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Cloud job-length prediction remains challenging when the target distribution is highly skewed and contains rare extreme values. This study proposes a log-transformed, regime-based machine learning framework for robust prediction of cloud job length, represented in million instructions (MI). The approach integrates sequential feature engineering, logarithmic target transformation, weighted learning, and regime-aware modeling to distinguish between normal and extreme job-length behavior. Using an ordered GoCJ-derived cloud job-length sequence of 1000 jobs, the dataset exhibits a heavy-tailed distribution, with a mean of 129,662 MI, a median of 93,000 MI, a 95th percentile of 525,000 MI, a 99th percentile of 900,000 MI, and a skewness of 3.695. The proposed model is evaluated against sequential baselines and stronger machine learning baselines, including Naive_Last, RollingMean_5, Global_Log_ExtraTrees, RandomForest, GradientBoosting, and MLP_Log. On the main test split, the proposed Regime_Log_ExtraTrees achieved the best RMSE of 206,255.66 and the least negative R² of −0.01062, while Global_Log_ExtraTrees remained competitive in terms of MAE, MedAE, and RMSLE. Additional walk-forward validation confirms that the regime-aware model consistently achieves the best mean RMSE and mean R² across temporal folds. Ablation results further show that regime-aware learning is the primary contributor to robustness, although accurate prediction of extreme jobs remains challenging. These findings indicate that log-transformed, regime-based learning provides a practical and more robust strategy for cloud job-length prediction under heavy-tailed workload conditions.

The importance of education as a foundation for developing an intelligent and qualified generation, with an emphasis on Islamic religious education as a tool for shaping students' character and morals. Islamic religious education, particularly in the study of faith and morals, emphasizes ethical values ​​such as caring and honesty. With the challenges in education becoming increasingly complex, one example is that many educators are unable to utilize learning media in today's advanced technology. One proposed solution is the use of the digital platform Kahoot, which has been proven to attract student interest in learning faith and morals, overcoming the boredom often encountered with traditional methods, such as lectures. It is emphasized that schools need adequate facilities and strategies for using gadgets to enhance students' learning experiences.The quantitative method used in this study is a pre-experimental study. In this study, the researcher used the one-group pretest and posttest design model. Based on the research results, there was a pretest score with a mean of 93.46, a median of 95, and a mode of 95. The posttest score had a mean of 84.62, a median of 90, and a mode of 100. The sig. (2-tailed) table showed 0.002 with a research alpha of 5% or 0.005. It can be concluded that there is no effect because 0.002 < 0.005. Therefore, H1 is rejected. Therefore, there is no effect of using the Kahoot application on the subject of faith and morals on improving student learning outcomes at MAS Tarbiyah Islamiyah.

This study explores the dynamics of children’s character formation within Christian families in the digital era from the perspective of church parents. Employing a descriptive light mixed-methods design, the study integrates survey data and semi-structured interviews to obtain both quantitative and qualitative insights. The findings indicate that digital media has become an integral and unavoidable part of family life, making children’s character formation highly dependent on parental guidance, reflective communication, and consistent faith-based education at home. Parents face various challenges related to time constraints, limited digital literacy, and the increasing exposure of children to external values that may not align with Christian teachings. At the same time, many parents actively utilize technology as a supportive and accessible tool for spiritual learning and moral development. The study concludes that character formation is shaped not merely by technology itself but more significantly by the quality of family relationships and parental role modeling grounded in Christian values. Therefore, the findings recommend strengthening faith-based digital literacy among parents and enhancing church–family collaboration to foster more holistic, balanced, and sustainable character development in children.

The rapid development of digital technology has significantly transformed social interaction and learning processes in rural communities. Uncontrolled smartphone usage has led to low digital literacy and heightened risks of social media misuse among children and adolescents. This community service program, through the Community Service Program (KKN), aimed to improve digital literacy and establish a Learning Center (Pondok Belajar) as an educational space within the village. The methods included observation, socialization, digital literacy training, and academic mentoring for children. The results demonstrated an increase in community awareness regarding the responsible use of smartphones and enhanced learning motivation among children through the Learning Center activities. This program illustrates that the synergy between digital education and learning support can be a concrete step toward building a smart and competitive village in the digital era. The initiative highlights the importance of combining technology education with community-based programs to foster a more informed and empowered population in rural areas.

This research is motivated by the urgency of effective Islamic Education Management (MPI) as a prerequisite for enhancing the role of Islamic Education (PAI) teachers in shaping students’ religious character amid the challenges of digitalization and institutional coordination constraints. The purpose of this study is to analyze the implementation of MPI experienced by PAI teachers, the interaction among stakeholders, and the teachers’ perceptions of its effectiveness at PKPPS Minhajurrosyidin, East Jakarta. Using a descriptive qualitative method with a case study and phenomenological approach, data were collected through triangulation (interviews, observations, and document studies) and analyzed using the Miles and Huberman interactive model. The findings indicate that MPI is an essential structural mediating variable. The optimization of MPI—particularly in terms of digital facility support and professional training—significantly enhances the effectiveness of PAI teachers as Uswah Hasanah and as facilitators of adaptive and scientific learning. However, the main obstacle lies in the lack of horizontal coordination among teachers in holistically integrating Values-Based Education. The implications of this study emphasize the need for formal managerial policies to ensure collective responsibility in character formation.

This study aims to examine the forms and functions of representative speech acts in educational-themed video podcasts published on the Kampus Merdeka YouTube channel. This research is grounded in the phenomenon of social media, particularly YouTube, as a means of interactive, participatory communication and learning. In this context, the language used is key to conveying information authentically and responsibly. This study uses a qualitative descriptive method, with data collected through listening and note-taking. The research data consists of utterances containing representative speech acts, such as explaining, stating, informing, mentioning, acknowledging, giving examples, and speculating. Analysis was carried out using the matching method to identify the meaning and function of the utterances based on their context. The results show that representative speech acts play an important role in conveying information and views objectively, as well as strengthening the credibility of the source in the educational context. Through representative speech acts, the message conveyed becomes clearer, more convincing, and more relevant to the topic of discussion. These findings are expected to contribute to the development of effective communication strategies in educational digital media and serve as a reference for educational content creators in the digital era

This study aims to develop a storytelling-based learning media in the form of a YouTube video to support students’ understanding of narrative text based on their learning needs. This study employed a Research and Development (R&D) design using the ADDIE model, focusing on the stages of analysis and development. The data were collected through a questionnaire as part of the needs analysis to identify students’ responses toward listening and repetition activities, as well as the difficulties they face in understanding narrative texts. The results show that students generally respond positively to listening and repetition. However, they still experience difficulties in understanding the storyline and vocabulary. The findings also indicate that students need learning support in the form of audio, visual elements, and vocabulary assistance. Based on these findings, a learning product was developed in the form of a YouTube-based digital storytelling video entitled “Learn Narrative Text Through Fun Storytelling (Listen, Repeat & Retell)”. The video integrates storytelling, repetition, vocabulary explanation, and speaking practice to support students’ comprehension. Due to time limitations, this study was limited to the development of a prototype and has not yet included expert validation. Therefore, future research is recommended to conduct validation to evaluate the feasibility and effectiveness of the developed product.

The digital era demands a fundamental transformation in the role of early childhood educators, shifting from passive technology consumers to active architects of digital literacy. However, the dominance of technocentric views often acts as a substantial psychological and pedagogical barrier for teachers in regional areas. This collaborative community service project aims to reconstruct the paradigm of 50 kindergarten teachers in Bulukumba Regency by integrating "unplugged coding" logic and deep learning into play-based learning. Utilizing a Product-Based Intensive Training method with a "Logic over Laptop" strategy, the program focused on deconstructing technology-related stigmas and reconstructing teachers' ability to transform abstract concepts into safe, concrete media for children. Data analysis revealed a significant shift in teacher paradigms; while the majority were initially in the "less successful" category, 100% of participants reached positive categories (successful and very successful) post-intervention. Statistically, the program's effectiveness was evidenced by a dramatic increase in mean scores from 18.04 to 31.24 (p < 0.05) and an N-Gain score of 0.778, classified as highly effective. Furthermore, the partner satisfaction index reached 4.82 (very satisfied), confirming that the tri-campus collaboration model (STAI Al-Gazali, UNM, and Unismuh) is highly relevant to the implementation of the Merdeka Belajar curriculum. This project concludes that strengthening digital literacy through non-digital algorithmic reasoning effectively dismantles technical barriers for teachers while ensuring the safety of child development in the digital age.

This study aims to describe and identify the forms of locutionary speech acts that appear in Civic Education learning videos on the Kejarcita YouTube channel. Kejarcita is a YouTube channel that provides learning educational content for both senior high school and junior high school students. The language style used in the videos is highly engaging, beginning with a friendly greeting and informal style, such as “teman kece”, followed by questions that serve as an interactive means encourage viewers to think. The results of this study serve as a reference for gaining knowledge and understanding of the use of locutionary speech acts in learning videos on the Kejarcita channel. They may also be used as a reference for other researches who wish to conduct similar studies in the field of pragmatics or digital learning media. This research employs a descriptive qualitative method with a pragmatic approach. The data consist of utterances containing locutionary acts, taken from Civic Education learning videos on the Kejarcita YouTube channel. Based on the results of the analysis, 191 data points were obtained, namely (1) locutionary speech acts intended to inform, totaling 63 occurrences; (2) locutionary speech acts intended to explain, totaling 49 occurrences; (3) locutionary speech acts intended to ask, totaling 34 occurrences; (4) locutionary speech acts intended to invite, totaling 27 occurrences; and (5) locutionary speech acts intended to remind, totaling 18 occurrences.

This study aims to examine the use of picture books as a visual literacy medium in teaching English at the elementary school level, particularly in the context of English as a Foreign Language (EFL). This research employed a qualitative descriptive literature review by analyzing relevant national and international journal articles published within the last five years. The findings indicate that the integration of visual and verbal elements in picture books contributes significantly to students’ language development, especially in vocabulary acquisition, reading comprehension, and meaning construction. From an affective perspective, the use of picture books enhances students’ motivation, learning interest, classroom participation, and reduces language learning anxiety. The effectiveness of visual media is theoretically supported by Dual Coding Theory, which explains that information processed through both verbal and visual channels strengthens memory retention and comprehension. However, several challenges remain, including the selection of appropriate picture books and teachers’ limited competence in visual literacy. Therefore, systematic instructional planning and professional development for teachers are essential to optimize the use of picture books in EFL classrooms at the elementary level.

Community service at Toko Entus Collection aimed to improve operational efficiency and sales through the implementation of a digital system. Students actively participated in managing social media, online promotions, and digital stock monitoring. Observations showed that digital media can disseminate product information widely, enhance consumer interaction, and support sales growth. Challenges included limited digital knowledge of the store manager, limited time for promotions, and inconsistent consumer responses. Direct guidance, socialization of digital media use, and adjustment of promotional strategies helped overcome these challenges. Students’ hands-on experience allowed the application of digital marketing theory to real business situations, while store managers benefited from improved operational performance. Therefore, this community service provides dual benefits: practical learning for students and increased competitiveness for SMEs.

Curiosity is a very important capital to start learning. Because, with curiosity, humans can dig up interesting information and tips so that they can gain broader insight. In this sophisticated era, it is easier for people to find the information they need. One media that is often used to access information is YouTube. There are many videos on YouTube that can provide interesting and quality information, one of which is Maudy Ayunda's video. This research aims to describe the forms of assertive speech acts contained in the booklist edition of Maudy Ayunda's YouTube channel. The approach used in this research is methodological and theoretical. The approach used in this research is a qualitative descriptive approach and a pragmatic approach. The data collection method used in this research was the observation method, followed by the observation technique. The data analysis method in this research is the pragmatic subtype. The research results found that there were types of assertive speech acts including, namely, assertive speech acts stating 31 data, suggesting 11 data, boasting that no data was found, complaining about 5 data, and claiming 14 data.

This research is motivated by the low interest of students in learning the Qur'an and Hadith due to the dominance of conventional teaching methods that are considered less engaging. The study aims to examine the role of interactive learning media in increasing students’ learning motivation at Madrasah Ibtidaiyah. The research employs a qualitative literature study approach by collecting credible sources, including journal articles, textbooks, and previous research findings. Content analysis techniques were used to identify patterns, relationships, and important insights from the collected data. The findings indicate that interactive media such as educational videos, interactive animations, dynamic PowerPoint presentations, and digital quizzes significantly enhance students’ interest and motivation in learning. This improvement is reflected in higher levels of attention, curiosity, participation, and engagement during the learning process. In addition, the use of interactive media helps present Qur'an and Hadith concepts in a more concrete, attractive, and enjoyable way, thereby improving students’ understanding of the material. The study implies that integrating technology-based learning media can become an innovative strategy to optimize the teaching and learning process in Islamic elementary education institutions.

The PPA Symphony recorded 7,842 cases of violence against children by mid-2024, indicating the need for preventive efforts through early sexual education. Sexual education for children aims to improve their understanding of body awareness, body privacy, and self-protection from inappropriate behaviors. This community service activity aimed to increase students’ understanding of sexual education through interactive PowerPoint media. The activity was conducted at SD Negeri Gebang Surakarta on April 25, 2025, involving 63 students from grades 3, 4, and 5. The method used was an interactive lecture supported by PowerPoint media, storytelling, and mini games. Evaluation was conducted using pre-test and post-test questionnaires to measure students’ knowledge. The results showed an increase in the average knowledge score from 9.827 in the pre-test to 10.210 in the post-test. These findings indicate that interactive PowerPoint media is effective in improving students’ understanding of basic sexual education, particularly regarding body parts, body privacy, safe and unsafe zones, and strategies for refusing uncomfortable behaviors. Therefore, interactive learning media can serve as an effective educational strategy to strengthen early sexual education among elementary school students.

Many senior high school students face significant difficulties in generating ideas, organizing thoughts, and selecting appropriate vocabulary when writing descriptive texts. Traditional teaching methods often limit creativity, making the integration of visual media crucial. Therefore, this study aims to develop creative poster-based learning module for teaching descriptive writing. A Research and Development (R&D) design was employed, adapting the ADDIE (Analysis, Design, Development, Implementation, Evaluation) model. However, due to time constraints, this research is strictly limited to the Analysis (Needs Analysis) and the initial Development (Prototype Development) stages. The participants for the needs analysis consisted of 22 senior high school students in Indonesia, selected through purposive sampling. Data were collected using an online needs analysis questionnaire. The findings indicate a strong student preference for visual support, which informed the design and creation of a poster-based learning module prototype intended to help students visualize concepts. The implications suggest that while the prototype aligns with student needs, further research is required to validate and test the product.

This study aims to develop Smartboard Book teaching materials based on Augmented Reality that are valid, practical, and effective for improving students' learning outcomes in the IPAS (Science) subject for grade IV at SDIT Al-Farabi. This study uses the Research and Development (R&D) method with the ADDIE (Analysis, Design, Development, Implementation, Evaluation) development model. The subjects of this study were grade IV students at SDIT Al-Farabi. Data collection techniques were conducted through expert validation questionnaires, response questionnaires, and learning outcome tests. The results indicate that the Smartboard Book teaching material was declared very valid, with material and test instrument validation percentages of 88% and media validation of 95%. The teaching material was also declared practical based on teacher and student responses. Furthermore, this media proved to be effective in improving students' learning outcomes with an N-gain score of 0.86, which falls into the high category. Based on these findings, it is recommended that teachers utilize Smartboard Book teaching materials based on Augmented Reality as an alternative medium in learning activities to create a more interactive and engaging learning environment.

This is a worrying issue in the digital age and has been shown to significantly contribute to low student academic achievement. This research aims to examine the role of Guidance and Counseling (BK) services in addressing social media addiction in students with low academic achievement. The method used in this research is library research with a qualitative approach through content analysis and literature synthesis techniques sourced from various scientific references published between 2020 and 2025. The results show that students addicted to social media have low self-control, resulting in academic procrastination and a consistent decline in learning achievement. GC services have proven to play a strategic role through preventive, curative, and developmental functions implemented through classical guidance, individual counseling, and group counseling. The Cognitive Behavioral Therapy (CBT) approach and self-management technique have proven most effective in helping students reduce social media addiction and improve learning discipline. However, the effectiveness of GC services is still constrained by the non-ideal ratio of counseling teachers, the lack of digital literacy-based GC programs, and students' negative stigma toward counseling services. This study recommends developing GC programs specifically designed to address digital addiction by involving the entire school ecosystem consistently.

This study aims to analyze the manifestation of Indonesian unity values within the local wisdom of Kresnayana in Blitar Regency, particularly through the “Hasta Brata” performance. As a multicultural nation, Indonesia possesses diversity that represents both potential and challenge; therefore, strengthening unity values through various media, including local wisdom, is essential. This research adopts a qualitative approach with a phenomenological design to explore the experiences and involvement of cultural actors in the Kresnayana performance. Data were collected through in-depth interviews, documentation, and literature review using snowball sampling techniques, and were analyzed inductively through data reduction, triangulation, data display, and conclusion drawing. The findings indicate that Kresnayana, which originates from the reliefs of Penataran Temple, functions not only as a medium for cultural preservation but also as a means of educating unity values. In the “Hasta Brata” performance, the value of unity is reflected in the complementary relationship between Arjuna and Kresna; the value of togetherness is demonstrated through the cooperation between Anoman and Arjuna; the value of patriotism is evident in efforts to maintain world peace; and the value of Bhinneka Tunggal Ika is illustrated through the unity of characters from diverse backgrounds. Furthermore, the festival serves as a contextual learning medium in Pancasila and Civic Education (PPKn) and supports the strengthening of the Pancasila Student Profile. Thus, Kresnayana represents a concrete manifestation of the implementation of unity values in community life through a local cultural approach.

This study aims to descriptively analyze the ability of elementary students to imitate rhythmic gymnastics movements through the Just Dance Now application in Physical Education learning at SDN Bulay 1 Pamekasan. The background of this research stems from the low motivation and movement accuracy of students in conventional rhythmic gymnastics learning. Using a qualitative descriptive approach, this study involved 24 fifth-grade students as subjects. Data collection techniques included participatory observation, in-depth interviews, and documentation. Data were analyzed using the Miles and Huberman interactive model consisting of data reduction, data presentation, and conclusion drawing. The findings indicate that students' ability to imitate rhythmic gymnastics movements through Just Dance Now falls into the sufficient category, with students demonstrating good proficiency in basic movement patterns but experiencing challenges in complex body coordination and musical rhythm synchronization. The application successfully enhanced student enthusiasm and engagement compared to traditional methods. However, technical constraints such as internet connectivity and limited space were identified as implementation barriers. This study implies that digital game-based media like Just Dance Now can serve as an effective alternative visual aid in elementary physical education, particularly for rhythmic gymnastics instruction. Educators are encouraged to integrate technology creatively while addressing infrastructural limitations to optimize learning outcomes.

The purpose of this study is to determine how the use of SOGAM puzzle media in mathematics can improve students' basic counting skills at the elementary school level, especially for addition and subtraction materials in grade 1. This study adopted a descriptive qualitative approach involving 27 grade 1 students of MI NU Hidayatul Mustafidin as research subjects. Data collection was carried out through observation and documentation during learning activities. The research findings showed that students appeared inactive in the learning process and faced difficulties in understanding the concept of addition and subtraction before the introduction of SOGAM puzzle media in mathematics. After the implementation of SOGAM puzzle media in mathematics, students' counting skills improved, as shown by increased accuracy in answering questions, speed in calculating, and better understanding of concepts. In addition, students became more active, enthusiastic, and motivated during learning. SOGAM puzzle media in mathematics can create a fun and interactive learning environment by incorporating game elements in the learning process. Thus, the use of SOGAM puzzle media in mathematics is proven to be effective in improving students' basic counting skills in addition and subtraction materials in elementary schools.