Publication Search

A student's learning success is largely determined by their academic evaluation. Estimating a student's final grade can assist educational institutions in conducting initial assessments of academic achievement. This study aims to analyze the performance of the Multiple Linear Regression (MLR) and Random Forest (RF) algorithms in predicting students' final grades using Google Colab. This research method uses a quantitative approach using secondary data that includes age, mid-term exam scores, final exam scores, and categorical variables as independent variables, with the final grade as the dependent variable. The research process is carried out through data preprocessing steps, dividing training and test data, model training, and performance evaluation using Mean Squared Error (MSE), Mean Absolute Error (MAE), and the coefficient of determination (R2). The results show that the Random Forest algorithm provides more accurate prediction accuracy compared to the Multiple Linear Regression algorithm, especially in identifying nonlinear relationships between variables. Therefore, the Random Forest algorithm is more recommended for predicting students' final grades with complex data characteristics.

This MBKM program aims to develop innovative woven textile designs in Laranwutun Village, Ile Ape District, Lembata Regency, as an effort to enhance the economic value of local products through the utilization of digital marketing based on Facebook. Laranwutun Village possesses significant potential in traditional ikat weaving; however, artisans still face challenges in design development and rely on conventional marketing practices. The program was implemented over a two-month period involving MBKM students, local weavers, and MSME actors. The implementation methods included mentoring in creating innovative textile designs by combining traditional motifs with modern color trends, product photography training, and training on the use of Facebook for promotion and sales. The results indicate an improvement in artisans’ ability to create new designs, enhanced product visual quality, and expanded digital marketing reach. Following the training, five artisans actively utilized Facebook as a promotional medium and successfully received orders from outside the region.Overall, this MBKM activity contributes to strengthening the creative economy based on local culture and enhancing the independence of woven-textile entrepreneurs in Laranwutun Village through accessible and sustainable digital technology utilization.

This study aims to strengthen students’ networking competencies through the implementation of straight and cross LAN cable assembly training at SMKN 53 Jakarta. The background of this research is based on the need to enhance students’ practical skills in basic computer networking, particularly in understanding cable configurations and applying crimping techniques according to industry standards. Many students experience difficulties in differentiating wiring standards and applying correct crimping procedures, which impacts their readiness for industry practice. This research employed a practical training approach combined with demonstration and hands-on methods. The participants were students of the Computer and Network Engineering program. Data were collected through observation, performance assessment, and competency tests before and after the implementation. The findings indicate a significant improvement in students’ understanding of cable color standards (T568A and T568B), accuracy in assembling straight and cross cables, and testing results using LAN testers. Students demonstrated higher levels of technical accuracy, problem-solving skills, and work discipline after the intervention. The implementation of structured practical activities proved effective as a medium for strengthening networking competencies. The study implies that continuous practice-based learning aligned with industry standards is essential in vocational education to improve students’ technical readiness and employability in the networking field.

Donorojo Village, Pacitan Regency, East Java, has significant agricultural potential, particularly in spice commodities. However, the utilization of spices by local farmers remains limited to the sale of raw materials in traditional markets at relatively low prices and with restricted market reach. In fact, spices have high economic value and strong potential to be developed into value-added products, such as herbal beverages. This community service activity aimed to enhance the knowledge and skills of the PKK women’s group in Donorojo Village in processing spice-based “biofarmaka” as an effort to empower the local economy and strengthen the spice value chain. The methods employed included lectures, demonstrations, and hands-on practice, conducted over five days at the Donorojo Village Hall and involving 20 participants. The products generated from this activity included “jahe gajah beverage”, “instan jahe merah”, “instan beras kencur”, and “instan kunir asem”. The results indicated an improvement in participants  understanding of the health benefits of spices, hygienic processing stages, and their ability to produce instant herbal beverage products. Furthermore, this activity has the potential to strengthen linkages between spice farmers as raw material suppliers and the PKK group as processing actors. The development of spice-based “biofarmaka” provides economic value addition, expands market opportunities, and encourages the growth of rural entrepreneurship. Therefore, spice-based “biofarmaka” processing training can serve as a strategy for rural agro-industry development that supports the improvement of economic stability in Donorojo Village.

The Public Speaking and Computer Network Cabling Training Activity at SMP YPK Sele Be Solu aims to improve students' competence in communication and technical skills in computer networking. The activity was carried out using an experiential learning approach with stages of observation, socialisation, hands-on training, and evaluation. The results of the activities show an increase in students' confidence in public speaking and basic technical skills in network cabling, including LAN cable installation, RJ-45 connectors, and cable testing. Intensive mentoring during the training helped students overcome difficulties and optimise their understanding. This activity demonstrates that combining soft skills and hard skills training through direct experience can improve students' overall competence, motivate learning, and prepare students to face academic and digital challenges in the future. In addition, this activity also strengthened cooperation between schools and universities in supporting the improvement of skills-based education quality. The enthusiasm of students during the training showed that practice-based learning methods are very effective at the junior high school level. With this activity, students have a strong foundation to develop their interests and potential in the fields of communication, information technology, and readiness to face the rapidly developing digital world.

The "Desa Sehat Berdaya: Digital-Based Health and Local Economy Innovation" program was implemented in Bulawan 2 Village to address low awareness of preventive health, Clean and Healthy Living Behaviors (PHBS), and limited social education for children and adolescents on bullying, early marriage, and drug abuse (NAPZA). The goal was to improve public health through promotive-preventive interventions, enhance health cadre capacity for sustainable village programs, and increase understanding of healthy behaviors and social risks among youth. A participatory-collaborative approach was used, involving community organization, multi-party coordination, program presentation, intervention implementation, evaluation, and follow-up with health cadres, alongside simple digital media utilization. Results showed increased community participation in posyandu, healthy exercises, and free health checkups, as well as improved cadre capacity through MP-ASI training. For youth, PHBS socialization, anti-bullying, early marriage education, and NAPZA awareness enhanced understanding of healthy behaviors and social issues. Collaboration with Karang Taruna strengthened youth participation and social cohesion.

International student enrollment is a critical driver of financial sustainability for Higher Education Institutions (HEIs). While advanced forecasting is standard in the corporate sector, its application in educational planning remains limited. This study addresses this gap by comparing the predictive performance of ARIMA, Facebook Prophet, and Long Short-Term Memory (LSTM) models. Using a publicly available annual dataset from a US-based institution (2000–2022), the analysis employed a strategic partition training on 2000–2017 and testing on 2018–2019 to validate models on stable, pre-pandemic data. Empirical results revealed that the statistical ARIMA (2,1,0) model demonstrated superior accuracy, achieving a Mean Absolute Percentage Error (MAPE) of 1.26%. Conversely, Prophet (11.81%) and LSTM (13.84%) struggled with the limited sample size, failing to generalize effectively compared to the linear approach. The findings suggest that for annual enrollment trends, parsimonious statistical models outperform complex deep learning architectures, providing administrators with a robust, accessible framework for data-driven strategic decision-making.

This training aims to equip students of to enhance the graphic design skills of students at SMK XI DKV Pangeran Antasari through Adobe Photoshop training. This activity is conducted in response to the growing need for graphic design proficiency among students in the digital age. This service adopts a practical qualitative research method with a direct approach, enabling participants to immediately apply the acquired knowledge. The methods employed include interactive workshops, practical demonstrations, and skills evaluation. The results of the activity demonstrate a significant improvement in students' abilities, with 85% of participants capable of producing simple designs independently. It is therefore expected that upon completion of this training, participants will be able to enhance their creativity in learning, particularly in the field of graphic design, as a primary foundation for becoming professional designers in the workforce."

This study aims to describe the implementation of worship training through fieldwork practice (PKL) activities carried out at the Sibau Hulu Mosque. The focus of the activities includes reading the Qur'an and performing congregational prayers as an effort to strengthen religious values ​​and foster spiritual discipline within the community. The method used in this study is a descriptive qualitative approach with observation, participation, and documentation techniques during the Qur'an reading and congregational prayers activities, which provide a positive contribution in increasing worship awareness, forming better worship habits, and strengthening social interactions among mosque congregations. In addition, this activity also encourages active participation, cooperation, and internalization of Islamic values ​​in daily life. Thus, religious-based PKL activities have an important role in supporting worship training and spiritual character formation within the Sibau Hulu Mosque community, which in turn can strengthen Islamic brotherhood at the local level. This activity is also expected to serve as a model for other mosques in improving worship development and spiritual character of the congregation.

The digital transformation of healthcare requires hospitals to optimally implement Electronic Medical Records (EMR) in accordance with the National Hospital Accreditation Standards (SNARS). However, challenges remain related to human resource readiness and the effective use of EMR to support KARS accreditation and service quality improvement. This community service activity aimed to provide assistance in implementing SNARS-based EMR at Mitra Sejati General Hospital, Medan. A descriptive–qualitative approach was applied through education, structured training, focused group discussions, and peer group mentoring involving healthcare professionals and supporting staff. The results demonstrated an improvement in participants’ understanding of SNARS, increased compliance of EMR implementation with KARS standards, and enhanced quality and traceability of medical record documentation. The assistance also improved hospital readiness for accreditation and contributed to quality and patient safety improvement. It can be concluded that SNARS-based EMR implementation assistance is an effective strategy to support KARS accreditation and enhance hospital service quality.

This study aims to analyze the implementation of human resource management (HRM) audits in motivating employee performance at CV Cipta Alignment Constructions (CV.CLC). HRM audits serve as an evaluative and strategic tool in assessing the effectiveness of personnel functions such as recruitment, training, career development, and reward systems. The study used a qualitative approach with a case study method through interviews, observation, and documentation. The results show that HRM audits have a positive effect on employee motivation and performance by increasing work morale, placing employees according to competencies, and reducing turnover. Based on Resource-Based Theory (Barney, 1991), HRM audits are valuable and difficult-to-imitate strategic resources, thus supporting a company's competitive advantage. These findings emphasize the importance of implementing HRM audits continuously as part of a management strategy to improve organizational effectiveness. The implications of this study provide recommendations for companies to integrate HRM audits into strategic planning to achieve optimal and sustainable performance. In addition, this study also opens opportunities for further studies to strengthen the implementation of HRM audits in different sectors and company scales.

Low levels of maternal knowledge and appropriate nutritional practices, combined with limited continuity of nutrition education from health workers, remain significant risk factors for maternal and child health problems, including stunting. The GEMPITA Program (Gerakan Edukasi MPASI Tepat dan Aman / Safe and Appropriate Complementary Feeding Education Movement) was implemented as a community service initiative to improve nutritional knowledge, skills, and practices among families in the working area of Teratak Public Health Center. The program employed structured methods, including socialization, education, training, demonstrations, mentoring, and non-formal monitoring and evaluation. The target participants were mothers with children aged 6–24 months, as well as health workers and community health cadres. Program effectiveness was assessed using pretest posttest measurements and direct observation of behavioral changes. The results demonstrated a significant improvement in maternal knowledge regarding appropriate complementary feeding, enhanced skills in age-appropriate food preparation, and improved hygienic and nutritious feeding practices. In addition, the capacity of health workers to deliver nutrition education was strengthened. Overall, the GEMPITA Program proved effective in improving family nutrition practices and reinforcing the role of the public health center in stunting prevention through a sustainable community empowerment approach.

This study aims to describe the implementation of the Al-Miftah method in improving the mastery of reading traditional Islamic texts at Al-Mashhad Senior High School in Cijurai, Sukabumi. This study uses a qualitative approach with a descriptive research type. Data collection techniques were carried out through observation, in-depth interviews, and documentation of Al-Miftah teachers, students, and related parties. The results of the study indicate that the Al-Miftah method is implemented through the stages of introducing the basic rules of nahwu-sharaf, practicing reading traditional Islamic texts in stages, and strengthening understanding through repetition and direct practice. The implementation of this method has been proven to help students understand the structure of Arabic and improve their ability to read traditional Islamic texts, although several obstacles were still encountered, such as differences in students' Arabic language backgrounds, limited learning time, minimal independent practice, and limited mastery of the method by teachers. Efforts made to overcome these obstacles include learning grouping, time optimization, out-of-class practice assistance, and improving teacher competency through continuous training and evaluation. Thus, the Al-Miftah method has a positive contribution in increasing mastery of reading traditional books at Al-Mashhad Cijurai Sukabumi High School if supported by appropriate and continuous learning strategies

Community service activities in Kalirahayu 1 Village aim to improve the utilization of social media as a marketing tool for Micro, Small, and Medium Enterprises (MSMEs). This initiative is important because many MSME actors in the village have not maximized social media usage, which limits their opportunities to increase product sales and market reach. The program was implemented through consultations, practical training, and continuous mentoring involving 10 MSME actors in Kalirahayu Village. Through this activity, participants were introduced to digital marketing strategies, including content creation, product promotion, and customer interaction through social media platforms. The results showed that MSME actors gained new knowledge and skills in using social media effectively, while students involved in the program also developed practical experience in digital marketing. Although several challenges were encountered, such as limited technological facilities and differences in participants’ initial knowledge levels, the program successfully increased awareness of the importance of digital marketing. This activity demonstrates strong potential for sustainable development and is expected to support the growth and competitiveness of MSMEs in rural areas.

The retail grocery business is an important part of the traditional market economy. However, most micro-businesses still face limitations in financial management and inventory control. This community service activity aims to improve the capacity of retail grocery businesses in Bolu Market, Tallunglipu District, through assistance with simple financial record-keeping and inventory management based on sales data. The implementation methods included observation, socialization, training, and direct assistance to business partners. The results of the activity showed an increase in the partners' understanding of the importance of financial recording and inventory, as well as their initial ability to implement daily business recording. This activity contributed to improving business efficiency and supporting the sustainability of micro businesses in traditional markets. Furthermore, business partners have demonstrated improvements in more structured inventory management, resulting in reduced waste and stock discrepancies. This initiative is expected to have a long-term impact on developing the capacity of micro-entrepreneurs in traditional markets.

The computer network management practice at the Sorong City Public Works and Public Housing (PUPR) Office aims to improve the technical competence of employees in understanding, operating, and maintaining computer network devices, both hardware and software. This activity was carried out through four stages: observation, socialization, training, and evaluation, with a hands-on approach that emphasized direct participant involvement as the key to competency improvement. The results of the activity showed that employees gained a better understanding of network device configuration, cable management, and the use of network support software, and were able to solve simple technical problems independently. Post-training evaluations showed a significant increase in participants' technical abilities, which had a positive impact on operational efficiency and service quality at the agency. Thus, the hands-on practice supported by intensive mentoring proved effective in developing human resource competencies in the field of computer networks and supporting digital transformation within the Sorong City PUPR environment.

The development of education in the digital era requires students to master not only academic skills, but also soft skills and hard skills as a provision to face the challenges of education and the world of work. However, the learning process at Papua High School in Sorong City is still teacher-oriented, so students' communication courage and technological skills have not developed optimally. This community service activity aims to empower students through public communication training (public speaking) and computer network cable techniques to strengthen 21st century skills. The method used is a participatory approach with hands-on practice through four stages: observation, socialization, training, and evaluation. Public speaking training is focused on increasing students' courage and confidence in communicating, while network cable training emphasizes basic technical skills such as recognizing cable types, RJ-45 connector functions, crimping techniques, and connectivity testing. The results of the activities showed high participation and enthusiasm from students, as well as increased public speaking courage and basic understanding in network cable making. The integration of public communication training and technology skills has been proven to have a positive impact on the development of student competencies. Therefore, this activity is recommended as a model for developing soft skills and hard skills for high school students, especially in areas with limited access to technology learning.

Kawengen Village, located in East Ungaran District, Semarang Regency, is one of the main corn-producing areas with strong potential to be developed into processed products with high economic value. However, limited community knowledge in product processing, business management, and marketing has prevented corn production from generating optimal added value. This community service program aims to strengthen village entrepreneurship through the establishment of a corn production house as a center for innovation, training, and business mentoring. The production house is expected to enhance community skills, promote economic independence, and support sustainable local economic development. The program was implemented through the PPK Ormawa initiative, which included socialization of corn-based product innovations, basic financial bookkeeping training, digital marketing training, product innovation workshops, and continuous mentoring in production, marketing, and financial management. The results demonstrate significant improvements in community skills in processing corn into value-added products, increased understanding of basic business financial management, and enhanced capacity to utilize digital media for market expansion. The corn production house also functions as a community collaboration hub that strengthens business development based on local resources. Overall, the strategy of developing village entrepreneurship through a corn production house has proven effective in encouraging the growth of productive community-based enterprises, strengthening local economic independence, and fostering entrepreneurial interest rooted in village potential.

Micro, Small, and Medium Enterprises (MSMEs) play a strategic role in supporting Indonesia’s economic development, not only by contributing to economic growth but also by creating employment opportunities. Along with the rapid increase in the number of MSMEs, competition among business actors has become increasingly intense, including in the knitted industry, which requires consistent product quality and efficient production processes. In this context, this community service program is designed to strengthen the competitiveness of MSMEs by improving their understanding and implementation of machine maintenance. Proper and well-planned maintenance practices are expected to reduce the risk of machine failure and minimize product defects. The activities were carried out through a series of socialization sessions, training programs, and technical assistance focused on machine maintenance calculations. The expected output of this program is a community service report that will be further developed into a scientific article and published in the Indonesian Journal of Community Service.

The Community Service Program (KKN) is a platform for student dedication to the community that not only focuses on health aspects but also on strengthening cultural values and character education. The KKN activities of Abdurrab University in Salo Timur Village, Salo District, Kampar Regency were carried out by integrating health socialization and the preservation of local culture. The main programs include socialization on bullying at UPT SD Negeri 001 Salo, Clean and Healthy Living Behavior (PHBS), and the utilization of Family Medicinal Plants (TOGA) at MTS Darul Falah Salo, as well as reproductive health socialization and higher education information at SMA Negeri 1 Salo. This program is enhanced with maghrib recitation activities and Malay cultural training (kompang and rebana) aimed at instilling religious values while preserving cultural heritage. The results of the activities show an increased understanding among students and the community regarding health issues, as well as a high enthusiasm for activities that combine education, religiosity, and culture. This integration proves that community service (KKN) not only plays a role in the transfer of knowledge but also in building collective awareness, strengthening character, and preserving local identity.transfer of knowledge but also in building collective awareness, strengthening character, and preserving local identity.