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Ramadhan Lubis; Khairunnisa Khairunnisa; Army Fahita Harahap; Buti Sarma; Azmi Oktari Harahap

Jurnal Inovasi Pendidikan 2026 Lembaga Pengembangan Kinerja Dosen

At the age range of 11–12 years, children enter the final phase of primary school which is marked by rapid development in various aspects, including cognitive, psychomotor, social, and moral, all of which are interrelated in the educational process. The development of elementary school-age children is the main foundation for the formation of personality, intelligence, and social-moral skills in the future. This study aims to analyze and describe the developmental analysis of aspects (cognitive, psychomotor, social, and moral) in children aged 11–12 years. This study uses a qualitative and descriptive approach, where data is collected through observation, interviews and documentation to understand behavior in depth. The results of the case study on the subject of Syifa Khairunnisa show that the development of these four aspects is well internalized in daily life. Syifa's cognitive development can be seen from her ability to understand material through repetition, awareness to adjust the way of learning when difficult, and the ability to explain lessons to friends in simple language. Psychomotor development is seen in good coordination of movements (e.g. in sports), fine motor skills, and self-control. In the aspect of Social Development, Syifa shows the ability to interact positively, work together, and choose peaceful ways to resolve differences of opinion. Lastly, Syifa's moral development is reflected in the attitude of caring, honesty, responsibility, obedience to school regulations, and the practice of religious values. Overall, this case study confirms that the development of children at the end of primary school is a holistic process that requires integrated support from the school environment and family.

Cindya Alfi; Mohamad Fatih; Fernadiksa Rastra Putra Pratama; Trio Arista; Latifatul Jannah +1 more

Jurnal Pengabdian Sosial dan Kemanusiaan 2026 Lembaga Pengembangan Kinerja Dosen

In the era of information and globalization, critical thinking skills have become an essential competence for children, including students in Islamic boarding schools. These skills include the ability to ask questions, seek and evaluate evidence, compare alternatives, and solve problems logically. Islamic boarding schools inherently provide a disciplined environment grounded in religious values that supports the development of critical thinking. However, observations at Raudlatul Hanan Islamic Boarding School reveal several challenges, such as low social sensitivity, limited constructive conflict resolution, and the absence of consistent critical thinking habits. These conditions have the potential to hinder students’ adaptability and problem-solving abilities in the future. To address these issues, a program entitled “Optimizing Children’s Critical Thinking Character through the Internalization of Socio-Environmental Sensitivity Values” was implemented using a Participatory Action Research (PAR) approach. This approach actively involved students, ustadz/ustadzah, and Islamic boarding school administrators from problem identification through planning, implementation, and reflection. The activities included character education seminars, critical discussions, group competitions, and interviews aimed at fostering social sensitivity, reducing exclusive attitudes, and strengthening critical thinking skills from an early age. The results indicate high and enthusiastic student participation throughout all activities, leading both students and administrators to hope that the program will be implemented sustainably on an annual basis.

Zaky Yusuf Ajindra; Chantika Dian Anugrah; Muhammad Zaid Itqon; Akhmad Thauzi; Adrian Mustafa +5 more

Nusantara: Jurnal Pengabdian kepada Masyarakat 2026 Pusat Riset dan Inovasi Nasional

This community service activity aims to enhance participants' digital competency through responsive web design training conducted using integrated webinar and workshop methods. The background of this activity is based on the increasing need for adaptive web development skills across various devices to support digital personal branding. This activity involves university students and the general public and is conducted online utilizing modern communication platforms. The implementation method consists of preparation, implementation, and evaluation stages. In the implementation stage, participants attend webinar sessions to strengthen conceptual understanding of responsive web design principles, followed by workshop sessions that emphasize hands-on practice in website creation using HTML, CSS, and JavaScript. Evaluation is conducted through pre-tests and post-tests to measure program effectiveness. The results show a significant increase in participants' digital competency with an average score increase of 55.8%. These findings indicate that the integration of webinar and workshop methods is effective in improving participants' conceptual understanding and technical skills. This activity is expected to serve as a model for community service based on applicable and sustainable digital competency development.

Dasep Hanan Mubarok; Neng Lailatul Faaizah; Aceng Supyan; Syifa Aqmaliyah; Muhammad Zaki

Akhlak : Jurnal Pendidikan Agama Islam dan Filsafat 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study aims to describe the implementation of learning methods, assessment systems, and learning evaluation in the Philosophy of Science course at STAI Al-Andina Sukabumi, particularly for first-semester students. The research employed a qualitative approach with a descriptive design. Data were collected through semi-structured interviews with the course lecturer to explore the rationale for selecting the lecture method, assessment practices, and evaluation strategies applied in the learning process. The findings indicate that the lecture method combined with guided discussion was chosen as an adaptive strategy to help students develop a conceptual foundation for abstract and theoretical material. The assessment system places greater emphasis on student attendance and participation as a form of process-oriented assessment that encourages active engagement. Learning evaluation is conducted continuously through technology-based quizzes to monitor students’ understanding progressively. These results suggest that the Philosophy of Science learning process at STAI Al-Andina has adopted a contextual and formative pedagogical approach; however, further development of more varied assessment and evaluation methods is still needed to accommodate students’ diverse abilities.

Evi Irawanti Br Saragih

Publikasi Para ahli Bahasa dan Sastra Inggris 2026 Asosiasi Periset Bahasa Sastra Indonesia

This study examines the negotiation of self-loss through the denial defence mechanism in Rosé’s album Rosie (2024) using a Freudian psychoanalytic approach. Popular music is positioned as a cultural text that articulates psychological conflict and emotional vulnerability, particularly within toxic romantic relationships. Employing qualitative textual analysis and close reading, this research focuses on three selected songs namely Number One Girl, Toxic Till the End, and Stay a Little Longer to explore how denial operates as an ego defence in managing emotional pain and relational trauma. The findings reveal that denial functions through three interrelated forms: affective denial, cognitive denial, and symbolic denial. Rather than serving merely as a temporary protective mechanism, denial operates continuously to sustain emotional attachment, delay confrontation with loss, and gradually erode the subject’s autonomy and identity. This process results in a negotiated form of self-loss, in which the subject remains psychologically functional while experiencing progressive fragmentation of the self. By reading the album as a coherent psychological narrative rather than isolated songs, this study contributes a novel conceptual framework for understanding the dynamics of self-loss and denial in popular music, while extending psychoanalytic approaches to the analysis of contemporary female musical texts and affective trauma.

Fitri Nanda Shafira; Dayu Rika Perdana; Amrina Izzatika; Muhammad Nurwahidin

Jurnal Ilmu Pendidikan 2026 Lembaga Pengembangan Kinerja Dosen

This research is based on the problem of declining morals of third-grade students at SD IT Baitul Muslim, which has implications for daily behavior, particularly in Pancasila Education learning. Students tend to exhibit attitudes that are inconsistent with positive character values, such as a lack of tolerance and a low sense of love for the homeland. The purpose of this study is to identify the significant influence of educators' roles in shaping the character of third-grade elementary school students in Pancasila Education subjects. The method used is an ex post facto method with a quantitative approach and a purposive sampling design. The study population consisted of 10 educators and 95 students, with a sample of 10 educators and 40 students from two selected classes. Data collection techniques were carried out through questionnaires and documentation that had been tested for validity using Aiken's V and reliability with Cronbach Alpha. Hypothesis testing using simple linear regression analysis showed a significance value of 0.044 which is smaller than 0.05 and a calculated F value of 5.692 which is greater than the F table of 2.27. Thus, the null hypothesis is rejected and the alternative hypothesis is accepted. The research findings confirm the significant influence of educators, particularly as demonstrators, classroom managers, facilitators, and evaluators, in shaping students' character in Pancasila Education. The implication of these findings is that educators need to optimize role models to improve students' character development.

Fitria Yulastini; Evalina Fajriani

Inovasi Kesehatan Global 2026 Lembaga Pengembangan Kinerja Dosen

The maternal mortality rate (MMR) in Dompu Regency is still relatively high. Directly, this is caused by hypertension, COVID-19, etc., while indirectly, it is caused by reproductive status or four too (4T), namely too young, too old, too close together, and too many children. This research focuses on indirect causes that are often not overlooked, namely, to describe the knowledge and attitudes of pregnant women about 4T at the Matua Village Health Post in the Dompu Barat Health Center working area. This research is a quantitative research with a descriptive design. The population in this study were all pregnant women who had their pregnancies checked at the Matua Village Health Post in the Dompu Barat Health Center working area. Samples were taken using a total sampling technique from June to August 2023 with 40 people. Data collection techniques in this research were through interviews and filling out questionnaires. This research showed that the respondents' knowledge about 4T risks was mainly in the poor category. Namely, 18 respondents (46%), and the least was in the good and sufficient category, namely 11 respondents (27%) each. Respondents' attitudes about the risks of 4T mainly were in the harmful category, namely 31 respondents (78%). Meanwhile, nine respondents (22%) showed negative attitudes. Based on the research results, it was concluded that the knowledge of pregnant women at the Matua Health Post in the Dompu Barat Health Center working area was mostly in the poor category. Meanwhile, most mothers' attitudes are in the harmful category.

Siti Nur Ramdaniati; Ega Egriana Handayani; Lambang Satria Himmawan; Dea Maelani; Putri Aulia Jasmine +3 more

Jurnal Inovasi Sosial dan Pengabdian 2026 Lembaga Pengembangan Kinerja Dosen

Clean and Healthy Living Behavior (PHBS) is a promotive and preventive effort aimed at improving the level of public health. The Baduy indigenous community in Leuwi Damar, Kanekes Village, Lebak Regency, Banten Province has local wisdom and traditional lifestyles that influence daily health practices. However, limited access to information and health services is a challenge in implementing PHBS optimally. This article aims to describe the implementation of PHBS education in the Baduy Leuwi Damar community and its impact on community knowledge and attitudes. The method used is a descriptive approach with educational activities through counseling, discussion and simple demonstrations adapted to local culture. Educational material includes personal hygiene, clean water management, environmental sanitation, and healthy living behavior in daily life. The results of the activity showed an increase in public understanding regarding the importance of personal and environmental hygiene, as well as the emergence of a positive attitude towards implementing PHBS without eliminating the traditional values adhered to. PHBS education carried out using a simple cultural and communication approach is considered effective in increasing the health awareness of the Baduy community. Therefore, health education programs based on local wisdom need to continue to be developed as a strategy to improve the health of indigenous communities. .(Riset Kesehatan Dasar,2019).

Disa Andriani; Dian Puspitasari

Jurnal Pengabdian Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

Skin aging is a natural process that cannot be avoided, but it can be slowed down through proper skin care. The use of natural face masks is one of the safe, affordable, and relatively non-invasive treatment alternatives without long-term side effects. The bandotan plant (Ageratum conyzoides L.) is a weed that grows wild in the Cemani Village area, Sukoharjo Regency. Although often considered worthless, this plant actually contains active compounds such as flavonoids, tannins, and saponins that have the potential to be antioxidants. Therefore, this service activity aims to provide counseling and training to the people of Cemani Village regarding the manufacture of face masks made from bandotan plants. This program is carried out with several procedural stages, starting from the interpretation of problems on the land, followed by the preparation of the timeline for the implementation of activities, then counseling and ending with a workshop session on the procedure for making antiaging masks for bandotan herbs. The program ended with an assessment of the evaluation of the activities. This activity was attended by 20 participants of the Cemani village PKK mobilization team. Based on the pretest and posttest scores, there was an increase in public knowledge about the program carried out with an average of 80 pretests and an increase in the average percentage of posttest scores up to 95.83. In the assessment of the questionnaire, public satisfaction with the implementation of the activity was classified as very satisfied with a score of 92.67.

Chandra Firmansyah; Tridays Repelita; Luthfi Fairuzi Nurhafiz; Anandia Shafira; Mohammad Kamil

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

This study aims to analyze the influence of the work environment and job satisfaction on employee performance at PT Tirtakencana Tatawarna in Karawang. The study employed a qualitative approach with descriptive methods to gain an in-depth understanding of employee perceptions and experiences regarding their working conditions. Informants were selected using purposive sampling, with the criteria being employees who had worked for at least one year and were directly involved in the company's operational activities. Data collection was conducted through in-depth interviews supported by documentation studies. Data analysis was conducted through data reduction, data presentation, and conclusion drawing, with data validity tested using source triangulation. The results indicate that a conducive work environment, both physical and non-physical, and a good level of job satisfaction have a positive effect on employee performance. A comfortable work environment and harmonious working relationships can increase employee motivation and effectiveness, while job satisfaction fosters a positive attitude and responsibility in completing tasks. Thus, the work environment and job satisfaction play a significant role in improving employee performance at PT Tirtakencana Tatawarna in Karawang.

Hidayati Purnama Lubis; Rahayu Mayang Sari; Riska Franita

Ekspresi : Publikasi Kegiatan Pengabdian Indonesia 2026 Asosiasi Seni Desain dan Komunikasi Visual Indonesia

This community service activity aims to improve the capacity and strengthen the digital literacy of Micro, Small, and Medium Enterprises (MSMEs) in Klambir Lima Kebun Village, Hamparan Perak District, in utilizing digital technology as a means of marketing their products. The main problems faced by MSME players in this village are a low understanding of digital marketing strategies, limited effective use of social media, and a lack of ability to manage digital content that is attractive and suitable for the target market. Through this community service activity, participants were equipped with basic knowledge and digital literacy, digital marketing strategies, the use of e-commerce platforms, and techniques for creating photo and video-based promotional content. The implementation methods included socialization, practical training, and mentoring for community service participants. The results of the activity showed an increase in the understanding and skills of MSME actors in managing digital business accounts and utilizing social media such as Instagram, Facebook, and WhatsApp Business as effective marketing tools. With this activity, it is hoped that MSME actors in Klambir Lima Kebun Village will be able to expand their market reach, increase sales, and adapt to the development of the digital economy in a sustainable manner.

Suhartini Suhartini; Nihayatin Ni’mah; Muhammad Zaironi

Jurnal Insan Pendidikan dan Sosial Humaniora 2026 International Forum of Researchers and Lecturers

The phenomenon of religion-based radicalism remains a serious threat to the sustainability of national and state life, including within educational institutions. Educational institutions hold a strategic role in instilling religious values that are peaceful, tolerant, and civilized. Therefore, religious moderation education has become a vital approach as a preventive measure against radical ideologies. This study aims to examine the role and urgency of religious moderation education as a shield against radicalism in educational institutions. The research method employed is a literature study, analyzing various literatures such as books, scientific articles, and policy documents related to religious moderation and character education. The results show that religious moderation education can instill the values of tawassuth (moderation), tasamuh (tolerance), tawazun (balance), and i‘tidal (justice) in students. These values contribute significantly to forming religious attitudes that are inclusive, humanistic, and non-violent. The implementation of religious moderation education in educational institutions can be achieved through curriculum integration, educator role-modeling, the cultivation of school culture, and the strengthening of contextual religious literacy. Thus, religious moderation education plays a crucial role as an ideological and moral fortress in preventing the entry and growth of radicalism within the educational environment.

Mita Hargianti; Rika Septiana; Asia Afriani; Husnul Hidayat

Konstruksi: Publikasi Ilmu Teknik, Perencanaan Tata Ruang dan Teknik Sipil 2026 Asosiasi Riset Ilmu Teknik Indonesia

Pedestrian is one of the most important public spaces for urban areas. On the border of Muara Enim city has a pedestrian that attracts attention, namely the pedestrian welcome intersection kepur. Simpang Kepur pedestrian has a border gate that is the center of attention and the first impression when entering the city of Muara Enim so that it has the opportunity as a face or symbol of the identity of the city of Muara Enim. Visually, the existence of pedestrians and gates at the Kepur intersection looks quite attractive but functionally it is not in accordance with the characteristics of pedestrian activities on the pedestrian so that research is needed to rearrange the previous design so that the function of the pedestrian becomes even better. The method used is qualitative through observation based on facts and activities in the field. Analysis based on the impression of place and activity on the pedestrian. The results obtained that there is a need to change the appearance of the color processing so that the pedestrian becomes more alive, need to keep the pedestrian so that there is no loss or damage, the need for guardrails or vegetation / view barrier plants in the area behind or beside the pedestrian, rearrangement of plants that can absorb dust and can absorb noise, and arrangement of street furniture, namely visual recommendations for a wider bus stop design, replace permanent seating, replace permanent trash.

Rawad Kareem Salloomi

Jurnal Ekonomi, Akuntansi, dan Perpajakan 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

Stock price crash risk has become a critical concern in investment decision making and risk management, drawing the attention of investors and regulators amid a dynamic global business environment and repeated financial crises. However, empirical evidence on this issue remains limited in developing countries, particularly in the Iraqi context. Therefore, this study examines the relationship between board characteristics—board gender diversity, board size, and board independence—and stock price crash risk, as well as the mediating role of audit committee effectiveness. The study uses secondary data from ten banks listed on the Iraq Stock Exchange (ISX) during the 2017–2023 period. The findings show that board gender diversity and board size significantly reduce stock price crash risk. Higher female representation on boards is associated with more conservative decision making and stronger monitoring, which improves financial reporting transparency. An appropriately sized board also enhances oversight and lowers the likelihood of extreme negative stock price movements. In addition, the results indicate that the frequency of audit committee meetings mediates the relationship between board independence and stock price crash risk, suggesting that board independence is more effective when supported by an active audit committee. This study recommends that investors and financial analysts consider board characteristics and audit committee effectiveness when assessing firm value and risk. Furthermore, regulators and policymakers are encouraged to promote gender diversity on corporate boards to strengthen governance quality and reduce the probability of stock price crashes.

Venna Paulina; Wulan Andini; Roza Andriani

Jurnal Hukum, Pendidikan dan Sosial Humaniora 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

Based on article (Shelley, 2010) Human Trafficking is the act of recruiting, transporting, transferring, harboring, or receiving individuals through force, fraud, or corcecion for the purpose of exploiting them profit. This exploitation may include forced labor, sexual slavery, or other forms of commercial sexual exploitation. It is considered a serious violation of human rights and includes a form of modern slavery, a crime against humanity. Human trafficking is a global threat that requires serious attention and real action. Factors such as poverty, political instability, and lack of public awareness make human trafficking increasingly difficult to eradicate. Therefore, there is a need for international cooperation, government, and community cooperation to prevent, protect, and recover victims of human trafficking. Human trafficking is a serious crime that continues to grow, including in Cambodia, which is vulnerable due to geographical and socioeconomic factors. This study aims to analyze the handling of human trafficking cases in Cambodia from the perspective of international legal policy. Sexual exploitation, forced labor, and organ trafficking are the main forms of this crime. Although Cambodia has adopted various laws, its implementation is still hampered by limited resources, corruption, and weak cooperation between countries. International community support such as the Palermo Protocol has helped, but law enforcement remains inconsistent. This study emphasizes the importance of stricter law enforcement and an adequate rehabilitation system for victims. Collaboration between governments and NGOs is urgently needed to create effective solutions and better protection for victims of human trafficking.

Indra Kertati; Christine Diah Wahyuningsih

Public Service And Governance Journal 2026 Universitas 17 Agustus 1945 Semarang

The Gender Development Index (GDI) is a key indicator for assessing disparities in human development achievements between women and men. In recent years, Indonesia’s GDI has shown a consistent upward trend, reaching 91.85 in 2024. Nevertheless, this numerical improvement does not fully represent the achievement of substantive gender equality. This article aims to analyze the dynamics of Indonesia’s GDI by positioning it within a comparative Asian context and examining the substantive gaps that persist behind the rising indicators. This study employs a qualitative approach based on secondary data and literature review. The primary data sources include publications from Statistics Indonesia on the Gender Development Index and Gender Inequality Index for the 2020–2024 period, as well as the Global Gender Gap Reports 2024 and 2025 published by the World Economic Forum. Descriptive quantitative analysis is combined with qualitative interpretation and illustrative interview findings from civil society organizations, universities, and provincial and local Offices of Women’s Empowerment and Child Protection in Central Java, Southeast Sulawesi, Grobogan Regency, and Semarang City. The findings indicate that Indonesia’s GDI improvement is largely driven by advances in women’s health and educational attainment. However, substantial gaps remain in the economic dimension, particularly in per capita expenditure and women’s labor market participation, which constrain proportional improvements in women’s Human Development Index. This article underscores the importance of interpreting the GDI as a reflective policy instrument and advocates for structural transformation to ensure that numerical progress translates into genuine gender justice.

Nur Chairani Rizki Nasution; Fatma Indriani

Inovasi Kesehatan Global 2026 Lembaga Pengembangan Kinerja Dosen

Work fatigue is one of the occupational health problems that may affect productivity, concentration, and increase the risk of workplace accidents. Security officers at Ferry Mulia Raja Napitupulu Port, Balige, are at high risk of experiencing fatigue due to shift work systems, physical and mental workload, and poor sleep quality. This study aims to identify factors associated with work fatigue among security officers. A quantitative method with a cross-sectional design was applied. The sample consisted of 45 security officers selected using total sampling technique. Data were collected through questionnaires on individual characteristics, nutritional status, sleep quality, workload, and environmental temperature, and analyzed using bivariate tests. The results revealed significant relationships between age, nutritional status, sleep quality, workload, and temperature with work fatigue levels (p<0.05). It can be concluded that both individual and work environment factors contribute to fatigue among security officers. The study recommends that port management pay more attention to shift arrangements, rest patterns, and occupational health interventions to reduce fatigue risk and enhance officers’ productivity.

Dinda Ameliya; Geby Fatmawati; Mawaddah Syafitri Lubis; Priska Amalia Sipayung; T. Khairani Nada Syavah Harumy

Nusantara: Jurnal Pengabdian kepada Masyarakat 2026 Pusat Riset dan Inovasi Nasional

Banana blossoms are often considered waste and rarely utilized by the community, even though this material is easily obtained, has nutritional value, and has the potential to be processed into economically valuable food products. This community service activity was carried out in Melati II Village, Pasar 6, Pala Hamlet, Perbaungan District, with the aim of providing assistance to the community in processing banana blossoms into chips as an alternative snack. The implementation method included a brief counseling on the potential and benefits of banana blossoms, training in processing techniques, hands-on practice in making chips, and a simple evaluation of the quality of the resulting product. The results of the activity showed that the community was able to process banana blossoms into chips with a crispy texture, acceptable taste, and an attractive appearance. In addition to improving community skills and creativity, this activity also helped reduce organic waste and opened up sustainable household-scale business opportunities for the local community.

Eka Ersi Destari; Rina Indriani; Dwi Ersi Destari

Jurnal Insan Pendidikan dan Sosial Humaniora 2026 International Forum of Researchers and Lecturers

Learning is an activity to educate students at school which aims to make science acceptable and well understood. Through the learning process, students are expected to experience positive changes, both in terms of knowledge, attitudes, and skills. One of the learning processes that has a great influence on the lives of students is learning Indonesian. Learning Indonesian is very important because it functions as the main means of communication in daily life, both orally and in writing. With good Indonesian language skills, students will find it easier to express ideas, understand information, and interact effectively with the surrounding environment. Therefore, Indonesian learning in elementary schools must be designed in a systematic, interesting, and in accordance with the characteristics of students. In addition to clear goals, appropriate strategies and solutions are also needed to overcome various difficulties that arise, such as low interest in learning, limited vocabulary, and lack of reading and writing comprehension. These efforts are expected to be able to improve the quality of Indonesian learning optimally.

Agung Narayana Adhi Putra; I Wayan Sudiarsa; I Kadek Adi Gunawan; Kadek Bagus Karunia Dwi Dharmayasa; I Wayan Eka Saputra

Saturnus: Jurnal Teknologi dan Sistem Informasi 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

The retail industry generates an extremely large and continuously growing volume of transactional data along with the advancement of digital technology, thereby requiring sophisticated and systematic data analysis approaches to support effective and evidence-based business decision-making. This study aims to analyze retail sales data by utilizing the Retail Sales Dataset obtained from the Kaggle platform, which consists of 100,000 transaction records and broadly represents the characteristics of retail transactions. The main focus of this study is to classify product categories and predict customer segments, including the identification of high-spending customers (high spenders), based on demographic attributes such as age and gender, as well as various transaction-related features. The research methodology includes data preprocessing, label encoding, and feature engineering to generate additional variables, including Age_Group, Is_Holiday, and Spender_Group, which are expected to enhance the predictive capability of the models. Several machine learning algorithms, namely Decision Tree, Random Forest, and XGBoost, were implemented and evaluated to compare their respective performance. The experimental results indicate that multiclass product category classification achieves relatively low accuracy, ranging from 27% to 34%. These findings suggest the high complexity of retail data and highlight the need for further model optimization, class balancing techniques, and feature refinement to improve predictive performance in future studies.