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Doni Ari Saputra; Yasir Yasir

Jurnal Ilmu Komunikasi, Administrasi Publik dan Kebijakan Negara 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

Instagram has become a strategic medium for government institutions in delivering public information, particularly weather and disaster-related information that requires speed, clarity, and ease of understanding. The BMKG of Gowa Regency utilizes digital communication innovations through the use of informative memes and a virtual character named Shinna as a visual communication strategy to enhance the effectiveness of information dissemination to the public. This study aims to analyze the influence of meme usage and the virtual character Shinna on the information satisfaction of Instagram users of BMKG Gowa Regency by employing the Stimulus–Response (S–R) theory perspective, which views visual messages as stimuli capable of eliciting cognitive and affective responses from audiences. This research adopts a quantitative approach using a survey method. Data were collected through an online questionnaire with a four-point Likert scale administered to followers of the BMKG Gowa Regency Instagram account who had viewed or interacted with meme content and the virtual character Shinna. Data analysis was conducted using Partial Least Squares–Structural Equation Modeling (PLS-SEM) with the assistance of SmartPLS software. The results indicate that the use of memes and the virtual character Shinna has a positive and significant effect on users’ information satisfaction, both partially and simultaneously. Meme usage shows a more dominant influence compared to the virtual character Shinna, while the coefficient of determination (R²) value of 0.834 indicates that both variables explain 83.4% of the variance in users’ information satisfaction. These findings confirm that public communication strategies based on memes and virtual characters are effective in enhancing audience understanding, comfort, and satisfaction with disaster-related information.

Bartia Yulinda; Muhariyanti Muhariyanti; Tiara Risdayanti; Delvianty Delvianty; Erlina Saputri

Jurnal Riset Rumpun Ilmu Pendidikan 2026 Lembaga Pengembangan Kinerja Dosen

This study was motivated by the important role of the school community in supporting the successful implementation of the Pancasila Student Profile as part of the Merdeka Curriculum. The purpose of this study was to analyze how principals, teachers, students, parents, and school committees contribute to the development of the six dimensions of the Pancasila Student Profile. The research used a qualitative approach with a case study design, involving in-depth interviews, observations, and documentation studies conducted at a secondary school during the period from August to October 2025. The results showed that the development of all dimensions of the Pancasila Student Profile was greatly influenced by the quality of collaboration within the school community. The principal plays a role in strengthening school policies and culture, teachers become facilitators in project-based learning, students take an active role as drivers of collaborative activities, while parents and committees provide moral support and program facilities. These findings imply that the success of strengthening the Pancasila Student Profile does not only depend on the curriculum structure, but also on the synergy of the school ecosystem that is created in a sustainable manner.

Dedi Gunawan Saputra; Filawati Filawati; Nur Hasbi; Rahmi Mardatillah; Ahmad Rizal Abdullah

Jurnal Riset Rumpun Ilmu Pendidikan 2026 Lembaga Pengembangan Kinerja Dosen

This study aims to (1) identify and describe the forms of rhetorical strategies used by students in language and literature learning, and (2) analyze the reflection and implementation of elements of Makassar cultural traditions in these rhetorical strategies. This study uses a qualitative approach with descriptive methods. Data collection techniques are carried out through direct observation of the learning process and in-depth interviews with students as research subjects. The data obtained are analyzed through the stages of data reduction, data presentation, and drawing conclusions. The results of the study indicate that students apply several main rhetorical strategies, such as the use of metaphors, similes, symbolic expressions, and local idioms that represent the values ​​of siri' na pacce, namely the concepts of self-esteem, solidarity, and empathy in Makassar culture. These culture-based rhetorical strategies are proven to be able to increase the effectiveness of academic communication, enrich language expression, and strengthen students' awareness and understanding of local cultural identity in the context of language and literature learning in higher education.

Muhammad Rafi Ramadhan; Muhammad Syihabuddin

Jurnal Penelitian Manajemen dan Inovasi Riset 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to analyze the inventory management practices of qurban cattle at Purnomo Sapi Mulyo Farm in Boyolali, Central Java, particularly in facing the surge in demand prior to Eid al-Adha. The research is motivated by the unique characteristics of qurban cattle inventory, which involves living assets, seasonal demand, and biological risks that differ significantly from conventional inventory management. A qualitative descriptive approach with a case study design was employed to capture in-depth information regarding inventory planning, procurement, storage, and sales practices. Data were collected through in-depth interviews with the business owner as the key informant, direct observation of operational activities, and documentation review. The findings reveal that inventory management at the farm is conducted in a responsive manner based on consumer orders, enabling the business to minimize overstock risks and operational costs. However, inventory recording remains manual and unstructured, potentially limiting the accuracy of cost calculation and long-term planning. Price fluctuations and supply availability are strongly influenced by the Eid al-Adha momentum, while cattle health and lead time are critical factors affecting inventory effectiveness. From a theoretical perspective, the study extends inventory management concepts to the context of live and seasonal inventory. Practically, the findings suggest that implementing a simple yet structured inventory recording system could enhance operational efficiency and decision-making accuracy in local qurban cattle farms.

Terra Saptina Maulani

Jurnal Inovasi Sosial dan Pengabdian 2026 Lembaga Pengembangan Kinerja Dosen

In facing the ever-evolving challenges of the times, creative and innovative thinking has become one of the essential competencies that must be possessed by the younger generation, particularly high school students. Creativity is not only useful in academic contexts but is also highly relevant to the development of entrepreneurial spirit. The earlier students are introduced to the process of generating business ideas, the greater their opportunities to develop their potential and create employment in the future. However, not all students have adequate access to or understanding of how to generate original and applicable business ideas. Therefore, a systematic and easy-to-apply approach is needed to assist them in the process of discovering new business ideas. One creative method that can be utilized is the SCAMPER approach (Substitute, Combine, Adapt, Modify, Put to Another Use, Eliminate, and Rearrange). This approach is a creative thinking technique aimed at modifying or developing existing products, services, or ideas into something new and valuable. Through this community service activity, the implementation team seeks to provide training and mentoring for high school students in exploring potential business ideas using the SCAMPER approach. It is expected that students will understand the creative thinking process in the context of entrepreneurship and be able to generate business ideas that are aligned with their surrounding environment and market needs.

Andri Saputra; Yuniansyah Yuniansyah

Jurnal Pengabdian dan Pembangunan Lokal 2026 Lembaga Pengembangan Kinerja Dosen

Training on a Bluetooth-based lighting control system with Arduino Uno for students of SMA Xaverius 3 Palembang is one of the community service activities carried out by lecturers from the Palcomtech Institute of Technology and Business and lecturers from Lembah Dempo University. The purpose of this activity is to increase students' knowledge and abilities to utilize Arduino Uno for lighting control. The activity was carried out on Tuesday, November 11, 2025 in Room 3.2 of the Palcomtech Institute of Technology and Business, Palembang. The training was attended by 36 students. The implementation method was carried out by presentation and practice. The training activities were divided into three parts, namely the first presentation about Arduino Uno, the second practice of using Arduino Uno for control, the third exercise by students as an evaluation material to determine the level of understanding of participants. The results of this activity are to increase students' knowledge about Arduino Uno and its various benefits, one of which is for lighting control. This implementation went very well where the training participants actively participated in the activities from the beginning to the end and were able to carry out the exercise on using Arduino Uno for lighting control well and on time, which means that participants could understand the material presented well.

Muhammad Zahran Saputra; Ardi Mustakim

Inovasi Kesehatan Global 2026 Lembaga Pengembangan Kinerja Dosen

Inflammation is a biological response that occurs as a defense mechanism of the body against tissue damage, infection, or exposure to harmful stimuli. Excessive or prolonged inflammation can lead to various chronic diseases and negatively affect overall health. Natural compounds derived from medicinal plants have gained attention as alternative anti-inflammatory agents due to their relatively lower side effects compared to synthetic drugs. Jatropha curcas is a plant traditionally used in herbal medicine and is known to contain various bioactive compounds. This study aims to examine the effect of Jatropha curcas leaf extract on inflammatory responses. The research method used was an experimental laboratory approach with extract preparation through maceration techniques. The anti-inflammatory effect was evaluated based on changes in inflammatory indicators observed during the treatment process. The results showed that Jatropha curcas leaf extract demonstrated potential anti-inflammatory activity, which was indicated by a reduction in inflammatory signs. The presence of secondary metabolites such as flavonoids, tannins, and saponins is suspected to contribute to this effect. These findings suggest that Jatropha curcas leaf extract has promising potential as a natural anti-inflammatory agent. Further research is recommended to explore dosage optimization and toxicity levels for safe therapeutic use.  

Muhimmah, Siti; Zuraidah, Zuraidah; Maulidin, M. Soleh

Populer: Jurnal Penelitian Mahasiswa 2026 Universitas Maritim AMNI Semarang

This study aims to analyze the effect of price on purchasing decisions of broiler chicken production inputs (sapronak) among partner farmers of PT Sejahtera Abadi Unggas, Kediri Unit. A quantitative approach with a causal research design was employed. The research sample consisted of 104 active partner farmers, selected using purposive sampling. Data were collected through structured questionnaires using a five-point Likert scale. The collected data were analyzed using validity and reliability tests, classical assumption tests, and simple linear regression analysis with the assistance of SPSS software. The results indicate that price has a positive and significant effect on purchasing decisions. The regression analysis produces the equation Y = 2.103 + 0.940X, with a significance value of 0.000, confirming that an increase in positive price perception significantly enhances purchasing decisions. Furthermore, the coefficient of determination (R²) of 0.699 shows that price explains 69.9% of the variation in purchasing decisions, while the remaining 30.1% is influenced by other factors not examined in this study. These findings highlight that competitive, fair, and value-based pricing strategies play a crucial role in strengthening long-term partnerships and sustaining purchasing behavior among broiler farmers. The study provides empirical evidence that can support managerial decision-making in developing effective pricing strategies within the agribusiness sector.

Indah Purnamasari; Julia Hermalina; Melidiya Anggun Sapitri

Jurnal Pengabdian dan Pembangunan Lokal 2026 Lembaga Pengembangan Kinerja Dosen

Hospitalization often triggers anxiety in children because of unfamiliar environments, invasive procedures, and disruption of daily routines. Pediatric nurses are expected to implement atraumatic care through developmentally appropriate, non‑pharmacological interventions. This community service program aimed to strengthen nurses’ and families’ skills in delivering puzzle‑based play therapy and to evaluate short‑term changes in children’s anxiety responses in the pediatric ward of Awal Bros Hospital, Batam. The program was conducted in December 2025 using an action-based approach: coordination with the ward team, preparation of graded puzzle sets and education media, bedside education for parents, and supervised play sessions. Four hospitalized children with different diagnoses (chemotherapy, childhood‑onset lupus erythematosus, febrile illness, and stoma care) participated. Anxiety was assessed before and after the session using an observation sheet and a faces anxiety scale adapted for clinical use. After a 20–30 minute session adjusted to the child’s developmental stage, all participants demonstrated lower anxiety scores and better cooperative behaviors. Caregivers also reported increased understanding of play therapy as part of holistic nursing care. Puzzle play therapy is feasible, low‑cost, and can be integrated into routine pediatric nursing to support coping during hospitalization.

Dwi Sandy Prayuda; Suparman Suparman; Dina Rispianti

Jurnal Transformasi Bisnis Digital 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to analyze in-depth the process of handling special livestock cargo agency for cattle on the MV Gloucester Express ship, as well as to identify the efforts and coordination carried out with relevant agencies to ensure the efficiency and effectiveness of services while the ship is in the unloading port. The research method used is descriptive qualitative. Data was collected through field research with participatory observation techniques during the fieldwork period at PT. Bahari Eka Nusantara, supported by library research to strengthen the theoretical foundation regarding ship agency management and special cargo regulations. The research findings show that the process of handling special livestock cargo agency at PT. Bahari Eka Nusantara is well-structured, involving the preparation of detailed supporting documents, starting from the ship's arrival report to its departure. The efficiency of the service heavily relies on tight coordination with port authorities (KSOP and Animal Quarantine) and compliance with applicable technical policies. However, technical obstacles were found, such as the unpreparedness of cargo documents from the shipper and coordination issues during docking. Improvement efforts are being made through enhanced digital communication and accelerated document validation before the ship's arrival to minimize waiting time at the port.

Mochamad Reza Adiyanto; M. Bagas Adi Saputra; Cindy Mildawati Virgina Putri; Nadaa Avria Hanum; Marta Margareta Dubri

Jurnal Pengabdian dan Pembangunan Lokal 2026 Lembaga Pengembangan Kinerja Dosen

Community Service Program (KKN) is an implementation of the Tridharma of Higher Education aimed at dedicating knowledge and technology to society. This article analyzes the implementation of the KKN program by students of Universitas Trunodjoyo Madura Group 30 in Buddagan Village, Pademawu District, Pamekasan Regency, focusing on community empowerment through aspects of environment, education, entrepreneurship, and village digitalization. The activities were carried out using a participatory approach with observation techniques, interviews, and discussions with the community and village stakeholders. The flagship programs include the socialization of used cooking oil for making aromatherapy candles, installation of environmental education plaques, anti-bullying socialization at SDN Buddagan 2, and the creation of the official social media for Buddagan Village. The results show an increase in community awareness, especially among PKK mothers, regarding the health and environmental dangers of used cooking oil and the potential for a creative economy based on domestic waste. The anti-bullying program successfully instilled empathy and mutual respect values in students, while the village digitalization strengthened public access to information and a positive village image. The KKN program in Buddagan Village has had a positive impact on social behavior changes in the community and serves as a model for sustainable community service.

Fina Rismayanti; Sapna Naina Arni Azzani; Nita Anggraeni; Sri Mulyeni

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

Loss and grief are psychological experiences that significantly affect an individual’s mental state. This process involves various emotional, cognitive, and behavioral changes that can affect a person’s well-being in the long term. This study aims to describe the emotional, cognitive, and behavioral affects that arise in individuals after experiencing loss, as well as the factors that strengthen or weaken their responses to the grieving process. The method used in this study is qualitative, with a literature review approach from various relevant clinical psychology and mental health studies. The results indicate that individuals who experience loss are vulnerable to increased emotional stress, anxiety, depression, and significant declines in social functioning. Furthermore, this article highlights that the quality of social support received, the way individuals make meaning of the loss, and the coping mechanisms they choose play a crucial role in determining the level of grief response. These factors can either accelerate or delay the healing process. An unresolved grieving process or one that is handled in an unhealthy manner can develop into more serious psychological disorders, such as Prolonged Grief Disorder (PGD). PGD is a condition characterized by difficulty in accepting the loss, which can persist for months or even years. This article emphasizes that loss is not merely an emotional disturbance but also a complex psychological process. This process requires a deep understanding, strong social support, and appropriate interventions to maintain an individual’s mental health and help them recover more effectively.

Tika Oktarina; Puspa Rini; Anadiya Pingki; Sucipto Febrianto; Harifin Saputra

Jurnal Pengabdian dan Pembangunan Lokal 2026 Lembaga Pengembangan Kinerja Dosen

This community service program focuses on the theme of creative economy with the aim of encouraging innovation in agricultural products to increase added value and income for Micro, Small, and Medium Enterprises (MSMEs) in Sumber Urip Village, Selupu Rejang District, Rejang Lebong Regency. Although the village has abundant agricultural potential, local products have not been optimally developed due to limited knowledge in processing, packaging, and marketing. The program employed a participatory-educative approach that emphasized active community involvement at every stage, including potential identification, socialization of creative economy concepts, product innovation training, and practical assistance in packaging and marketing. The participants consisted of farmers, MSME actors, and the Bukit Kaba Tourism Awareness Group (Pokdarwis) as strategic partners in developing a tourism-based market. The results indicate that the implementation of creative economy principles improved community understanding of product innovation, hygienic and value-added packaging, and appropriate marketing strategies targeting Bukit Kaba visitors. The strategic selling location at the Bukit Kaba tourism post further enhanced product visibility and market reach. Overall, this program demonstrates that creative economy-based community assistance can effectively strengthen MSME competitiveness, increase household income, and promote sustainable integration between agriculture, local entrepreneurship, and rural tourism development.

Rizky Saputra Tobing; Sigalingging, Ocha Hosea; Sinaga, Roberto Karlos; Lubis, Rhamanda Ardiansyah

Algoritma : Jurnal Matematika, Ilmu pengetahuan Alam, Kebumian dan Angkasa 2026 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

The increasing consumption of packaged food products in Indonesia reflects modern lifestyle changes but simultaneously raises public health concerns related to high calorie, sugar, and fat intake. Nutritional information presented on food labels consists of multiple interrelated variables, making it difficult to identify dominant nutritional factors that characterize packaged food products. This study aims to apply Principal Component Analysis (PCA) to reduce the dimensionality of nutritional data and to map the nutritional characteristics of packaged food products in Indonesia. The research employs a quantitative exploratory approach using secondary data obtained from nutrition facts labels of 1,651 packaged food products. Seven nutritional variables were initially analyzed, namely total energy, protein, total fat, total carbohydrates, sugar, sodium, and dietary fiber. Data preprocessing included data cleaning, Z-score standardization, and iterative variable selection based on the Kaiser-Meyer-Olkin (KMO) measure and Bartlett’s Test of Sphericity to ensure sampling adequacy and sufficient correlation among variables. Variables with low sampling adequacy and perfect multicollinearity were eliminated, resulting in five variables retained for the final PCA model. Principal components were extracted using the eigenvalue greater than one criterion and confirmed through a scree plot, followed by Varimax rotation to enhance interpretability. The results indicate the formation of two principal components explaining approximately 69.7% of the total variance. The first component represents energy density and macronutrient richness, while the second component reflects carbohydrate-related characteristics, particularly the contrasting pattern between sugar and dietary fiber. Biplot visualization further illustrates product distribution based on these components. The findings demonstrate that PCA effectively simplifies complex nutritional information and provides a clear nutritional mapping of packaged food products, offering practical insights for consumers, producers, and policymakers in supporting healthier food choices in Indonesia.

Zhaima saputri; Ika Putra Viratama

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

The development of digital technology requires elementary school teachers to design learning activities that are active, collaborative, and meaningful in accordance with the Merdeka Curriculum. This study aims to describe the design of collaborative learning media on the topic Benefits of Plants for Humans and Animals for third-grade elementary students by utilizing Seesaw as a project collection platform and Qreatif Educative as an interactive learning material media. This study employed a qualitative approach using a literature study method. Data were collected through the review of textbooks, national and international scientific journals, and curriculum documents relevant to the research topic. The results indicate that the integration of Qreatif Educative and Seesaw aligns with constructivist and contextual learning theories. Qreatif Educative supports students’ conceptual understanding through visual and interactive content, while Seesaw facilitates collaborative learning through project submission, reflection, and feedback. This collaborative learning media design has the potential to enhance students’ engagement, collaboration skills, and conceptual understanding in IPAS learning for third-grade elementary school students. Therefore, the use of Seesaw and Qreatif Educative can serve as an alternative digital learning media to support active and meaningful learning in elementary education.

Khusnul Khotimah Rijie; Ardi Mustakim

Inovasi Kesehatan Global 2026 Lembaga Pengembangan Kinerja Dosen

Papaya fruit (Carica papaya L.) is a tropical plant widely consumed as food and known to contain various bioactive metabolites with potential health benefits. The increasing interest in natural products as functional resources highlights the importance of reviewing the chemical characterization and health applications of papaya bioactive compounds. This article aims to systematically review the types of bioactive metabolites found in papaya fruit, the chemical characterization methods applied, and their potential applications in the health sector. This review was conducted through a literature study of relevant scientific articles, focusing on metabolite identification and biological activity evaluation. The results indicate that papaya fruit contains diverse bioactive metabolites, including flavonoids, phenolic compounds, alkaloids, saponins, terpenoids, and proteolytic enzymes. These compounds are commonly characterized using chromatographic and spectroscopic techniques. Several studies have reported that papaya bioactive metabolites exhibit biological activities such as antioxidant, antimicrobial, anti-inflammatory, and antidiabetic effects. This review suggests that papaya fruit has promising potential as a functional natural resource for health and pharmaceutical applications.

Aulia Sava Kamila; Indriana Dwi Saputri; Sofyan Hadi Saputra; Rani Setiawaty

Jurnal Ilmu Bahasa dan Pendidikan Guru Sekolah Dasar 2026 Asosiasi Periset Bahasa Sastra Indonesia

Indonesian language learning in elementary schools, especially on figurative language, still faces various problems, such as difficult to understand material, limited learning media, and low student interest and understanding. This is also experienced by fifth-grade students of SD 1 Mlati Lor who have difficulty recognizing types of figurative language and understanding their meaning well in context. This study aims to develop an interactive flipbook media about figurative language that highlights the local wisdom of North Sulawesi and test its feasibility and practicality for semantic learning. The method used in this study is research and development (R&D) with the ADDIE model, which consists of analysis, design, development, implementation, and evaluation. The research subjects were fifth-grade students of SD Negeri 1 Mlati Lor. Data collection was carried out through interviews, observations, validation by material and media experts, questionnaires for teachers and students, and learning outcome tests. Data were analyzed using qualitative and quantitative descriptive approaches. The results of the study indicate that the interactive flipbook media inspired by the local wisdom of North Sulawesi was considered very valid by experts. Furthermore, practicality testing demonstrated that teachers and students responded in the "very practical" category, indicating that the media was easy to use and well-received in learning. The application of local cultural elements has been shown to help students understand figurative language concepts more clearly and meaningfully. Therefore, the developed flipbook can be used as an alternative Indonesian language learning medium to improve students' semantic understanding and cultural knowledge in elementary schools.

Nawi Arrasyid Srg, Ja'far; Saputri Pulungan, Melinda; Nasution, Abdusima

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

The Industrial Revolution 4.0 has significantly transformed the education sector, including Islamic education. Digital transformation requires Islamic education to adapt while maintaining Islamic values as the foundation of learning. Islamic education faces challenges such as limited digital competence among educators, unequal technological infrastructure, and curricula that are not yet responsive to digital demands. Therefore, examining Islamic education in this era is essential. This study aims to analyze the role of Islamic education in the Industrial Revolution 4.0, identify challenges and opportunities in digital adaptation, and explore development strategies integrating Islamic values with digital technology. This study employs a literature review method by analyzing relevant national and international journal articles published within the last five years. The findings indicate that Islamic education plays a crucial role in strengthening moral values and character amid rapid technological advancement, while digital integration offers opportunities for adaptive and competitive learning development.

Rio Herdy Saputra; Dinda Anisa Septiani Putri; Riska Ayu Sekarsari; Adrian Yan Permana; Masitha Tismananda Kumala

Presidensial : Jurnal Hukum, Administrasi Negara, dan Kebijakan Publik 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

In Indonesia, maritime safety remains a problem. Ship captains and ship owners often disregard maritime safety standards, particularly for fishing vessels. Provisions for criminal liability for domestic fishing vessels that fail to meet maritime safety standards are an important legal instrument for regulating and enforcing maritime safety regulations in the fisheries sector. Failure of vessels to comply with safety requirements, such as the completeness of safety equipment, engine condition, and vessel structure, can potentially lead to accidents that endanger the lives of crew members and negatively impact the marine environment. This study uses a normative research method with a legislative approach. This article focuses on examining aspects of criminal liability, including the subjects, objects, and legal sanctions imposed for violations of maritime safety standards. The results indicate that perpetrators of violations can be subject to criminal sanctions in the form of fines, detention, and even revocation of vessel operating permits, taking into account human rights and environmental protection. Effective and synergistic law enforcement between relevant authorities is essential to provide a deterrent effect, encourage compliance with safety standards, and improve the system for the sustainability of marine resources.

Ade Irgi Firdaus; Ade Irgi Firdaus; Dwi Okta Djoas; Riefaldi Diofano Saputra; Indry Anggraeny +1 more

Jurnal Elektronika dan Komputer 2026 STEKOM PRESS

This research aims to develop a multiclass flower image classification system using the Convolutional Neural Network (CNN) algorithm with the EfficientNet architecture. The main problem addressed is the difficulty of manual identification of flower species that share high visual similarity. The research stages include collecting 17,299 flower images across 19 classes, performing data preprocessing such as image resizing, pixel normalization, and augmentation, followed by model training using the EfficientNet transfer learning approach. The model was trained for 10 epochs with an 80:20 training-validation data split. The evaluation results show that the model achieved a validation accuracy of 98.05% with a loss value of 0.0968, and an average precision, recall, and F1-score of 0.98. The trained model was then implemented into a web-based application built using the Next.js framework, enabling users to upload flower images and obtain real-time classification results via the Hugging Face API. The system successfully identified flower species with a confidence level of 99.87%. These findings demonstrate that combining a modern CNN architecture with transfer learning provides efficient and highly accurate flower classification performance, which can be effectively implemented for educational and digital conservation purposes.