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Rahma Widiantie; Handayani Handayani; Ina Setiawati; Huda Farid Nurrohman

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

The community service program titled “Digital Literacy Transformation through Canva as a Strategic Step for Strengthening Education and Empowering the Potential of Susukan Village toward Independence” was implemented to enhance the digital literacy competencies of rural communities, particularly among youth. This initiative was motivated by the low level of digital-based educational literacy, limited use of interactive learning media, and the lack of promotional content supporting the creative economy in Susukan Village. The implementation method employed a community-based empowerment approach through five main stages: socialization, training, technology application, mentoring and evaluation, and the establishment of the Village Digital Literacy Center. The training was conducted through hands-on practice, including the introduction of basic Canva features, the creation of interactive learning media, and the development of village branding content. The results demonstrated a significant improvement in participants’ skills: 80% were able to produce at least three usable designs, 72% successfully created independent educational or promotional content, and participant satisfaction reached 91%. Moreover, participants’ digital literacy scores increased to 82.4 after the training. The establishment of the Village Digital Literacy Center serves as a strategic step to ensure program sustainability and autonomous knowledge transfer at the local level. Overall, this activity successfully promoted digital literacy transformation in Susukan Village, strengthened the community’s ability to utilize technology for education and local potential empowerment, and fostered an adaptive and self-reliant village in the digital era.  

Exilia Febri Yanti; Muhammad Khalil

Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

In the modern computing era, servers face significant challenges in data storage due to hardware failures, cyber attacks, or human errors. The problem highlighted focuses on the impact of file systems on three critical aspects: data integrity (accuracy and consistency of data without corruption), data recovery (the ability to restore data after a failure), and failure resilience (fault tolerance, such as redundancy and journaling to prevent downtime). The main issue is that traditional file systems like FAT32 or NTFS are often susceptible to fragmentation, metadata loss, or long recovery times, which can lead to data loss of up to 20-30% on enterprise servers, especially in high-traffic environments like cloud computing.A simple problem-solving process is conducted through a straightforward comparative analysis approach: (1) A literature review of popular file systems (ext4, ZFS, Btrfs); (2) Failure simulations using tools like fsck and stress testing on virtual servers (e.g., via KVM or Docker); and (3) Measuring performance metrics with benchmarking tools like Bonnie++ for I/O throughput, recovery time, and error rates. This process is designed to be simple, requiring only a virtual lab setup without expensive hardware, and is analyzed quantitatively with descriptive statistics.The solution to the problem indicates that advanced file systems like ZFS or Btrfs provide significant improvements: data integrity is up to 95% more secure through automatic checksums, data recovery is achieved in minutes through snapshots and RAID integration, and failure resilience is higher with copy-on-write features. The main recommendation is to migrate to journaling-based file systems for servers, combined with automated backups, which can reduce the risk of downtime by up to 50%. This research provides practical guidance for system administrators to enhance server reliability without excessive additional costs.

Nadia Safitri; Rudi Hermansyah Sitorus; Nur Wahyuni; Muhammad Dekar

International Journal of Education and Literature 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to examine the effect of using the Survey, Question, Read, Recite, Review (SQ3R) method assisted by digital story texts on students' critical thinking skills in the material "Book of the Window World" of grade V of SD Negeri 104202 Bandar Setia. The background of this study is based on the low critical thinking skills of students due to the dominance of conventional methods that are less varied and minimal use of learning media, especially in Indonesian subjects. This study uses a quantitative approach with a quasi-experimental method and a Nonrandomized Pretest-Posttest Control Group Design. The research subjects consisted of class VA (experimental, n = 22) who received learning with the SQ3R method assisted by digital story texts, and class VB (control, n = 23) who received conventional learning. The pretest results showed that students' initial critical thinking skills were in the moderate category (experimental x ̄ = 67.23; control x ̄ = 51.96). After the treatment, the experimental class' posttest average increased significantly to 82.41, or 15.18 points, while the control class did not experience any significant improvement. A t-test demonstrated a significant difference between the two groups (t count > t table). The study's conclusions indicate that the SQ3R method, aided by digital narrative texts, significantly improved students' critical thinking skills compared to conventional methods.

Wahyudi, Wiwid

Teknik: Jurnal Ilmu Teknik dan Informatika 2025 LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

The modernization of smart grids through edge computing introduces significant cybersecurity challenges, most stemming from adversarial machine learning attacks that compromise distributed intelligence. Although Federated Learning is an appealing decentralized model training paradigm for edge smart grids, its resilience against coordinated injection and evasion attacks has not yet been thoroughly explored. To address this critical gap, we develop and evaluate a resilient Federated Learning model for edge-based innovative grid applications. Under a rigorous simulation-based experimental design, we created a controlled environment based on synthetic energy-demand data and implemented adversarial attack scenarios to ensure model robustness. We propose a resilience enhancement layer in our framework during the federated aggregation process to curtail malicious model updates and adversarial inferences. The results show significant improvement in the stability of the proposed model under attack, maintaining a robustness index above 0.62, whereas baseline approaches exhibit complete degradation. This corresponds to a reduction of approximately 34% in the attack impact rate across different-intensity attack scenarios, while maintaining high stability in aggregation. In addition to the adversarial testing framework in the domain of Federated Learning, this work provides a validated resilience model that secures analytics of smart grids without requiring access to raw data. Our methodology presents a resource-efficient alternative to physical testing and enables safe yet comprehensive security evaluation in critical infrastructure applications.

Annisa Laili Tanzila; Aldi Muhammad Reski

Polygon : Jurnal Ilmu Komputer dan Ilmu Pengetahuan Alam 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

Android continues to innovate, and biometric systems particularly fingerprint sensors must operate with high efficiency. However, the main challenge lies in the communication between hardware and software, which often causes high latency, excessive power consumption, and protocol incompatibility between components. As a result, authentication speed decreases and system stability is compromised, especially on mid- to low-range devices. This study explores various implementations of Android-based fingerprint systems, focusing on how sensor modules interact with the microcontroller or Trusted Execution Environment (TEE) and the operating system through a hardware-software co-design approach to evaluate integration efficiency across all layers. The analysis reveals that conventional protocols such as Bluetooth or serial connections still cause delays, while improvements in drivers and the Hardware Abstraction Layer (HAL) can significantly reduce latency. As a solution, the researchers propose a co-design optimization approach that utilizes data flow normalization within the HAL and adopts lightweight communication protocols to accelerate the verification process. Based on the test results, this approach successfully improves efficiency—authentication time is reduced by up to 35% and power consumption decreases by approximately 15%. Therefore, the efficiency of communication between hardware and software becomes a key factor in enhancing the performance and reliability of fingerprint systems on Android devices.

Rulia Aulia; Nila Hayati; Zaotul Wardi

Jurnal Riset Rumpun Matematika dan Ilmu Pengetahuan Alam 2025 Pusat riset dan Inovasi Nasional

This study aims to develop a contextual-based mathematics learning module to improve mathematical numeracy literacy among fourth-grade elementary school students, particularly on arithmetic operations. This research employed a Research and Development (R&D) design using the ADDIE development model consisting of analysis, design, development, implementation, and evaluation stages. The research subjects were 22 fourth-grade students at SDN 2 Siryawangi. The instruments used included expert validation sheets, teacher and student response questionnaires, and numeracy literacy tests. Data were analyzed using a qualitative descriptive approach supported by the N-Gain test to measure students’ improvement after using the module. The findings indicate that the developed module meets the criteria of validity, practicality, and effectiveness. This is supported by the validation results from material and media experts, each obtaining an average score of 95%, which is categorized as highly valid. In addition, teacher responses of 75% and student responses of 88% show that the module is practical and feasible to be used in the learning process. Furthermore, the effectiveness test results, based on an N-Gain score of 84%, demonstrate a high-level improvement in numeracy literacy. Therefore, this module is feasible to be implemented as an alternative teaching material for contextual learning in elementary schools.

Sutaryo Sutaryo; Y Anni Aryani; Taufiq Arifin; Doddy Setiawan; Evi Gantyowati +4 more

Pajak dan Manajemen Keuangan 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

The study aims to evaluate the adoption of the Coretax system by government expenditure treasurers using the Technology Acceptance Model (TAM). We assesses the factors influencing users' attitudes and intentions toward using new technology. Primary data from local government public service agencies in Karanganyar and Wonogiri regencies are collected by using questionnaire, analyzed with linear regression and path analysis. Our analysis reveals that perceived usefulness and behavioral intention are scored high, indicating that the treasurers find Coretax beneficial and are strongly inclined to continue using it. However, perceived ease of use and attitude toward use showed moderate to high ratings, indicating room for improvement in terms of ease of use and user comfort. Regression analysis found that perceived ease of use significantly affects perceived usefulness, attitude toward use, and behavioral intention. However, perceived usefulness and attitude toward use did not significantly influence behavioral intention. The findings suggest that the ease of use of Coretax plays a more crucial role in shaping the treasurers' behavioral intentions than perceived usefulness or affective attitude. This study providing insights into key determinants affecting user intentions and offering empirical foundations for developing training policies, system design improvements, and implementation strategies tailored to the public sector's needs. The findings of this research are also expected to contribute to offer practical implications for strengthening national tax digitalization reforms.

Daniel B. Asmuruf; Monita .Y. Beatrik; Marsal Arung Lamba

Konstruksi: Publikasi Ilmu Teknik, Perencanaan Tata Ruang dan Teknik Sipil 2025 Asosiasi Riset Ilmu Teknik Indonesia

Wahno Subdistrict in Abepura District, Jayapura City, faces drainage problems that disrupt the area’s water management function. The varied topography, population growth, and the community’s habit of disposing waste into drainage channels have reduced the system’s capacity and caused frequent waterlogging during rainfall. This study aims to analyze the existing condition of the drainage channels in Wahno and to evaluate their effectiveness in conveying stormwater flow. The research methods include field surveys, channel dimension measurements, capacity calculations, and analysis of the effective volume compared to actual conditions affected by waste and sedimentation. The data were analyzed using quantitative and descriptive approaches to assess the performance level of the drainage system. The results show that most drainage channels in Wahno are not functioning optimally, with an average effectiveness of only 45–60% due to blockages caused by waste and sedimentation. The main factors reducing drainage effectiveness are decreased storage capacity, substandard design, and lack of regular maintenance. It is concluded that improvements to channel capacity, better waste management, and routine maintenance programs are necessary to enhance the drainage system’s effectiveness.

Paulina Indriani Mori Uma; Gergorius Kopong Pati; Alexander Adis

Neptunus: Jurnal Ilmu Komputer Dan Teknologi Informasi 2025 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

The rapid development of information technology requires training institutions to adapt in order to provide services that are effective, efficient, and aligned with user needs. Don Bosco Sumba Vocational Training Center (BLK) as an institution focused on enhancing community skills faces challenges in providing a system that is easily accessible and usable by trainees, instructors, and administrators. This study aims to design and develop a web- and mobile-based application using the User-Centered Design (UCD) approach to produce a system that truly fits user needs and preferences. The UCD method was applied through several stages, including user and context identification, needs analysis, solution design, and iterative evaluation of the developed prototype. Data were collected through interviews, observations, and questionnaires administered to various users within Don Bosco Sumba BLK. The findings show that the implementation of the UCD method improved usability, streamlined administrative processes, and enhanced user satisfaction with the developed system. Therefore, the development of this UCD-based application not only supports the improvement of service quality but also strengthens the effectiveness of training management at Don Bosco Sumba BLK. The implications of this study highlight the importance of applying a user-centered approach in the development of information systems within the vocational training sector.

Fitriana Harahap; Husin Sariangsah; Hanafi Asnan; Masri Wahyuni; Joko Eriyanto

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

This community service program was carried out with the aim of enhancing teachers’ competencies in utilizing Artificial Intelligence technology, particularly the Generative Pre-trained Transformer (GPT), as a tool for developing digital teaching materials. The background of this activity stems from the limited understanding of teachers in applying AI technology to support 21 st-century learning. The implementation method involved intensive training that included an introduction to GPT concepts, hands-on practice in creating digital modules, designing evaluation questions, and simulating the use of teaching materials in the classroom. The activity was attended by several teachers from SMP Zawiyyah Darussalami, who demonstrated high enthusiasm throughout the sessions. Evaluation through pre-test and post-test results showed a significant improvement in teachers’ understanding and skills in using GPT. Thus, this community service activity successfully provided a positive impact by improving teachers’ competencies and opening opportunities for GPT utilization as an innovation in digital learning within schools.

Yasmine Sabila Hawani; Ahmad Afandi

Jurnal Pengabdian dan Keberlanjutan Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

This Independent Community Service Program (KKN Mandiri) was conducted to foster the habit of saving and to enhance students’ understanding of the fundamental principles of Islamic finance in Gunung Melayu Plantation Village, Rahuning District, Asahan Regency, North Sumatra Province. The program was designed as an educational-based community engagement activity involving students, teachers, and local residents. The implementation methods included educational approaches such as socialization, counseling, interactive discussions, saving practice sessions, and community service activities as collaborative learning media. The results revealed a significant improvement in students’ awareness of the importance of saving from an early age, their ability to manage pocket money effectively, and their understanding of Islamic financial values such as the prohibition of riba (usury), fairness in transactions, and the importance of seeking blessings in wealth. Furthermore, this program strengthened community and school participation in supporting sustainable Islamic financial literacy initiatives. Overall, the KKN activity had a positive impact on shaping students’ financial intelligence, discipline, and Islamic moral character.

Tioma Theresia Tp Bolon; Lastri Octaviani Girsang; Nara Pangihutan Saragih; Dea Riskylina Simamora; Aprinawati Aprinawati +1 more

Jurnal Manajemen Bisnis Digital Terkini 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

Digital transformation has become a necessity for State-Owned Enterprises (BUMN), particularly BRI, to face disruptions in the technological era. This study evaluates the reskilling and upskilling programs at BRI Medan in addressing the need for digital competencies, productivity improvement, and digital banking services. A mixed-method approach was used through in-depth interviews and questionnaires with program participants and HR management at BRI Medan, supported by digital policy documents and performance reports. The analysis focused on digital competencies, participant satisfaction, team performance impact, and regional implementation scale. Initial results indicate that the program emphasizes digital literacy, cybersecurity, the use of digital platforms, basic data analytics, and digital customer service. There was an improvement in skills and adaptability despite challenges such as limited training resources, varying employee profiles, and the need for job-specific customization. Positive impacts on operational efficiency and digital customer satisfaction were identified, with the acceleration of data-driven initiatives. The discussion highlights sustainable design, routine monitoring and evaluation, and the integration of the program into career paths. Policy implications: expansion of the program at Medan branches with a clear budget and strengthening the digital learning ecosystem. This study provides a practical overview of how BUMN, particularly BRI Medan, manages digital transformation through regional competency development.

Dorthea Maria Woga Nay; Heru Christianto; Arvinda C. Lalang; Eka C. G. Kerihi

Jurnal Pengabdian dan Solidaritas Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

Technological advances provide educators with the freedom to create quality learning that meets the needs and learning environment of students. A crucial aspect for teachers to consider in realizing effective learning is the use of interactive learning media tailored to the characteristics and needs of students. The use of digital technology to develop interactive learning media is a necessity in today's learning process. Training and mentoring for teachers in Malaka to develop interactive and innovative digital media is based on the need to improve their competency and skills in utilizing technology to develop learning media. This activity aims to improve teachers' competency and skills in utilizing technology to design engaging and interactive digital-based learning using Book Creator and QuizWhizzer. Monotonous learning activities, often based on lectures and group discussions, with the use of conventional learning media, tend to make students passive and easily bored, resulting in a lack of student interest in learning and a decline in the quality and outcomes of learning. Furthermore, technological developments demand increased competency, including in preparing engaging learning media. Therefore, through this training activity, teachers are provided with guidance and training in developing interactive learning media so that the resulting products can be directly used in the learning process. The developed media is designed to be interactive and engaging, thereby increasing student motivation. Furthermore, this activity also encourages teachers to be more creative and innovative in creating learning media that can attract student interest. The training activities ran smoothly and effectively, as evidenced by the high enthusiasm of teachers and the increase in knowledge and skills related to the training material. The mentoring results also showed an improvement in the quality of learning through active student interaction in learning with the help of digital learning media, which resulted in improved interest and learning outcomes.

Khoiri Nur Kholis; Ellynia Ellynia; Ria Efkelin

Jurnal Riset Rumpun Ilmu Kedokteran 2025 Pusat riset dan Inovasi Nasional

Long outpatient waiting time is an indicator of suboptimal hospital administrative systems. The Hospital Management Information System (SIMRS) is designed to improve administrative efficiency; however, in practice, complaints about long patient waiting time still persist. This study aims to examine the relationship between the registration administrative system using SIMRS and the waiting time for outpatient services at RS Patria IKKT in 2025. A quantitative approach with a cross-sectional analytical design was employed. The sample consisted of 100 outpatient respondents selected using purposive sampling. Data were collected through questionnaires and analyzed using the Chi-Square test and Spearman correlation to determine the relationship between variables. The results show that the system quality, information quality, and service quality of SIMRS at RS Patria IKKT are categorized as good. Spearman correlation analysis reveals no significant relationship between system quality (p=0.281) and information quality (p=0.910) to waiting time. However, the Chi-Square test indicats a significant relationship between service quality (p=0.001) and outpatient waiting time. The implementation of SIMRS at RS Patria IKKT contributes to accelerating administrative processes and reducing outpatient waiting time. Nevertheless, improvements in service quality are necessary to achieve more optimal results.

Nur Inaya B; Mega Widya Lestari; Besse Syukroni Baso; Haris Haris

Jurnal Riset Rumpun Ilmu Pendidikan 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to determine the effect of applying the Jigsaw cooperative learning model on students’ literacy skills in the Indonesian language subject for sixth-grade students at SDN 76 Tarowang. The research employed a Quasi-Experimental Design with a Pretest–Posttest Design. The sample consisted of 17 students who participated in the learning process using the Jigsaw model. Data were collected through literacy skill tests administered before and after the treatment.The results showed that the average pretest score of 28.47 increased to 56.41 in the posttest, indicating an improvement of 27.94 points. The Shapiro–Wilk normality test confirmed that the data were normally distributed (pretest Sig. = 0.513; posttest Sig. = 0.336). Furthermore, the Paired Sample t-test revealed a t-value of 7.180 with a significance level (Sig. 2-tailed) = 0.000 (< 0.05), indicating a significant difference between pretest and posttest scores. These findings demonstrate that the implementation of the Jigsaw cooperative learning model has a significant positive effect on students’ literacy skills. This model effectively engages students in reading comprehension, summarizing information, and communicating ideas collaboratively.

Ilma Mahdiya; Abdul Wahab

Jurnal Pengabdian dan Keberlanjutan Masyarakat 2025 Lembaga Pengembangan Kinerja Dosen

Digital transformation has opened vast opportunities for the younger generation to engage in technology-based entrepreneurship. However, the low level of literacy regarding Sharia-based business among university students remains a major challenge in building a competitive halal startup ecosystem. This community engagement program aims to equip students with both conceptual understanding and practical skills in developing digital businesses aligned with Sharia principles. The program was implemented on May 10, 2025, involving 60 students from UNISKA, UMB, and Poliban. The method employed an educational-dialogical approach based on experiential learning, encompassing interactive seminars, technical workshops, and reflective evaluations. The training materials included the Sharia Business Model Canvas, halal design thinking, Islamic ethical digital marketing, as well as halal legality and certification. The program’s effectiveness was measured through pretest and posttest instruments, which showed a significant improvement in the average score from 58.3 to 82.7. These findings indicate that the program was effective in enhancing students’ understanding and readiness to become halalpreneurs. Furthermore, the experience fostered a transformation in students’ mindsets toward perceiving business as a means of worship and social contribution. The program is recommended to be replicated on a larger scale with cross-sectoral collaboration and support.

Renaldo Sudikdo; Achmad Widodo; Awang Firmasyah; Joesoef Roepajadi

Jurnal Riset Rumpun Ilmu Pendidikan 2025 Lembaga Pengembangan Kinerja Dosen

This research was carried out with the primary objective of developing a standardized anthropometric testing model to significantly improve the performance of divers in Pasuruan Regency. This developed model serves as an essential predictive and evaluative tool in the context of athlete training and selection. The study employed a descriptive quantitative method, involving a total of 17 active divers, comprising 10 male athletes and 7 female athletes. Data collection was conducted through a series of basic anthropometric measurements relevant to diving sports, including body height, body weight, arm span, and leg length. Comprehensive statistical analysis revealed a significant and positive relationship between the various measured anthropometric variables and key diver performance parameters. The main findings of the research clearly indicate that the developed anthropometric testing model has a strong and significant correlation with the enhancement of the divers' strength, speed, and endurance. In other words, this model is capable of providing accurate insights into the potential and actual performance status of the divers. The practical implications of this study are highly significant, as it enriches knowledge and technological innovation in the field of diving sports training. Furthermore, the model offers concrete support for coaches in more objective athlete selection, the design of more personalized and structured training programs, and indirectly contributes to the improvement of a diver's quality and self-confidence. Therefore, this anthropometric testing model is recommended for widespread use as a strategic tool in all stages of selection, training, and long-term development of diving athletes.

Muhamad Amiza Surya; Sofiansyah Fadli

Jurnal Pengabdian dan Pembangunan Lokal 2025 Lembaga Pengembangan Kinerja Dosen

Graphic design training is an important strategy to enhance student learning competencies, particularly for students participating in the Internship Program (PKL) at Rideatama. This study aims to provide foundational understanding and advanced skills in using the Canva application as an effective learning medium. The training was attended by PKL students from SMKN 1 Kopang with an interactive learning method and hands-on practice. The evaluation results showed significant improvement in creativity, the ability to utilize design features, and students' confidence in developing independent works. The majority of participants stated that the training material was relevant to their needs, and the instructor's delivery was easy to understand, as reflected in the average evaluation score of 86.67%. Although there were some suggestions regarding the training duration being too short, overall, the activity successfully enhanced student learning competencies. This training is expected to serve as a competency development model that is beneficial for both the education and professional sectors, providing skills that can be directly applied in the field of graphic design.

Nurinawati Nurinawati; Insanul Qisti Barriyah; Moh Rusnoto Susanto

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

The background of this research is the richness of Indonesian culture that is very diverse from Sabang to Merauke. Education and culture are now hot topics. Mathematics, as an important subject, is often considered difficult and boring due to monotonous learning and lack of motivation. Therefore, it needs improvement by connecting mathematical materials with local culture to make it more relevant in everyday life. The purpose of this research is to determine the effectiveness of E-LKPD flat shapes on the collage of Joglo traditional houses based on ethnomathematics in the mathematics learning process of flat shapes material which is expected to enable students to love their ancestral culture. The research method used is descriptive qualitative with the type of design research. Design research consists of 3 stages, namely experimental preparation, experimental implementation, and retrospective analysis. Data collection techniques with observation, questionnaires, and documentation. The results of the study are the implementation of E-LKPD collage based on ethnomathematics of Joglo traditional houses on flat shapes material runs effectively and can foster a sense of love for ancestral culture. This conclusion was obtained based on the suitability between ALT and HLT. Furthermore, the results of this study can be the basis for the development of the next E-LKPD by utilizing other cultures that are close to the daily lives of student.

Aditya Sindu Sakti; Bheta Sari Dewi; Nurul Izzah H. L. Pasi; Marhamah Marhamah; Amalia Puspa Wahyu +3 more

Jurnal Pengabdian Kepada Masyarakat 2025 Pusat Riset dan Inovasi Nasional

This community service program aimed to enhance students’ pharmaceutical literacy through the introduction of drug classification logos at SMP Muhammadiyah 04 Pangkatrejo. The background of this activity was the low level of drug-use literacy among adolescents, often leading to irrational self-medication. The activity employed a quantitative descriptive design with a one-group pretest–posttest approach. Educational interventions included interactive counseling, PowerPoint presentations, visual media using logo sticks, and pretest–posttest evaluation. Data were analyzed using the Wilcoxon Signed Rank Test. The results showed a significant improvement in students’ knowledge (p = 0.000), with mean scores increasing from 58% to 81% after the intervention. The highest gain was observed in the recognition of logo colors and drug classifications. Satisfaction analysis revealed that 96% of participants expressed satisfaction with the learning process, especially regarding material clarity and the presenters’ readiness to answer questions. The study concludes that participatory educational methods and visual media effectively improve rational drug-use awareness among junior high school students. Future programs are recommended to expand similar activities to other schools and integrate digital media for sustained impact on public health literacy.