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This study presents ReflectAI, a web-based system designed to automate the creation of teaching materials tailored to students' learning styles using behavior data from a Learning Management System (LMS). Student digital activity data—such as logins, material access, forum participation, assignment submission, and quiz results—are extracted and processed using a Hierarchical Clustering algorithm to categorize students into three learning styles: visual, auditory, and kinesthetic. Based on the clustering results, the system automatically generates personalized learning modules using generative AI (ChatGPT API), aligned with each student's learning preferences. Employing a data-driven system development approach, the system was tested with data from 230 students in a mathematics course. The results show diverse learning style distributions and relevant, tailored content generation. ReflectAI is designed to reduce teachers’ administrative workload and enhance personalized and adaptive learning. This system contributes to educational transformation through deep, data-driven technology integration.

This study examines Ad-Dakhil in Tafsir Al-Azhar by Buya Hamka, focusing on Israiliyyat narrations found in the interpretation of Qur’anic narrative verses in Juz 1–10. The research is motivated by the position of Israiliyyat as a form of infiltration (ad-dakhil) in Qur’anic exegesis that may affect the objectivity of interpretation, particularly in contemporary tafsir works. This study aims to identify the distribution of Israiliyyat narrations, classify their thematic patterns, and determine the status of each narration based on the critical framework of ad-dakhil fi at-tafsir. This research employs a qualitative library-based approach. The primary source is Tafsir Al-Azhar by Buya Hamka (Gema Insani, 2017), supported by classical and contemporary tafsir literature as well as scholarly works on Israiliyyat. Data were analyzed using the theory of ad-dakhil fi at-tafsir, classifying narrations into three categories: accepted (maqbul), rejected (mardud), and suspended (tawaqquf). The findings reveal seventeen Israiliyyat narrations scattered throughout Juz 1–10, originating from the Old Testament, the New Testament, Wahb bin Munabbih, ‘Abdullah ibn Mas‘ud, and Tafsir Ibn Kathir. These narrations fall into nine major themes, including the creation and origin of humanity, the story of Prophet Adam and his descendants, Prophet Ibrahim, Prophet Ya‘qub, Prophet Musa and Bani Israil, Prophet Sulaiman, Prophet Zakariya, Prophet ‘Isa and his people, as well as accounts of previous nations. Of these seventeen narrations, eleven are classified as rejected (mardud), five as tawaqquf, and one as accepted (maqbul). These results emphasize the necessity of critical engagement with Israiliyyat narrations in tafsir literature to preserve the integrity of Qur’anic interpretation.

This study examines Ad-Dakhil in Tafsir Al-Azhar by Buya Hamka, focusing on Israiliyyat narrations found in the interpretation of Qur’anic narrative verses in Juz 1–10. The research is motivated by the position of Israiliyyat as a form of infiltration (ad-dakhil) in Qur’anic exegesis that may affect the objectivity of interpretation, particularly in contemporary tafsir works. This study aims to identify the distribution of Israiliyyat narrations, classify their thematic patterns, and determine the status of each narration based on the critical framework of ad-dakhil fi at-tafsir. This research employs a qualitative library-based approach. The primary source is Tafsir Al-Azhar by Buya Hamka (Gema Insani, 2017), supported by classical and contemporary tafsir literature as well as scholarly works on Israiliyyat. Data were analyzed using the theory of ad-dakhil fi at-tafsir, classifying narrations into three categories: accepted (maqbul), rejected (mardud), and suspended (tawaqquf). The findings reveal seventeen Israiliyyat narrations scattered throughout Juz 1–10, originating from the Old Testament, the New Testament, Wahb bin Munabbih, ‘Abdullah ibn Mas‘ud, and Tafsir Ibn Kathir. These narrations fall into nine major themes, including the creation and origin of humanity, the story of Prophet Adam and his descendants, Prophet Ibrahim, Prophet Ya‘qub, Prophet Musa and Bani Israil, Prophet Sulaiman, Prophet Zakariya, Prophet ‘Isa and his people, as well as accounts of previous nations. Of these seventeen narrations, eleven are classified as rejected (mardud), five as tawaqquf, and one as accepted (maqbul). These results emphasize the necessity of critical engagement with Israiliyyat narrations in tafsir literature to preserve the integrity of Qur’anic interpretation.

This study aims to identify, analyze, and describe in depth the types of coordinating verbal phrases (FV) and subordinating verbal phrases (FV) contained in Detik.com news texts published in September 2025. Based on the fundamental role of language as a means of communication and social interaction (syntax), the object of research is focused on FV as a grammatical unit that has a verb core and functions as a predicate. This study uses a qualitative descriptive method with a syntactic theoretical approach. Data collection was carried out through the technique of listening and taking notes on Detik.com news texts, while data analysis was applied using the distribution method, where the determining tool comes from the linguistic elements themselves. The results of the study showed the discovery of a total of 13 verbal phrases divided into 3 coordinating FVs and 10 subordinating FVs (including the patterns Adv + V, V + Adv, V + Adj, and V + N). In detail, 3 coordinating FVs, 3 FVSs with Adv + V pattern, 2 FVSs with V + Adv pattern, 2 FVSs with V + Adj pattern, and 3 FVSs with V + N pattern were found. This finding emphasizes the importance of understanding phrase structure in maintaining clarity of meaning. This research is expected to improve readers' literacy understanding and serve as a scientific reference for similar linguistic studies.

Cultural traditions play a vital role in sustainable tourism by shaping social values, collective identity, and long-term cultural continuity. Caos Dahar, a Javanese practice involving communal food preparation and sharing, serves as an expression of gratitude, spirituality, and social cohesion. Despite its cultural significance, it has been rarely examined from a management perspective, particularly in relation to its integration into sustainable tourism systems. This study analyzes Caos Dahar as a form of cultural tradition management and explores its contribution to sustainable tourism. The research highlights the lack of management-oriented studies combining cultural traditions with sustainability frameworks. A qualitative descriptive approach was adopted, using secondary qualitative data from documented practices and relevant academic literature. Data were analyzed using thematic categorization and interpreted through a multi-theoretical framework, including motivation theory (ERG), social network theory, and cultural philosophy. The findings reveal that Caos Dahar functions as a managed cultural practice, involving implicit management processes such as planning, coordination, and role distribution. The tradition fulfills existential, relational, and growth-oriented needs, sustains social networks, and exhibits adaptability across various cultural dimensions. These characteristics enable Caos Dahar to contribute to the social, economic, and cultural aspects of sustainability within tourism. The study concludes that cultural traditions can be viewed as intangible strategic resources when properly managed. This research expands management and tourism studies by offering a management-oriented interpretation of cultural traditions and moving beyond outcome-based sustainability perspectives toward process-oriented cultural tradition management.

Mental health is a very important element in supporting students' academic success. As a group at a vulnerable age, students often face academic, social, and psychological pressures that can affect their mental health and academic performance. This study aims to examine the impact of mental health on the academic performance of students at the Faculty of Economics, Pasim National University. The method used in this study is a quantitative approach with data collection through questionnaires. The research subjects consisted of 123 students in their first semester, where the sample included 94 respondents selected using the Slovin formula. The data were analyzed using SPSS software, including validity, reliability, and normality tests, simple linear regression, coefficient of determination, and ANOVA. The findings of this study indicate that all measurement tools used are valid and reliable. Normality testing shows that the data have a normal distribution. The regression analysis results showed a significant positive effect of mental health on students' academic performance. An R-squared value of 0.410 indicates that mental health contributes 41% to the variation in students' academic results, while the remaining 59% is influenced by other factors. The results of the ANOVA also showed a significance level of 0.000 (<0,05). confirming the suitability of the regression model. Therefore, it can be concluded that mental health plays a significant role in improving student academic achievement. This research is expected to provide educational institutions with a basis for designing mental health support policies and programs to improve student academic quality.

Semarang City is an urban area with a high vulnerability to flooding. Based on data from the Semarang City Regional Disaster Management Agency, in 2022 there were 133 flood events with extreme rainfall reaching 200 mm per day. Kota Lama Semarang is a historical tourist destination with high heritage value, but this area often faces flooding challenges, especially around the Tawang Polder Area with inundation reaching 30-100 cm. This condition is triggered by an existing drainage system that is not optimal due to limited channel capacity and blockages caused by sedimentation. The purpose of this study is to develop the SEMAR-SUDs smart drainage system innovation. The writing method was carried out through literature studies, hydrometeorological data reviews, and descriptive-quantitative analyses, which formed the basis for the design and implementation of the innovation. SEMAR-SUDs (Semarang-Sustainable Urban Drainage Systems) concept is an integrative solution that combines three main elements Debris Separate Baffle Boxes (DSBB) as a technology for separating waste and sediment, ArborFlow technology based on ecodrainage that optimizes rainwater retention and distribution and Self Closing Flood Barriers that work automatically to protect critical areas. The implementation of SEMAR-SUDs can be a solution model in increasing flood disaster resilience in the city of Semarang while supporting the realization of SDGs 9 (sustainable infrastructure development), SDGs 11 (resilient and sustainable cities), and SDGs 13 (climate action). The SEMAR-SUDs innovation is highly suitable for implementation in Semarang City to mitigate flooding and realize a smart, adaptive, and sustainable drainage system infrastructure.

MMP is a metal manufacturing company engaged in casting, forging, and machining processes with a three-shift work system, including night shifts that may increase mental and physical workload due to disruptions in workers’ biological rhythms. This study aims to analyze the mental and physical workload of die casting machine operators during the night shift and to propose improvement measures using the Fault Tree Analysis (FTA) method. The study involved 23 operators, with mental workload assessed using NASA-TLX and physical workload measured using CVL. The results indicate that mental workload falls into high to very high categories, with WWL values ranging from 46.6 to 97.3, where 12 operators experienced very high mental workload. The dominant contributing dimensions were effort, physical demand, and temporal demand. Meanwhile, physical workload ranged from 19.48% to 36.36% CVL, with most operators not experiencing fatigue. Although physical workload remains within acceptable limits, the high mental workload indicates the need for improvements. FTA analysis identified key contributing factors, including work methods, work systems, ergonomics, machine conditions, and the work environment. Proposed improvements include job rotation, improvements in work methods and task distribution, adjustments to the work system, enhanced machine maintenance, and ergonomics-based workplace improvements.

The landslide disaster that occurred in Tetumpun Village in June 2025 forced 45 families to take refuge. The evacuation conditions with limited access to clean water and sanitation posed high risks to reproductive organ hygiene problems among women. This community service activity aims to increase knowledge and skills of refugee mothers in maintaining reproductive organ hygiene. Implementation methods included reproductive health education, hygiene practice demonstrations, and distribution of hygiene kits. The activity was conducted for 1 day on July 15, 2025 and attended by 18 refugee mothers. Results showed an increase in participants' knowledge from an average of 52.78 (poor category) to 78.89 (good category) with an increase of 26.11 points (49.4%). All participants (100%) were able to practice proper reproductive organ cleaning methods after demonstration. Each participant received a hygiene kit containing sanitary pads, antiseptic soap, underwear, and other hygiene supplies. This activity successfully increased the capacity of refugee mothers in maintaining reproductive organ hygiene despite limited conditions.

This study aims to examine the global marketing strategies implemented by The Coca-Cola Company in maintaining its competitive position in international markets. The advancement of globalization requires multinational corporations to design marketing strategies that are not only globally standardized but also adaptable to local market characteristics and consumer needs. This research employs a descriptive qualitative method with a case study approach, conducted through the review of relevant literature, corporate reports, and academic journals. The findings indicate that Coca-Cola’s success in global marketing is supported by strong brand differentiation, an extensive global distribution network through partnerships with bottlers, and the application of the glocalization concept, which balances standardization and adaptation within the marketing mix. Furthermore, market expansion strategies are implemented systematically through the selection of target markets based on growth potential, accessibility, and competitive intensity. The study also reveals that the country of origin image of the United States serves as a positive brand asset by creating aspirational value and quality perceptions across various markets, although in certain contexts it also presents challenges that require strategic management. Overall, this study confirms that Coca-Cola’s global marketing strategy is capable of achieving sustainable competitive advantage through the integration of strong global branding, product innovation, and responsiveness to local market dynamics.

This study explores the translation shifts found in the soundtrack of the film Rapunzel – Tangled, specifically in the German-to-Indonesian translation. The objective is to identify the types of translation shifts and analyze their distribution and tendencies during the translation process. The research data were taken from three songs: "Wann fängt mein Leben an?", "Mutter weiß mehr", and "Endlich sehe ich das Licht". A qualitative descriptive method was employed, focusing on lines containing translation shifts. Data were collected through documentation and analyzed based on Catford’s (1965) theory of translation shifts. A total of 74 translation shifts were identified, with the highest distribution in "Mutter weiß mehr" (32 shifts), followed by "Wann fängt mein Leben an?" and "Endlich sehe ich das Licht" (21 shifts each). In "Wann fängt mein Leben an?", structural shifts dominated, making up 38.9% of the shifts, followed by class and unit shifts (27.8% each), and intrasystem shifts at 5.5%. In "Mutter weiß mehr", structural shifts accounted for 35.4%, class shifts 34.1%, unit shifts 28%, and intrasystem shifts 2.4%. In "Endlich sehe ich das Licht", class shifts were the most prevalent (33.3%), followed by unit shifts (31.7%), structural shifts (30%), and intrasystem shifts (5%). The study concludes that structural and class shifts are the dominant strategies used in translating the soundtrack, helping to manage linguistic differences while maintaining meaning, musicality, and emotional impact in the target language.

Plastic waste has become one of the main environmental problems due to its nature, which is difficult to decompose naturally and can cause environmental pollution. One alternative waste treatment method that can be applied is to use a plastic melter to melt and recycle plastic waste into useful products. However, the design of plastic melters often lacks consideration of structural strength and safety aspects during the operation process. This study aims to design and engineer a plastic melter using the Finite Element Analysis (FEA) simulation approach to analyze structural resistance to thermal and mechanical loads that occur during the operation process. The research method was carried out through 3D design modeling of plastic melter components using Solidworks software, followed by analysis with FEA simulation on the main component, namely the melting tube. The parameters analyzed include the distribution of von Mises stress, the amount of displacement, and the safety factor. The analysis results show that the analyzed components experience von Mises stress distribution and displacement that are still below the material tolerance limits, with safety factor values above the recommended safety limits. Thus, the resulting plastic melter design is declared safe and can proceed to the manufacturing process. Therefore, the plastic melter design is safe, strong, and feasible to be realized as an effective and sustainable plastic waste processing technology solution.

The family is the smallest unit in society, within which rights and obligations exist as in social life in general. In fulfilling individual needs and interests, conflicts often arise, including disputes over inheritance distribution. Inheritance refers to the property left behind by a deceased person, which must be distributed to entitled heirs in accordance with Islamic law or customary law applicable within the community. Problems frequently emerge regarding the position of substitute heirs, particularly nephews, within the Islamic inheritance system. This study entitled “Various Aspects of Family Law in Indonesia: The Problematics of the Position of Nephews as Substitute Heirs in Islamic Law” aims to examine the status of substitute heirs in inheritance distribution and to identify the conditions under which substitute heirs are recognized in Islamic law. The research employs a normative method with a library-based approach, analyzing classical fiqh literature and scholarly opinions. The data consist of primary and secondary sources collected through document study. The findings indicate that a substitute heir is recognized when the primary heir dies after the testator but before the inheritance has been distributed, allowing the substitute heir to receive the share in accordance with Islamic legal provisions.

This community service activity aims to describe the implementation of the first-month mentoring activity of the Student Entrepreneur Development Program (P2MW), which focuses on program orientation and team formation at Universitas Muhammadiyah Jambi. The activity was conducted in February 2025 and involved students participating in the P2MW program. A descriptive-participatory approach was applied through program socialization, facilitated team formation, interactive discussions, and group reflection. The results indicate that students gained a better understanding of the objectives and mechanisms of P2MW and were able to form entrepreneurial teams with clearer role distribution. In addition, the mentoring activity contributed to improving communication, teamwork, and students’ confidence in presenting business ideas. The first-month mentoring activity provides a positive initial foundation for the implementation of P2MW and supports the sustainability of student entrepreneurship development in subsequent stages.

The rapid growth of e-commerce has intensified the need to understand transaction patterns and customer purchasing behavior as a foundation for strategic decision-making. This study aims to analyze e-commerce transaction patterns and customer purchasing behavior based on demographic characteristics and transaction timing. By utilizing e-commerce transaction data, this research seeks to provide a more comprehensive understanding of customers’ purchasing tendencies and the factors influencing their behavior. This study employs Exploratory Data Analysis (EDA) as the primary method to descriptively explore data characteristics through various statistical visualizations, including histograms, bar charts, line graphs, and boxplots. The analysis conducted to identify transaction trends, the distribution of purchase values, and behavioral differences across demographic groups and specific time periods. The results indicate that e-commerce transaction patterns tend to increase during certain periods, particularly in the latter part of the observation timeframe, suggesting the influence of seasonal factors and promotional strategies. The distribution of transaction values is asymmetric, with most transactions occurring in the low to medium value range, while high-value transactions are conducted by a relatively small proportion of customers. Furthermore, variations in purchasing behavior are observed across demographic groups in terms of transaction frequency and value, despite relatively balanced transaction volumes. The findings confirm that e-commerce customer purchasing behavior is influenced by a combination of temporal factors and demographic characteristics. These results are expected to serve as a basis for e-commerce practitioners in developing more targeted marketing strategies and as a reference for future research in the field of e-commerce data analytics.

Coffee husk is an agro-industrial waste with significant potential to be utilized as a renewable energy source through the fast pyrolysis process. This study aims to analyze and optimize gas production from the fast pyrolysis of coffee husk biomass using a screw reactor through single-particle-based Computational Fluid Dynamics (CFD) simulations. The simulations were conducted by varying the operating temperature at 500°C, 600°C, and 700°C to examine pressure distribution, heat transfer, particle temperature, and the formation of pyrolysis products, namely bio-oil, biogas, and biochar. The modeling was performed using COMSOL Multiphysics 6.2 with a numerical approach to represent thermal phenomena and biomass decomposition reactions during the pyrolysis process. The simulation results indicate that increasing temperature significantly affects the rate of heat transfer and the temperature distribution of coffee husk particles. At 600°C, heat transfer and temperature distribution are more uniform compared to 500°C, although heating at the particle core is not yet fully optimal. The pressure distribution shows a stable flow of pyrolysis gas from the bottom to the top of the reactor. In terms of products, increasing temperature leads to a reduction in biochar and bio-oil formation due to the occurrence of secondary reactions, while biogas production increases. The highest gas production is achieved at 700°C, indicating the most optimal condition for maximizing gas yield from fast pyrolysis. Therefore, single-particle-based CFD simulation can be used as an effective tool to understand pyrolysis mechanisms and optimize process parameters in a screw reactor.

Science learning in elementary schools, especially regarding the material on changes in the state of matter, requires media that can present concepts in a concrete and interesting way so So that it is easy for students to understand. This research aims to develop a science learning medium about changes in the states of matter through BrainPOP animated videos equipped with interactive questions for fourth-grade elementary school students, and to evaluate the level of feasibility and studentThis research focuses on students’ feedback toward the developed learning media. It adopts a The research and development (R&D) methodology based on the ADDIE model includes steps such as needs analysis, instructional design, product development, implementation, and evaluation. The students involved in the research were in fourth grade  elementary school students, fourth-grade teachers, and validators from material experts and media experts. The process of data collection involved multiple methods such as direct observation, in-depth interviews, and the distribution of questionnaires obtained were analyzed using quantitative and qualitative descriptive techniques. The results of the study indicate that the developed learning media is classified as very feasible based on validation provided by material experts and media experts. In addition, the results of limited trials indicate that students gave a very positive response to the use of these learning media. Therefore, science learning media based on BrainPOP animated videos and interactive questions can be considered a feasible alternative to increase the interest and understanding of fourth-grade elementary school students.

Cocoa is recalcitrant seed which it has the high water content and the deterioration goes quickly. The distribution of cocoa seed need longer time and it will decrease the quality of cocoa seed and cocoa seedling. The research aimed to determine of effectiveness seed soaking with Beauveria bassiana after storage during the distribution of seed. This research was conducted in Indonesian Cofee and Cocoa Research Institute. The research was conduct using randomized complete block design with a factorial arrangement. First  factor was the  storage period  of two days (L2), three days (3 hari), four days (L4), five days (L5), six (L6) and seven days (L7). The second factor was seed soaking with Beauveria bassiana (B1) and seed soaking with fungicide (B0). The result showed that storage periode had significant effect on  plant height and stem diameter. Seed soaking with Beauveria bassiana showed significant effect on plant height. The interaction between storage periode and seed soaking with Beauveria bassiana had no significant effect on the height of seedling, stem diameter and leaf number of seedling. 

This study aims to review the perspectives of MSME owners in the Gonilan area, particularly regarding part-time workers and their use in improving operational cost efficiency. The Gonilan area is known to have many MSMEs operating in various sectors, making this study relevant for understanding the challenges they face. A qualitative method was chosen so that the researcher could conduct in-depth interviews with three MSME owners. The informants were selected because they employed both full-time and part-time workers. The interview results showed that part-time workers were effective in reducing operational costs, such as more flexible hourly wages, although there were some disadvantages. The main disadvantages of part-time workers included lack of experience and limited working hours, which could be overcome through extra training and clear task distribution so that they could focus and increase productivity. The study concluded that the use of part-time workers has a significant impact on the operational cost efficiency of MSMEs, helping owners navigate the market without excessive financial burdens and encouraging long-term business growth.

The legal counseling activity on the technical aspects of preventing and reporting Ilegal online lending in Ngawen Village, Muntilan District, was motivated by the increasing number of Ilegal online lending cases that harm the community due to low legal and digital literacy. Rural communities often become victims because they do not understand the differences between legal and Ilegal loans and are unaware of the proper reporting mechanisms. This activity aims to provide residents with legal understanding regarding online lending regulations, improve digital literacy so that the community can identify Ilegal applications, and train residents to be courageous and capable of reporting Ilegal online lending practices to the relevant authorities. The implementation methods included socialization through interactive lectures, distribution of handout materials, and question-and-answer sessions. The activity was attended by 15 residents of Ngawen Village and featured two presenters from the Faculty of Law, Universitas Muhammadiyah Magelang. The results showed an increase in participants’ understanding of the characteristics of Ilegal online lending, its socio-economic impacts, and the reporting procedures to the Financial Services Authority (OJK), the Ministry of Communication and Informatics (Kominfo), and the police. Participants also gained a better understanding of the importance of protecting personal data and verifying the legality of financial applications before using them. In conclusion, this counseling activity successfully enhanced the community’s legal awareness and digital literacy, fostering a more vigilant and legally empowered society capable of protecting itself from Ilegal online lending practices in the digital era.