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Ushwa Dwi Masrurah Arifin Bando; Irwansyah Suwahyu

Jurnal Pengabdian Sosial 2025 Lembaga Pengembangan Kinerja Dosen

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

Hamza, Ali; Hussain, Wahid; Iftikhar, Hassan; Ahmad, Aziz; Shamim, Alamgir Md

Journal of Computing Theories and Applications 2025 Universitas Dian Nuswantoro

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

Selviana Elisabeth Hoar; Yuventius Tamelab; Yanuarius Bria Seran; Damian Puling

RISOMA : Jurnal Riset Sosial Humaniora dan Pendidikan 2025 Asosiasi Ilmuwan Pendidikan, Sosial, dan Humaniora Indonesia

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

Andar Gunawan Pasaribu; Poibe A. Lumbantoruan; Teguh S. Manik

jurnal Riset Rumpun Agama dan Filsafat 2025 Pusat Riset dan Inovasi Nasional

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

Angelina Dina Lestari; Ernita Vika Aulia; Muhamad Arif Mahdiannur

Algoritma : Jurnal Matematika, Ilmu pengetahuan Alam, Kebumian dan Angkasa 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

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

Mega Intan Tambunan; Herdiana Boru Hombing; Enda Dwi; Megawati Manullang; Bernhardt Siburian

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

This study aims to determine Jesus' evangelistic mission based on Matthew 9:35–38 and its implementation for students of the Theology Study Program of IAKN Tarutung. The research method in writing this scientific paper is a combination of qualitative and quantitative methods. For the qualitative method using a library research approach while the quantitative method with 10 informants of the Theology Study Program of IAKN Tarutung. In this study will be explored the mission of Jesus' evangelism based on Matthew 9:35–38 and its implementation for students of the Theology Study Program of IAKN Tarutung. The results of the study of the exegesis of Matthew 9:35–38 Jesus' evangelistic mission is to travel, teach, preach the Gospel, heal the sick, Jesus' compassion. From this study also shows that students have understood the essence of Jesus' evangelistic mission theologically. This is influenced by the learning of the Contemporary Missiology course which reveals the basic principles of the mission based on the Gospel of Matthew. However, implementation in the field is still very limited. As many as 70% of the data obtained in this study indicate that students have not yet pursued mission as a calling, but rather as an academic task. Challenges faced in carrying out mission for students of the Theology Study Program at IAKN Tarutung include a lack of self-confidence, an inapplicable curriculum, and low spiritual awareness. This study emphasizes that theological understanding needs to be supported by a curriculum system, spiritual formation, and a contextual service community so that students are able to live out the mission of evangelism comprehensively as exemplified by Jesus Christ.

Fadilla Lestari

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

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

Ajeng Dara Anindya; Fidella Alexandra Purba

Jurnal Ilmu Pendidikan 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to describe the role of digital media in the dynamics of teaching and learning interactions in educational environments. The development of information and communication technology has brought about significant changes in the learning system, where digital media has now become an integral part of teaching and learning activities. The research method used was descriptive qualitative, with data collected through journals and books related to digital-based learning. The results indicate that digital media plays a significant role in increasing the effectiveness and flexibility of the learning process. Digital media helps teachers deliver material more engagingly, facilitates two-way communication between teachers and students, and supports faster and more efficient learning evaluation. However, the use of digital media also creates new dynamics, such as reduced direct social interaction and the emergence of challenges in maintaining student learning motivation. The effectiveness of digital learning is greatly influenced by teachers' digital literacy readiness, student discipline, and the support of school infrastructure and policies.

Chairul Huda; Muhammad Zaki

Sevaka : Hasil Kegiatan Layanan Masyarakat 2025 STIKES Columbia Asia Medan

Digital transformation in the modern era has significantly influenced various aspects of life, including education. Today's university students, as digital natives, have a strong tendency to access information and learn through social media platforms such as Instagram and YouTube. This opens up great opportunities to develop more adaptive, contextual, and relevant learning strategies, particularly in Islamic Religious Education (PAI), which is often perceived as traditional and monotonous. This community service project aims to transform PAI learning methods through the integration of social media to enhance student engagement and learning motivation. The implementation method includes five stages: socialization, training and workshops, content production mentoring, instructional implementation, and evaluation and reflection. The results show that the use of YouTube and Instagram as learning media effectively increases student engagement scores (average 3.75) and learning motivation (average 3.80), with YouTube contributing the most by providing long-form, flexible educational content. Instagram complements this by delivering moral messages in a quick and visually appealing format. Beyond improving learning effectiveness, this initiative also promotes Islamic digital literacy and empowers students as content creators for moderate and educational Islamic messages. In conclusion, the strategic integration of social media in PAI learning is a proven innovative approach that should be widely adopted in higher education environments.

Syapi’i Syapi’i; Aris Sunarya; Sri Kamariyah

Jurnal Riset Ilmu Hukum, Sosial dan Politik 2025 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This research intends to examine the application of the Child-Friendly School (CFS) policy in Sidoarjo Regency, concentrating on its effects on educational quality, changes in school culture, and the efficiency of collaborative governance among involved parties. The research is based on the necessity to enhance secure, inclusive, and child-focused learning settings that align with the regional government’s dedication to transforming public education services. A qualitative case study method was employed, which included informants from the Education and Culture Office, school leaders, educators, and participants from child advocacy groups. The results indicate that the CFS policy in Sidoarjo has effectively improved student engagement, teacher awareness of humanistic methods, and collaboration among institutions to foster a positive learning environment. The implementation of the policy illustrates a transition in school culture from an emphasis on instruction to a compassionate learning environment. Additionally, digital advancements and data-based reporting systems have enhanced transparency and accountability. In summary, Sidoarjo’s CFS policy demonstrates an effective implementation of public value management and collaborative governance principles within education policy. The research suggests improving teacher abilities, reinforcing assessment systems, and increasing inter-sector cooperation to guarantee the program's sustainability

Tri Eka Cahyana; Aris Sunarya; Sri Kamariyah

RISOMA : Jurnal Riset Sosial Humaniora dan Pendidikan 2025 Asosiasi Ilmuwan Pendidikan, Sosial, dan Humaniora Indonesia

The Child Friendly School policy is an important instrument in protecting children's rights and preventing violence in educational environments. This research aims to evaluate the implementation of the Child Friendly School policy at SD Negeri Kandangan, Krembung District, Sidoarjo Regency using William Dunn's policy evaluation approach. This research uses qualitative methods with a descriptive approach. Data collection techniques were carried out through in-depth interviews, participatory observation, and documentation studies. Research informants were selected using purposive sampling techniques consisting of school principals, teachers, school committees, and students. Data analysis techniques use the Miles and Huberman model which includes data reduction, data presentation, and drawing conclusions. The research results show that the evaluation of policy effectiveness achieves a fairly good level of success in creating a safe and comfortable learning environment, although there are still some teachers who use conventional disciplinary methods. The efficiency evaluation shows that schools optimize limited resources through community participation and village government support. The adequacy evaluation identifies the need for improved facilities such as prayer rooms and special rooms for students with special needs. The equity evaluation shows the school's commitment to providing inclusive educational services without discrimination. The responsiveness evaluation shows high stakeholder satisfaction with child-friendly school programs. The accuracy evaluation confirms that this policy is appropriate for inclusive schools that have students with special needs. This research contributes to the development of educational policy evaluation with a focus on child protection in inclusive schools.  

Amelia, Rizky; Salman, Putriana; Utami, Nadia Puteri

International Journal of Education and Literature 2025 Lembaga Pengembangan Kinerja Dosen

Challenges faced by accounting students in producing accurate financial statements aligned with international standards, notably due to limited English proficiency. Therefore, this study examines the influence of accounting English vocabulary mastery and accounting concept comprehension on students ability in preparing financial statements in English. This study employed a quantitative method with a survey approach and multiple linear regession analysis. The research subjects are 81 accounting department students at Politeknik Negeri Banjarmasin taken with purposive sampling. Data was collected using a questionnaire and a performance task to measure vocabulary mastery, conceptual understanding, and the ability to prepare financial statements. The findings show that accounting English vocabulary mastery has a significant positive effect on students’ ability to prepare financial statements in English, while comprehension of accounting concepts does not show a significant individual effect. The adjusted R-squared value of 0.627 indicates that both variables together explain 62.7% of the variance in students’ ability. These findings emphasize that technical vocabulary mastery is a dominant factor enabling students to apply conceptual knowledge effectively in English-based financial reporting. It also highlights the importance of English for Specific Purposes (ESP) strategies in accounting education and suggests integrating vocabulary-focused learning methods to enhance students’ readiness for global accounting practices.

Silvi Nur Dina; Muhammad Suwignyo Prayogo; Siti Aisyah Putri Andiyani; Isna Maulida

Algoritma : Jurnal Matematika, Ilmu pengetahuan Alam, Kebumian dan Angkasa 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

This study aims to assess the effectiveness of the Discovery Learning model that utilizes the surrounding environment in improving the learning outcomes of Biology Science on plant material and its functions in grade 3 students of MI Al Barokah Jember. This approach refers to David A. Kolb's experiential learning theory and Jean Piaget and Lev Vygotsky's constructivism theory, which emphasizes the importance of active student involvement through real-life experiences and social interactions. This study uses a Classroom Action Research (CAR) model with four stages: planning, implementation, observation, and reflection. The research subjects were 24 students, with data obtained through observation, learning outcome tests (pre-test and post-test), and reflective interviews. Data analysis was carried out using quantitative and qualitative descriptive methods. The results showed a significant increase in students' conceptual understanding, with an average pre-test score of 60 increasing to 82 in the post-test, and 83% of students showed improved learning outcomes. Student activity also increased, with more students actively involved in observations, discussions, and presentations. As many as 80–85% of students were able to explain the functions of plant parts based on direct observation. Students responded positively to this lesson, but there were limitations in the variety of plants and the timeframe. It is recommended to reinforce initial understanding with visual aids and allow more time for group discussions.

E. Komarudin; Siti Qomariyah; Hasbulah Karim Alfauzi; Muhamad Atep Saepul Rahman

Jurnal Pendidikan Dirgantara 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

The moral crisis and low religious understanding among the younger generation pose serious challenges in shaping students' character in accordance with Islamic teachings. This phenomenon is increasingly exacerbated by the rapid flow of globalization and technological developments that are not always in line with the principles of Islamic law. In this context, the existence of Madrasah Diniyah (Islamic Madrasah) is a strategic solution to equip students with a deep understanding of religion while simultaneously forming a strong Islamic personality (syakhsiyah Islamiyyah). This study aims to determine the role of Madrasah Diniyah in improving mastery of Islamic religious knowledge and shaping Islamic character in students. The study used a descriptive qualitative approach with the aim of systematically describing the learning process and its impact on student development. Data were collected through observation, in-depth interviews with teachers and students, and analysis of learning documents. The results show that Madrasah Diniyah plays a significant role in improving mastery of Islamic religious knowledge through structured learning that includes the Qur'an, aqidah, fiqh, and morals. This material not only broadens students' religious knowledge but also instills the values of faith, worship, and noble morals that serve as the foundation for daily behavior. This success is supported by teachers who possess strong scientific and pedagogical competence, varied learning methods, and harmonious relationships between teachers, students, and parents. Furthermore, a conducive madrasah environment helps strengthen the internalization of Islamic values. Thus, Madrasah Diniyah serves as a vital partner in the Islamic education system, particularly in instilling an Islamic personality from an early age, thus fortifying the younger generation against the negative influences of globalization and shaping a generation of faith, knowledge, and noble morals.

Zelia Maria da Costa; Magno Ximenes, Salvador

International Journal of Multilingual Education and Applied Linguistics 2025 Asosiasi Periset Bahasa Sastra Indonesia

This qualitative case study examines how the Communicative Language Teaching (CLT) approach can be adapted to general English classes in a higher education institution in Timor-Leste to answer the long-standing question of how students can acquire speaking proficiency in a multilingual learning environment. The paper brings into focus the incorporation of CLT into classroom activities with special emphasis on the application of role play, pair work, seminars, simulations, and task-based learning as means of promoting interactive and communicative competence. A descriptive qualitative case study design was used to develop in-depth knowledge of contextual teaching and learning experiences, the perspectives of the participants, and naturally occurring practices in the institutional setting. Semi-structured interviews, classroom observations, and document analysis were the data-gathering methods. Purposive sampling was used to select the two lecturers and seven students directly involved in teaching general English. Thematic analysis was used to analyse the data, which made it possible to identify repeated themes and patterns that revealed both opportunities and difficulties in implementing CLT in context. The results of the study indicate that, despite the adaptation of the CTL approach in teaching practices, its implementation is often sporadic due to concerns about English proficiency, teacher training, and flexibility in using local and official languages during instruction. The research demonstrates the necessity of adapting CLT methods to the local education environment and arranging long-term professional development for lecturers. This study helps us understand how context-sensitive CLT approaches can lead to improved results in teaching and learning English in Timor-Leste. The interactive approach and the systematic teacher model could significantly improve students' communicative competence.

Lisdayanti Tinambunan; Selvia Selvia; Delon Josephine Efrata; Vanesa Seftilavika; Elma Purwantie +1 more

Damai : Jurnal Pendidikan Agama Kristen dan Filsafat 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

Learning strategies are both a systematic approach and an art for managing the learning process so that learning objectives can be achieved effectively and efficiently. As a method, learning strategies are designed based on specific principles and rules derived from learning theory and educational research. This makes learning strategies a distinct field of knowledge that can be studied, developed, and applied scientifically. As an art, learning strategies demonstrate an educator's ability to creatively and flexibly utilize various learning resources, methods, and media according to student characteristics and the learning environment. A teacher who possesses sensitivity and intuition in managing learning can create a pleasant atmosphere and motivate students to be active and independent in their learning. Without a clear and directed strategy, the learning process tends to be haphazard, unfocused, and difficult to achieve. Therefore, planning and implementing appropriate learning strategies are crucial factors in the success of the educational process, as they determine the extent to which teaching and learning activities can proceed optimally and produce meaningful learning outcomes for students.  

Mhd Fiqri Aditya; Ellisa Fitri Tanjung

Jurnal Pelayanan dan Pengabdian Masyarakat Indonesia (JPPMI) 2025 Sekolah Tinggi Ilmu Administrasi Yappi Makassar

This research aims to evaluate how the optimization of the private learning system contributes to improving the understanding of Islamic values among students and the community in Peria-ria Village, Biru-Biru District, Deli Serdang Regency. Using a qualitative descriptive approach, this study explores how private learning methods are implemented in Islamic Religious Education (PAI) and how they impact learners’ comprehension, character development, and social awareness. Data were collected through direct observation, in-depth interviews with teachers, community leaders, and students, as well as documentation during the 2025 Independent Community Service (KKN Mandiri) program conducted by Universitas Muhammadiyah Sumatera Utara. The findings show that private learning based on Islamic values effectively enhances students’ understanding of akidah, ibadah, and akhlaq in a more interactive and contextual way. The learning process encourages not only religious knowledge but also positive behavioral change, responsibility, and social solidarity within the community. Although this model requires consistent mentoring, it provides valuable insights for developing more adaptive and sustainable Islamic education strategies at the community level.

Rezky Yudha Septian; Nadhira Ayu Putri Sikumbang; Nur Nazwa

Jurnal Pelayanan dan Pengabdian Masyarakat Indonesia (JPPMI) 2025 Sekolah Tinggi Ilmu Administrasi Yappi Makassar

Education serves as an institutional mechanism that can accelerate the development of a nation's character. Factors influencing the decline of the Indonesian nation are the result of mental and moral decline, which occurs in both the older and younger generations, including within the government and among the wider community. These factors have resulted in the Indonesian nation experiencing setbacks in various positions in the world. To overcome this problem, the Indonesian nation needs to develop and build a life by instilling positive values ​​​​to develop good character and be able to compete with other countries in the era of globalization. Character education offers a great opportunity to implement the process of fostering and developing human beings, with education based on noble morals, namely Islamic education that integrates faith, sharia, and morals in a learning system that is based on Islamic morals and influences self-improvement. One of the advantages of Al-Islam for humanity is the creation of a comprehensive and consistent method for developing mentality, producing generations, building society and culture, and upholding the principles of glory and civilization. Child educators must continue to seek more effective methods, seeking informative educational rules in preparing children mentally and morally, scientifically, spiritually, and socially, so that children can reach perfect maturity.

Rahma Widiantie; Ina Setiawati; Ilah Nurlaelah; Lela Lela

ARDHI : Jurnal Pengabdian Dalam Negri 2025 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

The implementation of Biology learning in senior high schools still faces various challenges, particularly the limitations of laboratory facilities and the low level of students’ science process skills(KPS). KPS  is an essential ability that supports conceptual understanding and critical thinking development through practical activities. This community service program aimed to improve students’ basic laboratory skills and KPS through hands-on training. The program was conducted at the Biology Education Laboratory of the Faculty of Teacher Training and Education, Kuningan University, involving students from SMAN 1 Ciwaru. The methods included socialization, laboratory equipment training, preparation of practical materials, animal dissection training, application of virtual laboratory technology, and mentoring and evaluation sessions. The results showed a significant improvement in students’ abilities to use laboratory tools, prepare materials, and perform experiments according to scientific procedures. Before the training, only 32% of students were able to use laboratory equipment correctly, while after the training, this increased to 84%. The average scores for observation, measurement, data interpretation, and scientific communication also improved significantly. Furthermore, a satisfaction survey revealed an average score of 4.6 out of 5, with 92% of participants stating that the activity was very beneficial. This program proved effective in enhancing students’ basic laboratory and science process skills, providing meaningful, applicable, and sustainable science learning experiences. Keywords: : training, basic skills, laboratory, science process skills, biology.  

Aprina Manggarai; Lailany Yahya; Agusyarif Rezka Nuha

Bilangan : Jurnal Ilmiah Matematika, Kebumian dan Angkasa 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

Academic planning is one form of planning the teaching and learning process in state universities, aimed at achieving educational goals based on the standards set. One important aspect of academic planning is forecasting the number of new students. This study compares two forecasting methods, Fuzzy Time Series (FTS) and Autoregressive Integrated Moving Average (ARIMA), in predicting the number of new students in the Statistics Study Program at Universitas Negeri Gorontalo. Forecasting the number of new students is crucial for determining various policies, such as resource allocation and providing adequate facilities. The results of the study show that the ARIMA method produces more accurate predictions with a Mean Absolute Percentage Error (MAPE) of 0.35%, which is lower than the FTS method. This indicates that ARIMA is more effective in predicting the number of new students in the Statistics Study Program at Universitas Negeri Gorontalo and can serve as a reference to improve academic planning quality in higher education institutions.