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Anisha Dian Iswahyuni

Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Corn is a strategic agricultural commodity that contributes significantly to food security and economic development. Cilacap Regency, particularly Jeruklegi District, has considerable potential for corn production. However, the Wanasri Women Farmers Group (KWT) in Jeruklegi Wetan Village has not yet optimized corn utilization due to production and marketing constraints, resulting in limited value addition.This study aims to analyze the value added and production process efficiency of corn wonton chips as a healthy processed product to support the economic independence of women farmers. The study applies the Hayami value-added method and descriptive analysis to assess production efficiency. The findings show that processing 1 kg of corn into 15 packages of corn wonton chips generates an added value of IDR 98,500, with a value-added ratio of 54.72% and a profit rate of 49.16%. These results indicate that corn processing provides substantial economic benefits and is financially feasible. Improving production efficiency and cost control can further enhance profitability and sustainability. Overall, value-added processing of local corn has strong potential to increase income and strengthen the economic resilience of women farmers’ groups.

Erlambang Budi Darmanto; Suparti Suparti; Dwi Putranto Riau; Arisqo Fany Listya Adi; Indah Fitria +1 more

Jurnal Pengabdian dan Perubahan Sosial 2026 Lembaga Pengembangan Kinerja Dosen

The Community Partnership Program (PKM) at Rumah Kopi Banjarsengon (RKB) aims to improve product quality and coffee marketing according to consumer needs. Key activities include production observation, assistance with laboratory testing for nutritional value and shelf life, food safety education, digital marketing training, and the delivery of a 5 kg roasting machine. These efforts have successfully increased production capacity and product quality standards through informative labels. Digital marketing has seen significant progress, with increased social media engagement and broader market reach. Consumer satisfaction surveys have risen from 80 to 97 on a scale of 100. Overall, this PKM program not only supports sustainable coffee business development but also contributes to improving partner competency and strengthening product competitiveness in both local and export markets. RKB is expected to consistently implement digital marketing strategies and product innovation for long-term success. Going forward, RKB is expected to continue implementing digital marketing strategies and product innovation to ensure sustainable business success.

Iqbal Firdaus; Maisarah Maisarah; Novia Urfiyati; Yeni Agus Nurhuda; Gusti Aditya Aromatica Firdaus

Neptunus: Jurnal Ilmu Komputer Dan Teknologi Informasi 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

The computer laboratory is an essential facility in higher education that requires efficient management of usage and environmental conditions to support the teaching and learning process. However, laboratory management at the Kalimantan Business and Technology Institute is still carried out manually, including scheduling, room condition monitoring, and report creation, which is prone to errors and time-consuming. This study aims to develop an Internet of Things (IoT)-based laboratory monitoring system prototype to improve the effectiveness of computer laboratory management. The approach used is Research and Development (R&D) with a prototype development model, allowing for design adjustments based on user feedback iteratively. Data were collected through observations, interviews, and document studies related to laboratory conditions and analyzed to determine the main system features, such as temperature and humidity monitoring, scheduling, and report generation. The results of the study show that the developed prototype can structure the laboratory workflow, provide real-time monitoring, facilitate schedule management, and simplify report preparation. This prototype is expected to serve as a foundation for developing a more comprehensive application, improving data accuracy, time efficiency, and the quality of laboratory management.

Salsa Chabita Saraswati; Khoirotun Nadhiroh; Nadia Ananda Putri Ikhtiarni; Faizal Adi Mukti; Ika Wahyu Arlina +3 more

Jurnal Pengabdian Sosial 2026 Lembaga Pengembangan Kinerja Dosen

Micro, Small, and Medium Enterprises (MSMEs) play a vital role in the economy and community independence. However, the great potential of home-based businesses is often hindered by administrative issues related to business legality. This research focuses on UMKM Krecek Kulit Sapi Ashif in Jatirejo Village, which has been operating since 2018 but lacks a Business Identification Number (NIB), Household Industry Food (PIRT) permit, and halal certification due to perceived complex procedures. The main objective of this activity is to strengthen business management through product standardization and obtaining legal certifications to enhance the competitiveness of this MSME. The research method used a descriptive qualitative approach with a community service method based on mentoring, including observation, in-depth interviews, and hands-on practice in managing documents through the Online Single Submission system. The results show that through phased mentoring, UMKM Krecek Kulit Sapi Ashif successfully obtained an NIB and increased the owner’s awareness of PIRT food safety standards and halal certification procedures. The impact of this activity includes meeting administrative legality and improving knowledge, confidence, and professionalism in business management. Intensive mentoring proved crucial in transforming informal businesses into formal, legally protected entities.

Nur Zaeni; Neng Sri Komala; Uti Indrawati Lestari; Abdullah Ade Suryobuwono

International Journal of Economics and Management Sciences 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to analyze the influence of maritime competence, maritime safety management, and maritime regulations on maritime safety in Indonesia. The approach used in this literature review is descriptive qualitative. Data collection techniques include literature studies or reviews of relevant previous articles published between 2021 and 2026. The technique used in this literature review is Comparative Analysis. The data used in this descriptive qualitative approach comes from previous research relevant to this study and is sourced from academic online media such as Thomson Reuters Journal, Springer, Taylor & Francis, Scopus Q2-Q4 Emerald, Elsevier, Sage, Web of Science, Sinta Journal 2-5, DOAJ, EBSCO, Google Scholar, Copernicus, and digital reference books. The results of the study indicate that: 1) Maritime competence influences maritime safety in Indonesia; 2) Maritime safety management influences maritime safety in Indonesia; and 3) Maritime regulations influence maritime safety in Indonesia. The study concludes that a combined approach to enhancing maritime competence, management practices, and regulatory frameworks is critical in improving maritime safety in the region.

Iqbal Firdaus; Maisarah Maisarah; Novia Urfiyati; Yeni Agus Nurhuda; Gusti Aditya Aromatica Firdaus

Neptunus: Jurnal Ilmu Komputer Dan Teknologi Informasi 2026 Asosiasi Riset Ilmu Manajemen dan Bisnis Indonesia

The computer laboratory is an essential facility in higher education that requires efficient management of usage and environmental conditions to support the teaching and learning process. However, laboratory management at the Kalimantan Business and Technology Institute is still carried out manually, including scheduling, room condition monitoring, and report creation, which is prone to errors and time-consuming. This study aims to develop an Internet of Things (IoT)-based laboratory monitoring system prototype to improve the effectiveness of computer laboratory management. The approach used is Research and Development (R&D) with a prototype development model, allowing for design adjustments based on user feedback iteratively. Data were collected through observations, interviews, and document studies related to laboratory conditions and analyzed to determine the main system features, such as temperature and humidity monitoring, scheduling, and report generation. The results of the study show that the developed prototype can structure the laboratory workflow, provide real-time monitoring, facilitate schedule management, and simplify report preparation. This prototype is expected to serve as a foundation for developing a more comprehensive application, improving data accuracy, time efficiency, and the quality of laboratory management.

Isak Klafle; Ulul Albab; Sapto Pramono; Dian Ferriswara

International Journal of Social Sciences and Communication 2026 International Forum of Researchers and Lecturers

The Papua Special Autonomy Fund (Dana Otonomi Khusus Papua) represents a key instrument of Indonesia’s asymmetric fiscal decentralization aimed at reducing historical inequalities, accelerating regional development, and promoting social justice for Indigenous Papuans. However, after more than two decades of implementation, concerns persist regarding its effectiveness in producing equitable welfare outcomes, particularly with respect to accountability, targeting accuracy, and distributive justice. This literature review critically examines existing scholarly research on the governance, implementation, and impacts of Dana Otsus Papua, with an emphasis on how institutional arrangements shape policy performance and equity outcomes. The study employs a narrative–critical literature review enriched with systematic elements, including transparent search procedures, explicit inclusion and exclusion criteria, and thematic synthesis. Peer-reviewed journal articles and reputable conference proceedings were analyzed using thematic analysis and conceptual mapping to identify dominant findings, methodological approaches, and research gaps. The synthesis reveals recurring patterns across the literature. Accountability mechanisms remain fragmented and weakly integrated across planning, budgeting, monitoring, and evaluation processes. Targeting accuracy is inconsistent, with fiscal benefits frequently failing to reach Indigenous Papuans as intended. Moreover, distributive justice outcomes depend more on institutional recognition, participation, and governance capacity than on the size of fiscal transfers alone. The review also highlights a critical gap in integrative evaluations that link governance arrangements, implementation processes, and equity outcomes. The article concludes that improving Dana Otsus Papua requires a shift from expenditure-focused assessments toward governance- and justice-oriented evaluation frameworks. The study contributes theoretically by integrating accountability, implementation, and distributive justice perspectives, and offers practical insights for strengthening oversight, refining targeting mechanisms, enhancing participatory governance, and embedding digital tools within accountability systems.

Nur Mala Sari; Ulul Albab; Sapto Pramono; Dian Ferriswara

International Journal of Social Sciences and Communication 2026 International Forum of Researchers and Lecturers

Official travel constitutes a routine yet strategically significant component of local government administration, closely intertwined with bureaucratic processes, public financial management, and accountability arrangements. Despite its operational importance and fiscal visibility, official travel management has received limited integrative attention in the public administration literature, and existing studies remain fragmented across procedural, financial, and governance perspectives. This article addresses this gap by providing a comprehensive literature review on administrative efficiency in official travel management within local governments, with particular attention to bureaucratic processes and cost control mechanisms. Adopting a narrative–analytical literature review design, the study employs a state-of-the-art and theory-driven synthesis of recent peer-reviewed scholarship in public administration, public financial management, governance, and related fields. The analysis integrates thematic and conceptual synthesis techniques to identify recurring patterns, relationships among key concepts, and unresolved issues in the literature. The findings reveal consistent patterns of procedural inefficiency, including administrative burden, complex approval chains, and process fragmentation, which persist even under formal cost control and accountability systems. The review further demonstrates that compliance-oriented financial controls often secure fiscal conformity without necessarily improving administrative efficiency, particularly when misaligned with bureaucratic workflows and constrained by limited administrative capacity. Governance and accountability mechanisms enhance transparency and oversight but frequently prioritize answerability over performance learning, thereby legitimizing inefficiencies rather than resolving them. By synthesizing insights from Administrative Efficiency Theory, Public Financial Management, Bureaucratic Process Theory, Administrative Capacity Theory, and Governance and Accountability perspectives, this article advances an integrative conceptual framework that explains efficiency outcomes as systemic products of interacting institutional dimensions.

Dwi Ela Rahmawati; Musthafa Kamil

Jurnal Manajemen dan Ekonomi Bisnis 2026 Pusat Riset dan Inovasi Nasional

The work environment and teamwork are factors that play a role in improving employee performance, especially in the administration division which has a crucial role in supporting the smooth operation of the company. Unsupportive work environment conditions and suboptimal teamwork can have an impact on declining employee performance. Therefore, this study aims to determine the effect of the work environment and teamwork on improving the performance of employees in the administration division of PT Rick Auto. The method used is a quantitative method with a data collection technique through distributing questionnaires to all employees of the administration division of PT Rick Auto as many as 60 respondents using a saturated sampling technique. Data analysis was carried out using SPSS version 26 through multiple linear regression tests, t-tests, f-tests, and coefficient of determination tests. The results of the study indicate that partially the work environment does not have a significant effect on improving employee performance, while teamwork has a positive and significant effect on improving employee performance. Simultaneously, the work environment and teamwork have a significant effect on improving employee performance in the administration division of PT Rick Auto.

Fonny Kurnia Putri

DIAGNOSA: Jurnal Ilmu Kesehatan dan Keperawatan 2026 International Forum of Researchers and Lecturers

Teenage pregnancy remains a reproductive health issue in Indonesia, including in Batam City. According to data from the Batam City Health Office in 2024, there were 18 cases of teenage pregnancy (0.06%) with the Lubuk Baja Health Center being one of the highest areas. Pregnant teenagers are at high risk of complications such as anemia, malnutrition, and low birth weight (LBW), which contribute to high rates of maternal and infant morbidity. This study used a descriptive method with a case study approach on Ny. S, an 18-year-old teenager with a pregnancy in the Lubuk Baja Health Center area of Batam City in 2025. Data collection was conducted through interviews, observations, physical examinations, and SOAP documentation following the 7-step Varney obstetric management. The findings revealed that Ny. S experienced mild complaints such as nausea, reduced appetite, and anxiety about her pregnancy. After three visits, the mother's complaints decreased, appetite improved, anxiety decreased, and nutritional status was within normal limits. Comprehensive midwifery care with a biopsychosocial approach was proven effective in improving both the physical and mental health of pregnant teenagers and preventing pregnancy complications.

Latip Latip; Dede Mirza; Vestu Rizqi Nugroho; Andi Risky Firnanda

Jurnal Pengabdian Sosial 2026 Lembaga Pengembangan Kinerja Dosen

This community service activity was motivated by the limited capacity of village officials in providing government administration services, particularly in managing correspondence, archiving documents, and implementing standard operating procedures for services. This condition has resulted in the suboptimal quality of public services at the village level. The objective of this activity was to improve the capacity and competence of village officials in providing village government administration services to be more effective, efficient, and accountable. The method used was a participatory approach through the stages of problem identification, joint planning, regulation socialization, technical training, service simulations, and implementation assistance. The subjects of the activity were officials from Kadur Village, North Rupat District, Bengkalis Regency. The results of the activity showed an increase in the officials' understanding and skills in administrative management, the development of a more standardized administrative document format, and a growing collective awareness of the importance of orderly administration as part of good governance. In addition, internal leadership initiatives emerged that encouraged sustainable change within the village government environment. Overall, this activity had a positive impact on improving the quality of village administration services and was the first step towards a more professional transformation of village governance.

Prodalima; Nadya Gusva

Sevaka : Hasil Kegiatan Layanan Masyarakat 2026 STIKES Columbia Asia Medan

Effective communication through the SBAR (Situation, Background, Assessment, Recommendation) method is a crucial component in improving patient safety and the quality of nursing care. However, nursing students often fail to systematically implement SBAR communication during clinical practice. This community service project aims to improve students' SBAR communication competency through mentoring-based training with an experiential learning approach at RSU Haji Medan. The method used was a pretest–posttest design without a control group involving 15 nursing students. The intervention was carried out through the stages of reinforcing the SBAR concept, direct mentoring in the treatment room, and observation- and reflection-based evaluation. Competency was measured using an observation sheet covering the aspects of Situation, Background, Assessment, Recommendation, communication clarity, and self-confidence. The results showed an increase in the average score from 65.6 in the pretest to 83.8 in the posttest, with an average increase of 18.2 points and all participants experienced an increase (100%). These findings indicate that experiential learning-based mentoring is effective in improving students' SBAR communication competency. In addition to improving individual skills, this program also contributes to building a culture of professional communication and supporting patient safety in the hospital environment

Ramadhina Ramadhina; Adi Rizka; Iskandar Albin

Jurnal Ilmu Kesehatan 2026 Lembaga Pengembangan Kinerja Dosen

Fractures are conditions where there is a separation or rupture in the continuity of the bone structure, caused by excessive pressure that the bone cannot withstand. According to the World Health Organization (WHO), the incidence of fractures is expected to increase with the growing number of vehicles. The productive age group is particularly vulnerable to injury due to accidents. A lack of knowledge about fractures and First Aid methods can exacerbate the situation. This study aims to determine the impact of fracture education and First Aid simulation methods on the knowledge of students at SMA N 1 Lhokseumawe. The research used a quantitative quasi-experimental design with a one-group pretest-posttest design, involving 91 students. The instrument used was a knowledge questionnaire. The results showed that before the education and simulation, 44 respondents (48.4%) had a poor knowledge category, while after the education and simulation, 84 respondents (93.4%) were in the good category. The Wilcoxon test resulted in a P-value of 0.000, indicating a significant impact. The conclusion of this study is that fracture education and First Aid simulation methods are effective in improving students' knowledge about fractures and First Aid.

Dicky Dienial Habibillah Wijaya; Nida Hasanati; Rizki Maulana Hidayatullah

WISSEN : Jurnal Ilmu Sosial dan Humaniora 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

This study examines the factors influencing the phenomenon of quiet quitting in the context of contemporary organizations by reviewing empirical evidence published between 2021–2024. Quiet quitting refers to the psychological withdrawal of employees who remain formally employed but consciously limit their work involvement to the minimum required by the contract without any explicit intention to quit. Although this phenomenon has been widely discussed in academic literature, much of the research still examines quiet quitting in a fragmented way, lacking a comprehensive theoretical framework. This study adopts a systematic review approach following PRISMA 2020 guidelines, analyzing eight empirical articles indexed in Scopus and Google Scholar. The findings indicate that quiet quitting is influenced by individual factors such as burnout, emotional exhaustion, reduced job satisfaction, and low work engagement. Organizational factors include psychological contract violations, low perceived organizational support, unsupportive leadership styles, excessive workload, and an exclusive work culture. The findings can be understood within the Job Demands–Resources framework, where the imbalance between work demands and organizational resources triggers disengagement. This study contributes theoretically by integrating empirical findings into a more cohesive conceptual framework and provides practical implications for human resource management aimed at improving engagement and organizational sustainability.

Alifia Pasa Afryliyani; Joko Joko

Globe: Publikasi Ilmu Teknik, Teknologi Kebumian, Ilmu Perkapalan 2026 Asosiasi Riset Ilmu Teknik Indonesia

Education plays a crucial and essential role in improving the quality of human resource globally, thus a research was conducted with the aim of producing a product, namely a learning module. This module is one of the learning resources that can be used by students independently. Therefore, the module was developed to function as a learniing guide for students. The lerning model used in this research is Creative Problem Solving. In this learning model, the teacher presents problems so that students can find answers innovatively and sharpen  their critical thinking skills. The suitability of this learning module will be evaluated based on three aspect, namely validity, practicality, and effectiveness. Based on the research sample data, this consists of students from class XI Electrical Power Installation Techniques (TITL) 1 at SMKN 1 Driyorejo. This method uses the Research & Development (R&D) approach. The analysis of differences in learning outcomes was carried out using the One Group Pretest-Posttest Method, the treatment in the form of a learning module based on the Creative Problem Solving model was given to student. The research result show that (1) the modules suitability is stated as very valid wth a score of 89,60, (2) aspect, it is stataed as very practical with a total average reaching 90,60, (3) effectiveness is proven from the improvement in learning outcomes in terms of knowledge and domains with an average pretest score of 51,3, while the average posttest score is 85 with a significance of 0.000.

Roberto Jeronimo Cristovão; Emiliana Sri Pudjiarti

International Journal of Sociology and Law 2026 Asosiasi Penelitian dan Pengajar Ilmu Hukum Indonesia

This study aims to analyze bureaucratic transformation and public service innovation in the dynamics of the administrative capacity of the Dili City government, specifically at the Cristo Rei District Office, in realizing responsive, accountable, and quality public services. The research approach employed a mixed methods approach, collecting quantitative data through questionnaires from 12 respondents and qualitative data through in-depth interviews with four key informants: Fernando Araujo (District Head), Marciana de Jesus Soares (Head of Administration and Finance), Jose Sarmento (Head of Program Planning), and Ernesto Mendonça (Head of Public Relations). Statistical analysis showed that institutional capacity had a very strong influence on public accountability (r = 0.806; p = 0.002), while bureaucratic responsiveness had a very strong influence on the quality of public services (r = 0.727; p = 0.007). The interviews revealed concrete practices of bureaucratic transformation, such as effective internal coordination, orderly administrative procedures, one-stop service, and responsiveness to citizen needs. This study indicates that institutional capacity and bureaucratic responsiveness are the dominant factors in improving service quality, while formal accountability needs to be made more open and participatory. The findings support the Theory of Administrative Capacity and the New Public Service, and offer recommendations to strengthen participatory mechanisms and make performance evaluation more transparent.  

Fitrotul Uyun; Aan Fadia Annur

Jurnal Manajemen dan Pendidikan Agama Islam 2026 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

This study aims to determine the leadership strategies of school principals in improving the performance and discipline of teachers at Madrasah Ibtidaiyah Salafiyah Syafiiyah Hadirul Ulum Tasikrejo Pemalang, Central Java, as well as to identify the supporting and inhibiting factors when these leadership strategies are implemented. This study uses field research with a descriptive approach. The data collected was verbal data or words rather than numbers. The location of this research was at MI Salafiyah Syafi'iyah Hadirul Ulum Tasikrejo, Pemalang Regency. The informants in this study were the principal and classroom teachers. The data collection techniques used were observation, interviews, and documentation. The results of the study found by the researcher regarding the principal's strategy in improving teacher performance and discipline at MI Salafiyah Syafi'iyah Hadirul Ulum Tasikrejo, Pemalang Regency, are as follows: (a) conducting supervision (b) setting an example (c) motivating teaching staff (d) providing adequate facilities and infrastructure (e) providing opportunities to attend training or education (f) conducting evaluations. Meanwhile, the supporting and inhibiting factors are divided into several parts. First, there are two supporting factors, namely (a) a sense of togetherness and kinship within the school environment, and (b) the principal's commitment to improving school quality. Meanwhile, there are two inhibiting factors, namely (a) the suboptimal time management of teachers and (b) the work environment. Based on the results of this study, it can be concluded that the principal's leadership strategy plays a very important role in improving the performance and discipline of teachers at MI Salafiyah Syafi'iyah Hadirul Ulum Tasikrejo, Pemalang Regency. The implementation of appropriate strategies, supported by a sense of togetherness and the principal's commitment, can have a positive impact on teacher professionalism. However, there are still several inhibiting factors that need attention so that the implementation of leadership strategies can run more optimally.

Puji Lestari; Tutik Rahayu; Sri Wahyuni

Inovasi Kesehatan Global 2026 Lembaga Pengembangan Kinerja Dosen

Background: Cervical cancer remains a major health problem among women dueto low awareness of early detection. The Visual Inspection with Acetic Acid (IVA) test is a simple and effective screening method. Health education is needed to improve understanding and encourage early detection behavior. Therefore, this study aimed to determine the effect of health education about cervical cancer on IVA detection behavior among women of reproductive age in Bilutan Rejosari Village. Method: This study employed a Quasi-Experimental design with a Pretest–Posttest Group Design. The study population consisted of 150 women of reproductive age (15–49 years). Samples were selected using purposive sampling, resulting in a total of 66 respondents. Result: a significant difference between IVA detection behavior scores before and after the intervention (p-value = 0.000). A p-value < 0.05 indicates that the health education provided regarding cervical cancer significantly improved IVA detection behavior among women of reproductive age in Bilutan Rejosari Village. Conclusion: Health education has a significant effect on improving early detection behavior of cervical cancer through the IVA examination.

Ida Betanursanti; Galih Mahardika Munandar; Alifta Dicasani

Nusantara Mengabdi Kepada Negeri 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

Food Additives (BTP) in current consumer products increase the risk of non-communicable diseases such as diabetes, kidney failure, and cancer, particularly in children. Housewives play a central role in managing family consumption to minimize these risks. This community service activity aims to enhance the knowledge and awareness of 'Aisyiyah women in Buluspesantren, Kebumen Regency, regarding food safety and BTP regulations. The implementation method included preparing materials based on BPOM regulations, interactive education, product discussions, and simulations on reading nutrition labels. The results showed high enthusiasm from participants who are now more critical in distinguishing between natural and synthetic additives. Participants reported a significant improvement in their ability to identify food ingredients and additives in everyday products. The final evaluation recorded a 22.2-point increase in participant understanding. By establishing the habit of reading food labels, it is expected that the risk of non-communicable diseases within the family environment can be reduced, thus improving public health literacy and dietary choices within the community.

Abubakar, Mustapha; Ibrahim, Yusuf; Ajayi, Ore-Ofe; Saminu, Sani Saleh

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

The integration of Artificial Intelligence (AI) into precision agriculture has significantly improved plant disease recognition; however, many existing deep learning models remain computationally expensive and feature-redundant, limiting their deployment on low-power and edge devices. To address these limitations, this study proposes a lightweight framework for maize leaf disease recognition based on serial deep feature extraction, dimensionality reduction, and machine-learning–based classification. A pre-trained MobileNetV2 network is employed as a fixed feature extractor to obtain discriminative visual representations, while Principal Component Analysis (PCA) is applied to reduce feature dimensionality by approximately 76%, retaining 95% of the original variance and improving computational efficiency. The compressed features are subsequently classified using a Radial Basis Function Support Vector Machine (RBF-SVM), optimized via grid search and cross-validation. Experiments conducted on a four-class maize leaf disease dataset (Northern Leaf Blight, Common Rust, Gray Leaf Spot, and Healthy), with class imbalance handled during training, demonstrate that the proposed MobileNetV2–PCA–SVM pipeline achieves 97.58% accuracy, 96.60% precision, 96.59% recall, and 96.59% F1-score, outperforming the DenseNet201 + Bayesian-optimized SVM baseline (94.60%, 94.40%, 94.40%, and 94.40%, respectively). This improvement corresponds to a 2.98% accuracy gain, a 55% reduction in error rate, an 86% reduction in model parameters (20.31M to 2.75M), and an 85% reduction in model size (81 MB to 12 MB). These results indicate that the proposed framework provides a compact and efficient solution with strong potential for deployment in resource-constrained agricultural environments.