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Objective – In the digital transformation era, the integrity of personal data has become essential for maintaining trust and ensuring the sustainability of digital services. This paper aims to systematically review how data privacy violations affect public trust and progress toward Sustainable Development Goals (SDGs), especially SDG 9 (infrastructure and innovation) and SDG 16 (strong institutions and justice). Methodology—This study adopts the Systematic Literature Review (SLR) approach based on Kitchenham’s framework. Relevant articles from 2021–2025 were retrieved from Scopus, IEEE, Springer, and ScienceDirect using a predefined search string aligned with PICOC. A total of 19,504 records were screened, and 36 high-quality studies were selected after applying inclusion/exclusion criteria and quality assessment tools (e.g., CASP, AMSTAR). Findings—The review reveals that sectors such as education, healthcare, and smart cities are increasingly adopting data protection technologies, including encryption, federated learning, differential privacy, and blockchain. However, many still face regulatory, infrastructural, and human literacy gaps. Breaches in personal data significantly reduce public trust, impair the exercise of digital rights, and pose ethical and operational risks for achieving SDGs. Limitations – The study is limited by the timeframe (2021–2025) and focuses primarily on peer-reviewed literature. Practical insights from developing countries may be underrepresented due to database indexing limitations. Contribution – This review contributes a cross-sectoral synthesis of technological and regulatory practices for data protection, identifies key challenges, and outlines a strategic roadmap for policymakers and technologists to integrate ethical data governance for sustainable digital futures.

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

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

This community service activity aims to introduce the use of the PhET virtual laboratory and to identify students’ responses to the PhET-based virtual laboratory training in empowering students at SMA Negeri 1 Unaaha. The program also seeks to address the issue of limited science practicum facilities in the partner school. The study employed a descriptive quantitative design involving a single group of 23 participants from grades X to XII in the science stream. Participants took part in several sessions, including orientation, demonstration, and exploration of the Build an Atom and Circuit Construction Kit: DC simulations. Research data were collected using a Likert-scale questionnaire consisting of 30 items covering six main indicators: conceptual understanding, motivation, activeness, interest, ability to operate PhET, and learning satisfaction. All questionnaire results were converted into percentages for each indicator. The analysis showed an average response rate of 86.67%, with details as follows: interest 92%, activeness 90%, motivation 88%, satisfaction 89%, operational ability 83%, and conceptual understanding 78%. These findings indicate a very positive acceptance and significant reinforcement in the affective, participatory, and technical skill aspects of the students.

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

Thesis by Gisela Nana, Nim 2386206182 entitled “ The influence of the media images of the students learning in subjects IPA about animal classification according to the type of food in class IV SDI Manumuti Malaka District”. This research of this study is to determine the students learning outcomes after using picture media in science subject on animal classfication based of food types. The method used the quantitative descriptive method. This study was conducted in SDI Manumuti, Umanen Lawalu Village, District Malaka Tengah, District of malaka. Data collection technique is a test and analysis technique used are simple linear regression statistical analysis. From the results of the study prove that as many as 18 people or 99% of students gaining higt grades in learning outcomes, whereas 1 or equal to 1% less value in learning outcomes. It is evident from the results of test calculations of  Fcount  = 5,70 which is significantly larger than the Ftable at the significant level of 5% N= 18 at 4,49 or equal to Fcount  ≥ Ftable  or 5,70 ≥ 4,49. Based on the above results the value of Fcount  is greater than Ftable namely Fcount = 5,70 and F table =4,49. Then Ho is rejected and Ha accepted. It can be concluded that there is the influence of the media images of the students learning in subjects IPA about animal classifacation according to the type of food in class IV SDI Manumuti Malaka District.  

This study investigates the effect of added sugar on the stability of soap bubbles through a hands-on science activity titled “Magic Bubbles” conducted with third-grade students at SDN 1 Karangrejo. The activity was implemented collaboratively, where students observed, experimented, and drew conclusions together under teacher guidance, without the use of individual worksheets. Using a participatory observation method, the research described students’ engagement, reactions, and learning behavior during the process. Findings revealed that soap bubbles containing added sugar demonstrated greater stability and a longer lifespan compared to those without sugar. Students showed high levels of enthusiasm, curiosity, and active participation throughout the experiment. The activity not only fostered engagement but also enhanced students’ gross motor coordination, observation skills, and early scientific reasoning. Furthermore, it encouraged cooperative learning and communication among peers. The results highlight the effectiveness of simple laboratory-based learning as a medium to introduce scientific inquiry at the elementary level. The “Magic Bubbles” activity aligns with the inquiry-based learning approach in science education, emphasizing direct experience, experimentation, and concept discovery through observation and guided reflection. This study demonstrates that contextual, play-based science activities can meaningfully improve motivation and conceptual understanding among young learners.

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

This study aims to apply a simple experimental approach titled “Balloon Expands Without Being Blown” to enhance fifth-grade students’ understanding of gas concepts in science learning at MI Malik Ibrahim. The study originates from the observation that students often struggle to grasp the concepts of gases and acid–base reactions, which are typically taught in a purely theoretical manner without engaging hands-on experiences. The research employed a Classroom Action Research (CAR) design following Kurt Lewin’s model, which includes four interconnected stages: planning, acting, observing, and reflecting. The participants consisted of 22 fifth-grade students from MI Malik Ibrahim. The findings reveal a substantial improvement in both learning achievement and classroom participation after the experimental activity was introduced. Students’ average scores increased from 62 to 85, with 82% showing measurable progress. Furthermore, inquiry and discussion activities became more frequent, and most students could correctly explain the formation of carbon dioxide (CO₂) gas. Overall, the results suggest that the balloon expands without being blown experiment effectively fosters scientific conceptual understanding, promotes active engagement, and stimulates motivation toward learning science.

The reading This community service activity aims to improve students' environmental skills and science literacy through training in the production and application of liquid organic fertilizer (POC) made from Morinda citrifolia fruit at MTsN 1 Kota Palangka Raya. The activity was carried out in September 2025 using an educational participatory method that actively involved MBKM UIN Palangka Raya students and students in each stage of the activity. The implementation of the activity consisted of four main stages, namely preparation, socialization, POC production practice, and evaluation and reflection. Students were trained to process noni fruit into liquid fertilizer through a fermentation process using additional ingredients of brown sugar, clean water, and EM4 solution as a microbial starter. The results of the activity showed an increase in participants' understanding of the scientific concepts of the fermentation process, organic waste management, and the application of science in everyday life. The application of POC on pakcoy plants showed better vegetative growth compared to untreated plants, characterized by greener leaves and sturdier stems. This activity not only strengthened the critical and collaborative thinking skills of the students but also fostered an environmentally conscious attitude in line with the values of the Pancasila Student Profile. Thus, the training in making POC from noni fruit can be considered a best practice in the application of contextual learning based on ecology.

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

Fourth-grade students of SD Negeri 76/IX Mendalo still show low learning motivation in Natural Sciences and Social Sciences (IPAS) subjects. This is evident from their low attention, lack of enthusiasm, and tendency to chat during learning, which is caused by teachers not implementing appropriate learning methods and media. This study was conducted to increase student interest through PJBL with the use of audiovisual media, by means of a Classroom Action Research (CAR) methodology, separated into two cycles, with each cycle consisting of two meetings. Observation, worksheets, and questionnaires were the methods that were utilized to obtain data from the 21 students who participated in the research. An increase of 19.9% was observed in the average level of learning, which went from 62.7% in Cycle I to 82.6% in Cycle II respectively. All indicators of motivation, engagement, interest, enjoyment, and

Fourth-grade students of SD Negeri 76/IX Mendalo still show low learning motivation in Natural Sciences and Social Sciences (IPAS) subjects. This is evident from their low attention, lack of enthusiasm, and tendency to chat during learning, which is caused by teachers not implementing appropriate learning methods and media. This study was conducted to increase student interest through PJBL with the use of audiovisual media, by means of a Classroom Action Research (CAR) methodology, separated into two cycles, with each cycle consisting of two meetings. Observation, worksheets, and questionnaires were the methods that were utilized to obtain data from the 21 students who participated in the research. An increase of 19.9% was observed in the average level of learning, which went from 62.7% in Cycle I to 82.6% in Cycle II respectively. All indicators of motivation, engagement, interest, enjoyment, and

This study aims to develop an entrepreneurship-based science module to enhance the creative thinking skills of students at SMPN 7 Seluma. The development model employed in this study was the ADDIE model. The research subjects were ninth-grade students of SMPN 7 Seluma, with samples consisting of students from classes IX C, IX D, and IX E. The research instruments included expert validation sheets, questionnaires, and pretest and posttest questions. The validation results from experts indicated that the developed entrepreneurship-based science module was valid. In the first trial phase, the module obtained a score of 95%, categorized as very practical. In the second trial phase, the module achieved a score of 96%, also categorized as very practical. The N-gain value of 0.779 in Trial I indicated a high level of improvement in students’ creative thinking skills, while the N-gain value of 0.797 in Trial II also showed a high level of improvement. Therefore, the developed entrepreneurship-based science module is proven to be valid, practical, and effective in enhancing students’ creative thinking skills and can be easily implemented in science learning

Science learning in elementary schools plays a vital role in fostering scientific thinking, curiosity, and critical thinking skills from an early age. However, classroom practices are still dominated by conventional methods that make students passive and less motivated, which affects their understanding of abstract concepts such as the states of matter and their changes. This study aims to describe the effectiveness of using Canva as an interactive learning medium to enhance the motivation and learning outcomes of fourth-grade elementary school students on the topic of states of matter and their changes. The research employs a qualitative descriptive method through literature review and theoretical experimentation. The study involved reviewing various scientific sources and conducting a simulated Canva-based learning activity that visualized changes in the states of matter through images, animations, and simple classroom experiments. The findings reveal that using Canva encourages active student participation, clarifies abstract science concepts, and creates an engaging learning experience. Canva has proven to be an effective and innovative medium that supports the principles of the Merdeka Curriculum, emphasizing creativity, collaboration, and independent learning.

The use of technological resources, especially the internet, has a very important role in supporting the effectiveness of the implementation of the flipped classroom model. Through internet access, students can prepare before face-to-face learning by watching learning videos, reading materials, or doing exercises independently. This allows the classroom teaching and learning process to be more interactive, where face-to-face time can be focused on discussion, problem-solving, and application of concepts. Based on survey data collected from students of SMK Dewata Bali Denpasar, it is known that optimal use of the internet helps increase students' understanding and interest in learning science subjects. However, as time went by, it was found that some of the material was still difficult for students to understand and remember. Therefore, educators need to choose the learning platform that is most effective in supporting the implementation of this model. Using the ELECTRE (Elimination and Choice Expressing Reality) method, this study assessed various platforms such as features, price, ease of use, and user survey results. The results show that Google Classroom is the most suitable and efficient platform to support reverse learning because of its ability to integrate various learning media, ease of access, and support for interaction between teachers and students.

This study aims to analyze the effect of strengthening the Pancasila Student Profile on the development of students' character in Social Science (IPS) subjects at Madrasah Aliyah Alkhairat Bolangitang Barat. Strengthening the Pancasila Student Profile has become a key focus in the implementation of the Merdeka Curriculum, which emphasizes the development of values such as religiosity, mutual cooperation, creativity, independence, global diversity, and critical thinking in students. This research uses a quantitative approach with a survey method, distributing questionnaires to 57 students. Data analysis was performed using simple linear regression with the help of SPSS to determine the contribution of the Pancasila Student Profile Strengthening variable (X) to students' character development (Y). The results show the regression equation Ŷ = 53.782 + 0.586X, indicating that every 1% increase in variable X will raise variable Y by 0.586. The positive regression coefficient indicates a significant and positive relationship between the two variables. The R Square value of 0.533 suggests that 53.3% of the variation in students' character is explained by strengthening the Pancasila Student Profile, while 46.7% is influenced by other factors outside the study. Thus, it can be concluded that the implementation of the Pancasila Student Profile Strengthening program plays an important role in improving students' character in IPS learning.

This study was motivated by the low interest and understanding of students regarding the human respiratory system due to conventional teaching methods that lack interactive media. The aim of this research is to develop and assess the validity level of a Pop-Up Book learning medium for the fifth-grade respiratory system material at SDN 001 Sawah Baru. The research employed a Research and Development (R&D) method using the ADDIE model, limited to the Development stage. Data were collected through interviews, observations, and validations by material, language, and media experts. The validation results showed that the Pop-Up Book achieved a very high level of validity, with an average score of 85.38% from material experts, 92.2% from language experts, and 93.33% from media experts. These findings indicate that the Pop-Up Book is a feasible, attractive, and interactive learning tool that effectively enhances students’ understanding of the human respiratory system. In conclusion, the developed Pop-Up Book is highly valid and potentially applicable for science learning in elementary schools.

This study aims to measure the effectiveness of Pop-Up Books with the theme “The Life Cycle of Butterflies” in improving the understanding of fourth-grade students at Madrasah Ibtidaiyah (MI). This media is designed as an attractive and interactive learning tool that is relevant to everyday life, helping students understand the concept of the life cycle of living things, especially butterflies. The approach used in this study is descriptive qualitative, with data collection through observation, interviews, and documentation. The research subjects included fourth-grade MI students. The data were analyzed in three stages: data reduction, data presentation, and conclusion drawing. The results showed that the use of Pop-Up Books successfully attracted students' interest and attention, increased their motivation to learn, and facilitated their understanding of the stages of the butterfly life cycle. Teachers also provided positive feedback on this media because it supported an active, creative, and enjoyable learning process. Thus, it can be concluded that the Pop-Up Book media with the theme “Butterfly Life Cycle” is effective in science learning to improve the conceptual understanding of fourth-grade Madrasah Ibtidaiyah students.

The purpose of this study is to determine the influence between student learning motivation and gender on students' science process skills in physics learning. This study is included in the type of survey with a comparative design and uses a quantitative approach to analyze the relationship between variables. The population in this study is all grade IX students of SMP Negeri 4 Singkawang, data was taken using saturated sampling techniques. The instrument used in this study was a learning motivation questionnaire consisting of 22 statements and science process skills test questions consisting of 10 expanded multiple-choice questions. The data analysis technique used in this study is the two-way ANOVA Test. The results of the hypothesis test show that. (1) There is no difference in students' science process skills based on learning motivation in physics learning. (2) There is no difference in students' science process skills based on gender in physics learning. (3) There is an influence of student learning motivation and gender on students' science process skills in physics learning. With a sig value > 0.05 for hypotheses (1) and (2), while a sig value < 0.05 for hypothesis (3). From the explanation above, it can be concluded that individually, learning motivation and gender do not affect students' science process skills. But the combination of these two variables affects students' science process skills in physics learning.