolango Regency. The study is motivated by the low level of Quranic literacy in coastal areas, which is influenced by limited access to religious education and a shortage of competent mentors. This condition is further exacerbated by the fact that most residents of Oluhuta Village are fishermen who spend much of their lives at sea, limiting opportunities for structured learning. Using a descriptive qualitative approach, this study explores the role of lecturers and students from the Quranic Studies and Exegesis Department in planning, implementing, and evaluating a mentoring program aimed at strengthening basic skills in reading and writing the Quran. The findings show that interdisciplinary academic synergy, particularly in tajwid, tahsin, and Quranic teaching methodologies, significantly improves participants’ Quranic literacy skills. In addition, the program strengthens the relationship between Islamic higher education institutions, particularly IAIN Sultan Amai Gorontalo, and the surrounding community. It also serves as a medium for implementing academic integration and community service values. This study recommends the development of an integrated and context-based Quranic mentoring model for similar coastal communities in other regions.

Kasman Kasman; Meidi Meidi; Anwar Nasution; Rostina Rangkuti; Miftahul Jannah +1 more

SIMPATI: Jurnal Penelitian Pendidikan dan Bahasa 2026 CV. Alim's Publishing

This study aims to analyze the management of Islamic Religious Education (PAI) learning as an effort to improve students’ discipline in performing congregational prayers at SDN 188 Simangambat. Learning management in PAI includes planning, implementation, and evaluation strategies carried out by teachers to instill religious values and develop students’ awareness of the importance of praying together. This research uses a qualitative approach with descriptive methods to describe the role of PAI learning management in shaping students’ prayer discipline. The results indicate that effective PAI learning management can encourage students to perform congregational prayers regularly through teacher guidance, habituation programs, and a supportive school environment. Teachers play an important role as educators and role models in building students’ responsibility and obedience in carrying out religious activities. The implementation of structured learning activities, monitoring, and evaluation contributes to improving students’ discipline and spiritual character. Therefore, proper management of PAI learning is an important factor in developing students’ religious habits and strengthening Islamic character education in elementary schools.

Mayang Dela Kesumah; Haerul Pathoni; Muhammad Haris Effendi Hasibuan

Bhinneka: Jurnal Bintang Pendidikan dan Bahasa 2026 Universitas Palan

This study was motivated by students’ low conceptual understanding of temperature, heat, and thermal expansion at SMP Negeri 28 Batanghari, where learning achievement remained below 50%. Instruction predominantly used PowerPoint-based media, resulting in passive learning and limited contextual engagement. This study aimed to develop web-based interactive multimedia (GlidesApps) integrated with Cepak Kapung ethnoscience that is valid, practical, and effective in improving seventh-grade students’ conceptual understanding. The study employed a Research and Development (R&D) approach using a development model consisting of five stages: analysis, design, development, implementation, and evaluation. The resulting product, named LokaSains, is a web-based learning application accessible via smartphone, laptop, or computer without installation. It presents learning content on temperature, heat, and thermal expansion integrated with the ethnoscience of Cepak Kapung, a traditional cake from Batanghari Regency. Content expert validation obtained a score of 91.07% (very valid), while media expert validation reached 87.50% (very feasible) after two revisions. Teacher practicality assessment produced 98.33% (very practical), and student responses in small-group and large-group trials reached 94% and 90.35%, respectively (very good). During implementation with 28 seventh-grade students, the mean pretest score increased from 46.07 to 76.79 in the posttest. A paired samples t-test produced t = −13.053 with Sig. (2-tailed) = 0.000 < 0.05, indicating a significant difference in conceptual understanding before and after using the multimedia. The N-Gain score of 0.57 indicated moderate effectiveness in improving learning outcomes. Accordingly, the LokaSains interactive multimedia is considered valid, highly practical, and effective for teaching temperature, heat, and thermal expansion at junior high school level.

Melina Sahriani; Netti Hardianti; Sabila Ramadani; Salwa Lazia; Kasman Kasman

SIMPATI: Jurnal Penelitian Pendidikan dan Bahasa 2026 CV. Alim's Publishing

This study examines the role of innovation management in learning to improve the quality of basic education, particularly in elementary schools. The background of this research is the increasing demand for adaptive, creative, and student-centered learning approaches in response to rapid educational changes in the digital era. The objective of this study is to analyze how the implementation of innovation management strategies in learning can enhance teaching effectiveness, student engagement, and overall educational quality. This research uses a qualitative descriptive method through literature review by analyzing relevant books, journals, and previous studies related to learning innovation and educational management. The findings indicate that effective management of learning innovation—such as the integration of technology, the use of active learning models, and teacher professional development—significantly contributes to improving student learning outcomes and classroom interaction. Furthermore, innovation management encourages teachers to be more creative in designing learning activities that are contextual and meaningful for students. The study implies that schools and education stakeholders need to strengthen institutional support, provide continuous training for teachers, and develop policies that encourage sustainable innovation in learning. Thus, structured innovation management in learning becomes a key factor in enhancing the quality of basic education in a competitive global era.

Wulan Sari; Euis Mufahamah; Harold Kevin Alfredo

International Journal of Management 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

Digital transformation in the public sector encourages civil servants to utilize technology not only for administrative purposes but also to improve efficiency, accuracy, and work performance. This study examines the influence of Intelligent Learning-Based Training and Digital Training Components on the Digital Productivity of civil servants at the Bureau of Economic Affairs of the Regional Secretariat of Lampung Province, with Adaptive Competence serving as a mediating variable. A quantitative approach with a non-experimental survey design was applied, and data were collected through structured questionnaires distributed to employees engaged in digital-based work activities. The data were analyzed using structural model testing procedures. The findings reveal that Intelligent Learning-Based Training does not significantly influence Adaptive Competence or Digital Productivity. Conversely, Digital Training Components positively and significantly affect both Adaptive Competence and Digital Productivity. Adaptive Competence also has a positive impact on Digital Productivity and mediates the relationship between Digital Training Components and Digital Productivity. However, Adaptive Competence does not mediate the relationship between Intelligent Learning-Based Training and Digital Productivity. These results indicate that civil servants’ digital productivity is more effectively improved through practical, relevant, accessible, and well-evaluated digital training programs than through intelligent learning systems alone. Therefore, public institutions are encouraged to develop digital training initiatives that align with employees’ daily work demands while strengthening their adaptive competence in responding to technological changes.

Amanda Riskina Ramadhani; Meilin Meilin; Adhel Shalsabila; Nasywa Qurrota Aini; Jodion Siburian +2 more

Bhinneka: Jurnal Bintang Pendidikan dan Bahasa 2026 Universitas Palan

Biology learning in Indonesia is still predominantly teacher-centered, limiting students’ opportunities to actively develop critical thinking, creativity, collaboration, and other 21st-century competencies. Students often receive information passively, resulting in low engagement and limited ability to apply concepts in real-life contexts. Therefore, innovative learning models are needed to support more meaningful and student-centered learning. This study aims to review the implementation of Project-Based Learning (PjBL) in Biology education and analyze its contribution to the development of students’ 21st-century skills. The study employed a literature review method by analyzing 20 research articles published between 2022 and 2026. Articles were obtained through Google Scholar searches and selected based on relevance to Biology education, focus on PjBL implementation, and open-access availability. Data collection involved identification, screening, selection, and documentation of related studies, while data analysis used a qualitative descriptive approach. The findings indicate that PjBL effectively improves students’ cognitive achievement, conceptual understanding, scientific literacy, creativity, and critical thinking skills. In addition, PjBL enhances collaboration, communication, problem-solving abilities, learning motivation, and life skills through contextual and authentic project activities. Students become more actively involved in investigating real-world problems, designing solutions, and producing meaningful learning outputs. Furthermore, the integration of STEM approaches, digital media, blended learning, and Culturally Responsive Teaching (CRT) strengthens the effectiveness of PjBL in Biology learning. Overall, PjBL is highly relevant for supporting the Merdeka Curriculum and improving the quality of Biology education in developing 21st-century competencies.

Safira Laila Wulandari; Salsa Bila Ivanda; Nur Azizah

Ikhlas : Jurnal Ilmiah Pendidikan Islam 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study aims to describe the strategies of Islamic Religious Education (PAI) teachers in increasing the learning participation of low-ability students at SDN 008 Tebing Karimun. Learning participation is an important indicator of learning success, but in reality there is still low student involvement in the learning process. Inhibiting factors come from internal aspects such as low confidence and limited cognitive abilities, as well as external aspects in the form of less varied learning strategies and less supportive classroom environments. This study uses a qualitative approach with a descriptive type, involving PAI teachers as the main informants and students as supporting informants. Data was collected through observation, interviews, and documentation, then analyzed with an interactive model that included data reduction, data presentation, and conclusion drawn, and tested for validity through triangulation. The results of the study showed that teachers' strategies include active learning, group discussions, individual approaches, and the use of learning media. The obstacles faced include low student confidence, cognitive limitations, and lack of variety of methods. The solutions carried out by teachers are in the form of providing motivation, applying innovative methods, and creating a conducive learning environment. This study concludes that PAI teachers' strategies play an important role in increasing the learning participation of low-ability students through innovative, interactive, and student-centered learning.

Muhammad Misbahul Nursajidin; H.Mustadi; Anak Agung Putu Agung

Jurnal Budi Pekerti Agama Islam 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study aims to examine the factors that influence students’ interest in learning Islamic Religious Education (PAI) at SMA Daruttaqwa Dahanrejo Kebomas Gresik. The research applies a qualitative method using a case study approach. Data collection was carried out through in-depth interviews with students, teachers, and administrative staff, as well as direct observation of the PAI learning process. The results reveal that students’ learning interest is shaped by both internal and external factors. Internal factors include individual characteristics, intellectual ability, and psychological conditions. Meanwhile, external factors consist of the role of competent teachers, parental support, the availability of facilities and infrastructure, and a supportive learning environment. The implementation of PAI learning involves various methods, such as lectures, storytelling of prophets and pious scholars, question-and-answer activities, the use of social and visual media, assignments, discussions, and role modeling. Factors that enhance learning interest include teacher motivation, family support, a conducive environment, alignment with students’ interests, and the quality of learning materials. The primary obstacle identified is the suboptimal management and scheduling of instructional time.

Justigor Lewisputra Awali Waruwu

Coram Mundo : Jurnal Teologi dan Pendidikan Agama Kristen 2026 Sekolah Tinggi Teologi Injili Arastamar (SETIA) Ngabang

Student character building is an important goal in the education system, particularly in Christian Religious Education (CRE) which emphasizes not only cognitive aspects but also the development of moral and spiritual values. However, various character issues such as low discipline, responsibility, and social awareness remain challenges in the school environment. Therefore, a learning strategy is needed that can integrate Biblical values contextually into the educational process. This study aims to analyze learning strategies based on Matthew 11:28–30 in shaping student character at SMP Negeri 1 Moro’o, West Nias Regency. This study uses a qualitative approach with descriptive methods. Data were collected through observation, in-depth interviews, and documentation involving Christian Religious Education teachers and students. The results of the study indicate that the values contained in Matthew 11:28–30, such as love, humility, gentleness, and peace of mind, can be implemented through contextual learning strategies, teacher role models, and reflective learning. The implementation of these strategies contributes to student character building, especially in improving attitudes of discipline, responsibility, and concern for others. The novelty of this research lies in the development of a learning strategy framework based on theological analysis of Matthew 11:28–30 which is practically integrated into Christian Religious Education learning to shape students' character.

Fasihah Nabilla Lubis; Gina Angelina; Zaifatur Ridha

International Journal of Islamic Educational Research 2026 Asosiasi Riset Ilmu Pendidkan Agama dan Filsafat Indonesia

This study addresses the limited integration of environmental education, Islamic values, and creative learning practices in existing pedagogical models. It proposes an eco-friendly Islamic calligraphy approach as an innovative medium for recycling-based learning that promotes both ecological awareness and spiritual development. The study adopts a Participatory Action Research (PAR) design involving 22 students from diverse educational levels at Sanggar Bimbingan Bintang Sembilan. Data were collected through structured observations, semi-structured interviews, and documentation, and analyzed using an iterative qualitative framework to identify changes in students’ cognitive, affective, and behavioral domains. The findings indicate that students initially exhibited low environmental awareness, minimal engagement, and limited ability to utilize recyclable materials creatively. Following the intervention, there was a substantial increase in active participation, creative output, and conceptual understanding of environmental sustainability. Students also demonstrated observable behavioral shifts, particularly in waste reuse practices and environmental responsibility. In addition, the incorporation of Islamic values reinforced ethical awareness and strengthened students’ sense of stewardship toward the environment. This study contributes to the advancement of interdisciplinary learning by offering a contextual and practice-oriented model that integrates environmental education, religious values, and art-based pedagogy. The proposed approach not only enhances student engagement but also fosters holistic learning outcomes, making it a viable alternative to conventional instructional methods in sustainability education.

Darsinih Darsinih; Enas Enas; Asep Budi Tauhid

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2026 CV. ALIM'SPUBLISHING

This study aims to describe and analyze the implementation of Project-Based Learning (PjBL) in improving elementary school students’ learning achievement in the Education Coordination Area (Korwil) of Rajadesa District, Ciamis Regency. The study employed a qualitative approach using a case study method to obtain an in-depth understanding of the planning, implementation, and evaluation of project-based learning. The research subjects consisted of principals, teachers, students, and school supervisors involved in the learning process. Data were collected through observation, in-depth interviews, and documentation studies. The data were analyzed using the interactive analysis model of Miles and Huberman, including data reduction, data display, and conclusion drawing. Data validity was ensured through source triangulation, technique triangulation, and member checking. The findings revealed that the implementation of PjBL was carried out through three main stages: planning, collaborative implementation, and authentic assessment. PjBL was proven to improve students’ cognitive, affective, and psychomotor learning achievement, as well as enhance critical thinking, communication, collaboration, and creativity skills. The novelty of this study lies in the contextual PjBL implementation model based on local characteristics that integrates collaborative, contextual, and reflective learning aspects into a unified learning cycle.

Laurentius Tinambunan; Sergius Lay; Largus Nadeak; Antonius P Sipahutar; Martina Rosmaulina Marbun +1 more

Coram Mundo : Jurnal Teologi dan Pendidikan Agama Kristen 2026 Sekolah Tinggi Teologi Injili Arastamar (SETIA) Ngabang

This research reconstructs the concept of the ideal human being in Aristotelian philosophy and formulates its implications for contemporary character education. The study is grounded in modern educational challenges that require not only intellectual mastery but also the cultivation of complete character based on virtue. Using library research with a hermeneutic approach, this study critically interprets Aristotle’s key concepts, particularly eudaimonia, phronesis, and virtue ethics, and contextualizes them within current educational needs. Data were collected from relevant primary and secondary literature and analyzed through thematic and conceptual analysis to identify the relationship between Aristotelian ideas and character education. The findings show that the ideal human being, according to Aristotle, is one who achieves eudaimonia through the balanced development of moral and intellectual virtues, guided by phronesis as practical wisdom. Education is therefore understood as a gradual process of character formation through habituation, experience, role modeling, reflection, and ethical deliberation. This study proposes five strategies for Aristotelian character education: virtue habituation, experiential learning, educator role modeling, ethical deliberation, and context-based integral education. The study contributes a virtue-based educational model that emphasizes wisdom, responsibility, virtue, and the realization of the good life within society.

Maslihatul Hasanah; Fitria Nurlita; Ajeng Triwarti

International Journal of Islamic Educational Research 2026 Asosiasi Riset Ilmu Pendidkan Agama dan Filsafat Indonesia

This study aims to explore the implementation of creative learning through pipe cleaner crafts among children of Indonesian migrant workers at Sanggar Bimbingan Kampung Baru, Malaysia. The study adopts a qualitative research approach to gain an in-depth understanding of the learning process and participants’ experiences in a non-formal educational setting. Data were collected through observation, interviews, and documentation involving 26 children aged between 4 and 13 years old. The data were analyzed using the interactive model of Miles, Huberman, and Saldaña, including data reduction, data display, and conclusion drawing. The findings reveal that the implementation of craft-based learning significantly enhances students’ engagement, creativity, and social interaction. The use of pipe cleaner materials encourages active participation and allows children to express their ideas through hands-on activities. In addition, the learning process fosters collaboration among students, contributing to the development of social skills. However, challenges were identified, particularly related to differences in age and levels of understanding among participants.

Fittin Nurhaliza; Putri Damayanti; Mhd. Hatta; Mhd. Daswar; Kasman Kasman

JURNAL EKONOMI BISNIS DAN MANAJEMEN (JISE) 2026 CV. ALIM'SPUBLISHING

The implementation of active learning models such as Problem-Based Learning (PBL) and Project-Based Learning (PjBL) at the junior high school level is often constrained by the complexity of instructional time management. This study aims to examine the role of the principal’s instructional leadership in addressing time management dilemmas in the implementation of active learning at SMP Negeri 6 Panyabungan. A qualitative approach with a descriptive method was employed in this study. Data were collected through non-participant observation and in-depth interviews with key informants, namely the school principal and an Islamic Religious Education (PAI) teacher selected as representatives of field conditions. The findings reveal three main results. First, teachers’ time management constraints are caused by weak control of learning activity transitions, noisy classroom conditions during group division, and low initial student learning readiness. Second, the principal implemented several concrete interventions, including the adoption of block scheduling, clinical supervision focused on classroom management, and the optimization of the Subject Teacher Forum (MGMP) or school learning community. Third, these interventions improved teachers’ instructional efficiency, strengthened classroom activity control, and created a more structured active learning process. However, sustainability challenges remain, particularly resistance from senior teachers who tend to prefer conventional teaching methods. This study concludes that adaptive and solution-oriented instructional leadership is a key factor in addressing the complexity of time management constraints in active learning implementation.

Shifa Aulia Salsabila; Nabila Azzahra; Ahmad Zainuri; Frika Fatimah Zahra

Jurnal Inovasi Pendidikan 2026 Lembaga Pengembangan Kinerja Dosen

This reseach aims to analyze the role of an innovative deep learning-based instructional model in enhancing students’ conceptual understanding, critical thinking skills, and active engagement during classroom learning processes. The rapid development of educational technology currently demands continuous innovation in instructional practices, particularly to improve teacher quality and professionalism in addressing the challenges of the 21st century. To achieve this objective, this research employed a qualitative method with a literature review approach. Data were collected through a systematic review of various national journals, international journals, books, and relevant scholarly sources published within the last ten years. The findings indicate that the implementation of a deep learning-based instructional model can significantly enhance teachers’ creativity in designing instructional strategies, strengthen the effectiveness of the learning process, and improve the quality of teacher-student interaction. Furthermore, this approach encourages teachers to become more adaptive to digital technological advancements and more responsive to the diversity of students’ needs and learning styles. Therefore, the deep learning-based instructional model can serve as a strategic and sustainable solution for improving teachers’ professional practices in the modern education era.

Mohamad Sodikin; Asih Niati

Journal of Economic Empowerment and Community Service 2026 STIE Cendekia Karya Utama

This community service program aimed to improve teachers’ understanding and practical skills in preparing Classroom Action Research (CAR) proposals among senior high school teachers in Semarang City, Indonesia. Classroom Action Research is an essential component of teacher professional development, enabling educators to systematically identify classroom problems, implement pedagogical interventions, and evaluate learning improvement strategies. However, many teachers encounter difficulties in translating classroom challenges into structured research proposals. The program involved 22 teachers from public and private senior high schools in Semarang City and was implemented using a participatory and experiential learning approach integrating theoretical sessions, guided discussion, proposal-writing workshops, and direct mentoring. Training materials covered classroom problem identification, research cycles, proposal structure, formulation of objectives, intervention design, and indicators of success. Program effectiveness was evaluated through direct assessment of participants’ practical outputs. The success indicator was defined as a minimum of 90% of participants being able to prepare an initial classroom action research proposal draft correctly according to the provided guidelines. The results showed that the program successfully achieved its target, with 90.9% of participants able to produce an initial classroom action research proposal draft containing essential proposal components. Participants also demonstrated improved confidence and understanding regarding classroom-based research implementation. This program contributes a practical professional development model integrating research literacy enhancement and hands-on proposal writing practice to strengthen teachers’ reflective teaching and evidence-based instructional improvement capacity.

Bambang Triono; Didit Darmawan

JURNAL ILMIAH TEKNIK INDUSTRI DAN INOVASI 2026 CV. ALIM'SPUBLISHING

This systematic literature study conducts a comparative analysis of Reliability-Centered Maintenance (RCM) and Total Productive Maintenance (TPM) in manufacturing, and proposes an integrated hybrid model. The research concludes that RCM and TPM are fundamentally distinct methodologies: RCM excels in risk-based, analytical management of complex, high-criticality assets, while TPM is superior for achieving broad-based productivity gains and cultural empowerment through total employee involvement. The effectiveness of each approach is contingent upon factors such as asset characteristics, organizational culture, data availability, and level of automation. To leverage their complementary strengths, the study proposes the Synergistic RCM-TPM Hybrid Model (SRTHM). This framework advocates for a sequential implementation where TPM establishes the foundational operational stability, discipline, and data culture, upon which selective RCM analysis is applied to critical assets for precision risk management. The model incorporates explicit feedback mechanisms to create a continuous organizational learning cycle. The study provides a contingency framework for methodology selection and a practical roadmap for integration, offering theoretical and practical guidance for building more resilient and context-appropriate maintenance systems in modern manufacturing.

Santo Dewatmoko; Nadia Rizky Vindiazhari; Zaenal Muttaqien

Jurnal Manajemen Riset Inovasi 2026 Pusat Riset dan Inovasi Nasional

This study examines customer churn prediction in subscription-based telecommunications from a digital marketing perspective using machine learning. The analysis utilizes a secondary dataset of 7,043 customer records that simulate behavioral, contractual, and financial attributes commonly found in telecom services. Three classification algorithms Logistic Regression, Random Forest, and Gradient Boosting are applied to model churn behavior. Data preprocessing includes handling missing values, encoding categorical variables, and splitting data into training and testing sets. Model performance is evaluated using accuracy, recall, and ROC-AUC, with emphasis on recall due to its importance in identifying at-risk customers. The results show that Gradient Boosting achieves the highest overall performance with an ROC-AUC of 0.84, while Logistic Regression provides relatively higher recall. Key drivers of churn include short-term contracts, higher monthly charges, and lower service engagement. However, recall remains moderate, indicating limitations in capturing complex behavioral factors. These findings suggest the need to combine predictive models with behavioral insights and highlight the importance of early customer engagement and long-term retention strategies.