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This research was designed with the aim of examining in depth the motivation in increasing the teaching creativity of tutors at the ASIEQ Educare tutoring institution. This research used qualitative methods with a descriptive research model by describing objects as they are. The research results show that motivation in increasing the teaching creativity of tutors at the ASIEQ Educare tutoring institution can be said to be good. This can be seen from the system created by the institution so that it can bring out the enthusiasm or intrinsic motivation and extrinsic motivation that tutors have in teaching so that the tutor's creativity in teaching also increases. Apart from that, the model used by the ASIEQ Educare tutoring institution in motivating its tutors is to use a human resources model which focuses on providing feedback not only obtained through material but also immaterial things and meaningfulness in teaching as well as supporting motivation which can increase the teaching creativity of tutors in ASIEQ Educare tutoring agency. The strategies used by the ASIEQ Educare tutoring institution include; a) get to know all members of the ASIEQ Educare family well, b) assign tutors according to their respective interests and abilities, c) all members of the ASIEQ Educare family are considered work friends, d) activate regular discussions in order to carry out self-development with each other in the learning process.

Abstract. From the perspective of Micro, Small, and Medium Enterprises (MSMEs), fluctuations in raw material prices are highly concerning as they can significantly impact business stability. While MSMEs may tolerate price fluctuations to some extent, from an industrial engineering perspective, such a passive approach contradicts the principles of continuous improvement. This study seeks to predict the price of large red chili peppers using five regression models implemented through Orange Data Mining: Linear Regression, Support Vector Machine, Decision Tree, k-Nearest Neighbors (kNN), and Gradient Boosting. Due to the limited availability of daily data, particularly within a daily timeframe, the study utilized weekly data spanning three years. The results of the Test and Score evaluation shows Gradient Boosting as the best-performing model, achieving a Mean Absolute Percentage Error (MAPE) of 0.7%. However, the MAPE for predictions in January 2025 increased to 15.8%. This error is expected to decrease as more weekly data becomes available to mitigate the inaccuracies inherent in this model. Keywords: prediction, red chilli, regression, supervised learning , orange data mining. Abstrak. Dalam perspektif UMKM, fluktuasi harga bahan baku adalah suatu hal yang paling ditakuti karena berakibat pada ketahanan usaha yang menjadi tidak menentu. Pada suatu kondisi, fluktuasi harga dapat diterima para UMKM, namun dalam perspektif teknik industri, sikap UMKM tersebut tidak sesuai prinsip continuous improvement. Penelitian ini mencoba untuk memprediksi harga cabai merah besar dengan menggunakan 5 model regresi dibantu Orange Data Mining. Yaitu Linear Regression, Support Vector Machine, Tree, kNN, Gradient Boosting. Data yang diperlukan sebagian besar tidak tersedia, khususnya dalam kerangka waktu harian sehingga penelitian ini menggunakan data mingguan selama 3 tahun. Hasil Test and Score menunjukkan model Gradient Boost terpilih menjadi model terbaik dengan tingkat MAPE 0.7% namun MAPE pada tahap Prediction di bulan Januari 2025 menjadi 15.8%. Error tersebut akan berkurang ketika data mingguan sudah cukup banyak untuk menambal kesalahan yang dihasilkan model ini Kata kunci: prediksi, cabai merah, regression, supervised learning , orange data mining.

The Professional Strengthening Program for Teachers (P2K) implemented at SD Muhammadiyah 2 Maros aims to improve students' teaching skills through a practical approach. This classroom action research (CAR) focuses on the application of the STAD (Student Teams Achievement Divisions) cooperative learning model to improve the early reading skills of grade I students. The learning process is carried out in two cycles that include planning, implementing actions, observation, and reflection. The results of the study indicate that the use of letter card media is effective in increasing active student participation, learning interest, and student learning outcomes, as indicated by an increase in the average score from the first cycle to the second cycle. This study emphasizes the importance of innovation in learning strategies, especially through the use of simple interactive media, to overcome the challenges of student heterogeneity at the elementary school level.

The development of competent human resources (HR) is a top priority for improving the quality of life in society. In education, teachers' ability to enhance their skills is key to successful learning. However, many teachers struggle to adapt teaching methods to the demands of the digital era, especially in utilizing Artificial Intelligence (AI) technology. AI offers innovative solutions such as personalized learning and adaptive platforms that enhance the effectiveness of teaching and learning processes. This study examines the implementation of AI-based learning models and teacher training programs in Muhammadiyah schools in Semarang. Using the Training of Trainer (ToT) approach, the program equips teachers with skills such as using adaptive learning tools and AI-based evaluation systems. The study employs a mixed-methods approach involving practical training and result evaluation. The findings reveal improved digital literacy and confidence among teachers in using AI for interactive learning. In conclusion, AI has great potential to transform education, but its success depends on comprehensive, ethical, and sustainable strategies. The ToT program serves as a strategic step to empower teachers to face educational challenges in the digital era.

The following article has the following objectives: (1) to understand the meaning of role playing (2) the purpose of implementing role playing (3) the function and provisions in implementing the role playing model for elementary school students (4) the advantages and disadvantages of using role playing. In implementing role playing, there are quite good benefits for training and increasing creativity and understanding students' learning and mathematical concepts, especially at the elementary level. At that age, a strong understanding is needed because they are not yet able to think abstractly. Therefore, a method is needed that emphasizes the concept so that it is easier for students to learn mathematics. It is also necessary to make more efforts to emphasize understanding the concept so that students have a good enough basis for thinking to achieve other cognitive abilities.

This research aimed to examine the effect of the CERDAS learning model on student learning outcomes. The research employed a quasi-experimental method with a non-equivalent prest-posttest control group design. The sample consisted of students from class X Merdeka 3, serving as the experimental group, and class X Merdeka 1 as the control group. Both from SMA Negeri 7 Prasetya Gorontalo. These classes were selected using purposive sampling. The research instrument was an objective test. The results revealed a significant difference in the average scores between the experimental and control classes. Specifically, the average student learning outcome in the experimental group was 79,77, while in the control group, it was 67,27. Hypothesis testing using the t-tes yielded tcount value > ttable, indicated the tcount (2,99) was greater than the ttable value (2,01), which led to the rejection of H0 and confirmation of H1, Confirming that the CERDAS learning model had a significant effect on student learning outcomes. Additionally, the N-Gain test showed a moderate effect (0,68), indicating that the CERDAS learning model is fairly effective in improving student learning outcomes.

Courseware is an effective and important teaching and learning model, and it is at the core of the process of creating e-learning. The objective of this paper is to show effect of quality courseware on effective e-learning. A quantitative research approach by questionnaire has been utilized. A total 90 participants have been surveyed with the use of the questionnaire. This study shows that quality courseware was the most significant positive factor and more import e learning success.

This study aims to construct elementary school students understanding of the eclipse phenomenon through the integration of science and local wisdom. This case study explores the use of the Bancakan Gerhono tradition as a learning method to improve students conceptual understanding of the eclipse, as well as how this approach can strengthen culture based learning. This study uses a qualitative approach with a case study method. The subjects of the study consisted of 6th grade elementary school students and science teachers at SDN Boja 01. Data validity techniques were carried out through triangulation of sources, methods, researchers, and theories. Data were analyzed using an interactive model from Miles, Huberman, and Saldana (2014) which includes the stages of data reduction, data presentation, and drawing conclusions/verification. The results of the study showed that the integration of the Bancakan Gerhono tradition in science learning significantly improved students understanding of eclipses. Students were able to relate scientific concepts to their cultural context, making learning more meaningful and relevant. The acceptance of the integration of local wisdom in learning was very positive, both from students and teachers. This approach was also proven to be effective in increasing student engagement and strengthening their conceptual understanding. The implications of this study emphasize the importance of integrating local wisdom into the science curriculum to create holistic and contextual learning. this study also recommends further development regarding the application of local tradition sin various disciplines in elementary school.

The holistic learning model in the Muhammadiyah subject at SMK Muhammadiyah Ngawen was developed to answer the challenges of education that tends to prioritize cognitive aspects without paying attention to the integration of spiritual, emotional, and social values. This study uses a literature study method with a qualitative approach to analyze the concept, stages, and implementation of the holistic learning model. The results of the study indicate that this model is able to integrate cognitive, affective, and psychomotor dimensions through contextual, experiential, and reflective approaches that are relevant to students' needs. The learning stages include self-understanding, relationship development, contextual learning, direct experience, reflection, implementation, and continuous development. This model also emphasizes collaboration with the Muhammadiyah community, utilization of technology, and strengthening the role of teachers as learning facilitators. Through a holistic approach, students not only understand Muhammadiyah values ​​theoretically but are also able to apply them in everyday life, form an Islamic character with integrity, and become agents of positive change in society. This study makes an important contribution to the development of holistic education in Islamic-based schools.  

This research aims to identify and evaluate learning strategies at SDN Cibanjaran. Using a descriptive qualitative approach, the study relied on in-depth interviews, observations and group discussions to explore criticisms and suggestions for learning methods. The findings show that effective learning strategies involve a differentiated approach, where materials and methods are tailored to students’ individual needs. Problem-based learning (PBL) and project-based learning (PJBL) models are considered to increase student relevance and motivation. However, the different characteristics of today’s students compared to those of the past pose new challenges, especially in the application of discipline, which must now be more humane. In addition, adjusting to the Merdeka Curriculum is crucial, where teachers are encouraged to continue learning through platforms such as PMM. This study concludes that learning strategies need to adapt to changing times, environments and student needs to create a meaningful learning process. The implications of this study emphasize the importance of inclusive and dynamic learning, and the role of teachers as innovative facilitators.  

Fraud in digital transactions has become a serious issue threatening the security and integrity of the fintech and e-commerce sectors. To address this problem, machine learning technology has emerged as an effective solution for automatically detecting anomalies and fraudulent transactions. This study aims to analyze the application of machine learning algorithms, specifically Support Vector Machine (SVM), Random Forest, and Ensemble Learning, in detecting fraud in digital transactions. The research adopts a quantitative approach with experimentation, testing the effectiveness of the three algorithms using a digital transaction dataset consisting of both fraudulent and non-fraudulent transactions. The results show that the Random Forest algorithm performs the best in terms of accuracy and recall, followed by Ensemble Learning, which enhances fraud detection performance by combining multiple prediction models. Meanwhile, SVM demonstrates satisfactory performance but is prone to overfitting issues when handling large and complex datasets. The study also finds that the problem of imbalanced data can affect model accuracy, and data balancing techniques such as oversampling are required to improve fraud detection performance. Overall, the findings suggest that machine learning, particularly Random Forest and Ensemble Learning algorithms, can be relied upon to improve fraud detection in digital transactions. However, challenges such as model interpretability and the need for periodic algorithm updates still need to be addressed to enhance the effectiveness of fraud prevention systems in countering the ever-evolving nature of fraud.

Learning evaluation is an important part of the education process. In the context of Islamic Religious Education (PAI), evaluation is not only centered on the knowledge aspect, but also assesses the development of students' religious character. This study aims to examine the influence of learning evaluation on student learning outcomes at SMP Muhammadiyah 4 Surakarta, and to describe the learning strategies applied by educators in an effort to improve these results. This study uses a descriptive qualitative approach with data collection through interviews, observations, and documentation. The results of the study revealed that learning evaluation was carried out in various forms, such as daily assignments, mid-semester tests (PTS), and end-of-semester assessments (PAS). The strategies applied by teachers include providing role models, giving rewards, delivering moral messages, sharing inspiring experiences, and developing honest and polite behavior. Structured and integrated evaluation with this learning strategy has a meaningful impact on student learning outcomes, both in academic aspects and character development.

This research aims to develop audiovisual teaching materials based on Contextual Teaching and Learning (CTL) on Short Story Materials at SMA Negeri 14 Medan. The population of this study is class XI at SMA Negeri 14 Medan with a sample of 34 students. This research is a Research and Development (RnD) using the Borg and Gall model with stages 1) Potential and problems, 2) Data collection, 3) Product design, 4) Design validation, 5) Design revision, 6) Product trial, 7) Product revision, 8) Usage trial. After being carried out step by step, the validity test of the media of material experts is as many as 81% and media experts as many as 97% with the percentage results strongly agreeing to be used in the field (very feasible). Meanwhile, the assessment from students was 86.64% and Indonesian teachers were 96 with the category of suitable for use in the field.  This research produces teaching materials in the form of audiovisual (audio and video) based on Contextual Teaching and Learning on short story materials.

This study aims to analyze teachers' strategies in instilling character education values in elementary school students based on various studies and references. Character education serves as a crucial foundation in shaping students' morals and attitudes, particularly at the elementary education level. Various studies reveal that the strategies implemented include role modeling, integrating character values into the learning process, case discussion methods, and reinforcement through constructive rewards or disciplinary actions. Furthermore, collaboration between teachers, parents, and the school environment significantly supports the success of character education implementation. This study provides insights that the success of character education requires a holistic approach involving all stakeholders to create a conducive learning ecosystem for students' character development.

This study aims to determine the application of Differentiated-Based Learning (DBL) learning model in improving students' creativity at IT Darussalam Elementary School. DBL is a learning approach that adapts the learning process to the needs, interests and ability levels of each student. This research uses a qualitative approach method with a combination of interviews and direct observation, interviews were conducted with the principal. The results showed that the application of Differentiated-Based Learning (DBL) model can improve students' creativity. Suggestions for the development of the Differentiated-Based Learning model can conduct teacher training, improve learning facilities and infrastructure. SD IT Darussalam is on the right track in developing a learning model that suits the needs of students. To face the challenges, strategic steps such as supervision, collaboration, innovation and the use of technology show the school's commitment to providing quality learning. With continuous support, learning models such as DBL or PBL can be applied more effectively, providing a positive impact on student development, both academically and non-academically

This project involves the development of audiovisual learning media using the Geogebra Classic program, which specifically focuses on building materials for Class V at SDN 105380. This study is based on the inadequate use of technology by educators, especially in the application of learning media for teaching mathematics. To improve the teaching of mathematics using building materials, audiovisual learning media using the Geogebra Classic 5 program was created to diversify math learning resources and increase student engagement in math classes. This study uses ADDIE paradigm. This Model represents analysis, design, development, implementation, and evaluation. This study involved a cohort of 32 students from Class V SDN 105380. This research instrument uses questionnaires that include validation questionnaires for two experts, instructor effectiveness questionnaires, and student effectiveness questionnaires. The findings of this study indicate the creation of appropriate resources for the learning process, achieving an average value of 80% in the very feasible category according to the material validator, and a value of 88% in the very feasible category according to the media validator. The efficacy of Learning media resulted in scores of 93% for teacher responses and 87% for student responses, indicating that the criteria for Learning media are very successful. Based on these results, it can be concluded that the audio-visual learning media assisted by the geogebra application has been declared very feasible and effective.

Prayer which is a medium of worship between a servant and the Creator should be interpreted more deeply. Special attention is needed to understand the meaning of prayer readings when carrying it out. A person will be more solemn when performing prayers if they know what the meaning is that they are always reading. This study aims to describe the purpose and learning model of translating prayers and dhikr prayer readings at SD Islam Khoiru Ummah Malang. This study uses a qualitative approach with a case study type of research. The data collection techniques used are observation, in-depth interviews with research subjects, and documentation. The data obtained was then analyzed using three techniques, namely pattern matching, making explanations and time series analysis (Yin, 2009). The results obtained are, first, the purpose of learning to translate dhikr and prayer readings at SD Islam Khoiru Ummah is so that students are not only able to memorize prayer readings, but also understand the meaning contained in this noble prayer practice. Second, the learning model used is a conventional model with a teacher-centered approach and expository strategy. Teachers become learning centers with lecture and drill methods to ensure that the material is absorbed in students' memories.

Students critical thinking skills cannot develop appropriately if in the learning process, the teacher is not active. Therefore, to improve students' critical thinking skills, a teacher should choose and use strategies, approaches, and methods techniques that involve students actively in learning, both in manner mental, physical, and social. One alternative learning that provides opportunities for students to develop students' critical thinking skills in problem solving is problem-based learning. This research was a research study literature examining related journal application of problem-based learning to improve critical thinking skills. The findings of this study included: (1) the implementation of PBL has the potential to help students motivate and provide learning experiences; and (2) PBL implementation is very useful in improving students' critical thinking skills, provided that teachers and students can apply each stage of PBL well.

Students critical thinking skills cannot develop appropriately if in the learning process, the teacher is not active. Therefore, to improve students' critical thinking skills, a teacher should choose and use strategies, approaches, and methods techniques that involve students actively in learning, both in manner mental, physical, and social. One alternative learning that provides opportunities for students to develop students' critical thinking skills in problem solving is problem-based learning. This research was a research study literature examining related journal application of problem-based learning to improve critical thinking skills. The findings of this study included: (1) the implementation of PBL has the potential to help students motivate and provide learning experiences; and (2) PBL implementation is very useful in improving students' critical thinking skills, provided that teachers and students can apply each stage of PBL well.

The rapid development of digital technology demands character education as well as ethical guidelines for interacting in social media, especially social media manners in Islamic views at Berkah Integrated MTs Palangkaraya. This study aims to assess the validity of teaching modules on adab social media in the view of Islam for class VIII students of MTs Terpadu Berkah. The research method used is Research and Development (R&D) with the ADDIE model at the analysis and design stages. Validation was carried out by four experts, namely 2 material experts, and 2 design experts. The assessment included six aspects: content suitability, alignment with the curriculum, relevance to students, language, layout and design, and learning evaluation. Data were analyzed using a Likert scale to calculate the percentage of validity. The results showed that the teaching module had an average validity of 80%, which included the valid category. This shows that the module is feasible to use in learning. However, there are some minor revisions that need to be made, such as improving visual design, images, fonts, and simplifying language, and adding learning activities that are more interactive and fun. In conclusion, this teaching module can be used as a teacher's guide in learning that helps students understand and apply social media manners in accordance with Islamic values. Additional revisions from validators are expected to increase the effectiveness of the teaching module for students