Abstract:Penggunaan dompet digital yang terus meningkat menghasilkan banyak ulasan pengguna yang dapat dimanfaatkan untuk mengevaluasi kualitas layanan. Penelitian ini bertujuan meningkatkan akurasi klasifikasi sentimen pengguna…
dompet digital menggunakan metode Stacking Ensemble Machine Learning yang mengombinasikan Support Vector Machine (SVM), Multinomial Naïve Bayes (MNB), dan AdaBoost dengan Logistic Regression sebagai meta-learner. Data ulasan diproses melalui tahapan text preprocessing meliputi case folding, cleaning, tokenizing, stopword removal, stemming, dan pembobotan fitur menggunakan TF-IDF. Penyeimbangan data dilakukan dengan SMOTE, sedangkan evaluasi model menggunakan 5-Fold Cross-Validation. Hasil penelitian menunjukkan bahwa model Stacking Ensemble memperoleh akurasi rata-rata 80,55%, lebih tinggi dibandingkan algoritma dasar. Evaluasi menggunakan Confusion Matrix, Classification Report, dan ROC Curve juga menunjukkan peningkatan nilai precision, recall, F1-score, dan kemampuan diskriminasi model. Hasil ini menunjukkan bahwa pendekatan Stacking Ensemble Machine Learning efektif untuk meningkatkan akurasi klasifikasi sentimen pengguna dompet digital serta mendukung evaluasi kualitas layanan berbasis opini pengguna.
The rapid growth of digital wallet usage has generated a large volume of user reviews that can be utilized to evaluate service quality. This study aims to improve the accuracy of digital wallet user sentiment classification using a Stacking Ensemble Machine Learning approach that combines Support Vector Machine (SVM), Multinomial Naïve Bayes (MNB), and AdaBoost with Logistic Regression as the meta-learner. User reviews were processed through text preprocessing stages, including case folding, text cleaning, tokenization, stopword removal, stemming, and TF-IDF feature weighting. Synthetic Minority Over-sampling Technique (SMOTE) was employed to address class imbalance, while model performance was evaluated using 5-Fold Cross-Validation. The experimental results show that the proposed Stacking Ensemble model achieved an average accuracy of 80.55%, outperforming the individual base learners. Furthermore, evaluations based on the Confusion Matrix, Classification Report, and Receiver Operating Characteristic (ROC) Curve demonstrated improvements in precision, recall, F1-score, and the model's discriminative capability. These findings indicate that the proposed Stacking Ensemble Machine Learning approach is effective in improving the accuracy of digital wallet user sentiment classification and can serve as a reliable tool for supporting service quality evaluation based on user opinions.
Abstract:The advancement of information technology has accelerated digital transformation in healthcare, particularly through the implementation of Electronic Medical Records (EMRs). However, many healthcare facilities still use…
hybrid systems that combine manual and digital record-keeping without proper integration, resulting in inefficient patient data management. This study aims to develop an integrated hybrid Electronic Medical Record system at Damai Clinic to improve healthcare services and patient data management. A descriptive research method with a system development approach was employed through system analysis, problem identification, and system design. The results indicate that the proposed system successfully integrates patient registration, medical examination, pharmacy services, payment, and reporting into a single system. The hybrid implementation allows paper-based records to remain as supporting archives while electronic records become the primary source of patient information. The developed system is expected to improve service efficiency, reduce documentation errors, enhance data security, and support digital transformation in healthcare facilities.
Abstract:The Bunda Menyapa Campaign is a community service initiative designed to initiate institutional advocacy for early childhood education through the involvement of Bunda PAUD at the village and sub-district levels. This activity…
tivity was conducted in the form of a public discussion involving the Bunda Menyapa PKM project team, Bunda PAUD Desa Kedungbanteng Kecamatan Kedungbanteng, Banyumas District, and college students from the Early Childhood Education Teacher Education Study Program of Universitas Muhammadiyah Purwokerto. The students participated as the proposing group of the campaign idea and as the writers of the Bunda Menyapa campaign song. The activity aimed to formulate the initial embryo of the Bunda Menyapa Campaign as an institutional advocacy model to be proposed to Bunda PAUD Kabupaten Banyumas. The method consisted of participatory public discussion, campaign concept presentation, stakeholder dialogue, theme-song discussion, and initial review of a policy brief proposal. The result of the activity was the formation of an early campaign concept that integrates symbolic leadership, community communication, institutional advocacy, and policy recommendation. The discussion also opened an opportunity for the policy brief proposal to be developed into a practical advocacy document for strengthening PAUD governance in Banyumas District.
Abstract:Kegiatan Pengabdian kepada Masyarakat (PKM) ini bertujuan untuk meningkatkan kompetensi guru Pendidikan Anak Usia Dini (PAUD) melalui penguatan literasi dan pengembangan media pembelajaran berbasis deep learning. Program…
dilaksanakan dalam bentuk pelatihan, pendampingan, dan praktik pembuatan media pembelajaran berupa buku cerita anak yang kreatif dan edukatif. Permasalahan utama yang dihadapi mitra adalah rendahnya kreativitas guru dalam mengembangkan media pembelajaran literasi serta minimnya kolaborasi antara guru, sekolah, dan orang tua dalam mendukung pembelajaran anak usia dini.
Metode pelaksanaan kegiatan menggunakan pendekatan andragogi melalui model Project Based Learning (PBL) dan pendampingan intensif (coaching clinic). Tahapan kegiatan meliputi In-Service Training, On-the-Job Learning, implementasi pembelajaran di kelas, serta evaluasi hasil kegiatan melalui pre-test dan post-test. Peserta kegiatan berjumlah 38 guru PAUD dengan 32 responden yang mengisi instrumen evaluasi.
Hasil kegiatan menunjukkan adanya peningkatan pemahaman peserta setelah mengikuti pelatihan. Nilai rata-rata pre-test sebesar 10,3 meningkat menjadi 11,8 pada post-test. Selain itu, peserta mampu menghasilkan produk media pembelajaran berupa buku cerita anak yang sesuai dengan karakteristik anak usia dini dan mengintegrasikan unsur kreativitas, kolaborasi, serta nilai edukatif dalam pembelajaran. Kegiatan ini juga meningkatkan pemahaman guru mengenai penerapan deep learning, pemanfaatan media pembelajaran inovatif, serta penggunaan teknologi dan AI secara bijak dalam pendidikan.
Dengan demikian, kegiatan PKM ini berhasil meningkatkan kompetensi guru PAUD dalam pengembangan literasi dan media pembelajaran berbasis deep learning. Program ini diharapkan dapat mendukung terciptanya ekosistem pembelajaran yang kreatif, kolaboratif, dan bermakna bagi anak usia dini.
Abstract:Kegiatan pengabdian kepada masyarakat ini bertujuan untuk meningkatkan pemahaman dan keterampilan mahasiswa dalam memanfaatkan Artificial Intelligence (AI) pada penulisan karya ilmiah berbasis Al-Qur’an secara efektif dan…
dan etis. Metode yang digunakan adalah pendekatan Service Learning yang mengintegrasikan pembelajaran konseptual dengan praktik langsung, melibatkan 30 mahasiswa sebagai peserta. Pelaksanaan kegiatan dilakukan melalui beberapa tahapan, yaitu penyampaian materi, diskusi dan tanya jawab, praktik penulisan, serta refleksi dan evaluasi. Hasil kegiatan menunjukkan bahwa peserta mengalami peningkatan pemahaman terhadap konsep AI dan penerapannya dalam penulisan ilmiah, yang ditunjukkan melalui keterlibatan aktif selama proses pembelajaran serta kemampuan menghasilkan karya ilmiah secara sistematis. Selain itu, peserta juga menunjukkan peningkatan kemampuan berpikir kritis dalam menyikapi penggunaan AI, khususnya terkait aspek etika dan validitas informasi. Meskipun demikian, masih terdapat variasi kemampuan peserta dalam menyusun karya ilmiah serta potensi ketergantungan terhadap teknologi. Oleh karena itu, diperlukan pendampingan lanjutan dan penguatan literasi akademik serta etika penggunaan AI agar hasil pembelajaran lebih optimal dan berkelanjutan.
Abstract:Social and digital transformations have impacted early childhood parenting patterns, necessitating the strengthening of the family's role as the foundation for Islamic-based character education. This community service activity…
tivity aims to improve literacy and practice of Islamic parenting through the Quranic Parent School program at the Merpati Early Childhood Education Post in Kutawaluya District. The program is designed to build synergy between schools and families in supporting the social-emotional and spiritual development of early childhood. The method used is a community-based participatory approach with stages of needs identification, joint action planning, parenting class implementation, and periodic reflection and evaluation. Activities are implemented through workshops, reflective discussions, simulations of Islamic parenting practices, and the establishment of a parent forum as a forum for program sustainability. The results of the activity indicate an increase in parents' understanding of the concepts of fitrah (natural nature) and adab (good manners), changes in communication patterns to be more empathetic, and consistent habits of worship and restrictions on gadgets at home. Further impacts are seen in increased discipline and emotional regulation of children at school and the formation of a Quranic family learning community. The implications of this activity confirm that strengthening Islamic parenting through the Quranic Parent School model is effective in encouraging family-based social transformation and has the potential to be replicated in other PIAUD institutions with similar characteristics.
Abstract:The development of digital technology presents innovative opportunities in early childhood learning, particularly in stimulating language skills through interactive and meaningful approaches. Fairy tales as an educational…
l medium have narrative power in enriching vocabulary and building children's expressive abilities, especially when combined with Islamic values and multimedia support. This community service activity aims to improve the competence of early childhood education teachers in implementing interactive Islamic storytelling based on multimedia to optimize children's language development in Kutawaluya District. The method used was a participatory approach through the stages of needs assessment, workshops, media creation practice, classroom implementation assistance, and evaluative reflection with the teacher community. The results of the activity showed an increase in teacher capacity in designing and using digital media pedagogically, changes in learning interaction patterns to be more dialogic, and increased verbal participation of children in storytelling activities. In addition, a community of teacher practice was formed that collaboratively developed Islamic storytelling media as a sustainable innovation. The implications of this activity confirm that the integration of technology, Islamic values, and a participatory approach effectively encourages the transformation of early childhood learning practices. This model has the potential to be replicated in similar contexts to strengthen the quality of adaptive and character-building early childhood education.
Abstract:Village development planning that is not grounded in data can lead to poorly targeted programs, particularly for settlement-environment issues such as solid waste, sanitation, drainage, and neighborhood space quality. This…
is community service program aimed to improve residents’ literacy in data-based planning and strengthen meaningful participation in formulating settlement-environment program proposals. The activity was conducted in Kalijaga Village, Aikmel Subdistrict, East Lombok Regency, on 17 November 2025 as a special village deliberation meeting (Musyawarah Desa Khusus; Musdesus) involving 75 participants representing village stakeholders, including youth and community organizations (Karang Taruna and the Village Community Resilience Institution/Lembaga Ketahanan Masyarakat Desa; LKMD). A participatory education approach was applied through short lectures, focused discussions, and hands-on proposal drafting using simple minimum data and a standard structure (problem–location–target group–indicators–resource needs). Evaluation was descriptive using facilitator field notes and a proposal-completeness rubric. Of 49 written proposals collected (N=49), 40 (81.6%) met all minimum elements, while 9 (18.4%) were incomplete. The results indicate a shift from general complaints toward more structured proposals with clearer locations, target groups, and basic indicators. Data-based village planning education is a low-cost intervention to improve the quality of community participation outputs and enhance the readiness of proposals for subsequent village planning processes..
Abstract:Cocoa is a strategic commodity in Southeast Aceh Regency, but farmer productivity and income remain low due to limited implementation of Good Agricultural Practices (GAP) and poor access to price information. This community…
ity service activity aims to improve farmers' capacity through an integrated approach that combines improving cocoa cultivation knowledge, strengthening the implementation of GAP, and utilizing real-time cocoa price information applications. The activity was carried out in December 2025 through stages of socialization, technical training, field demonstrations, introduction to price applications, as well as mentoring and evaluation. The results of the activity showed an increase in farmers' knowledge levels from low to medium to high, especially in terms of price information. Initial improvements in GAP adoption were reflected in pruning, fertilization, garden sanitation, pest control, and harvesting and post-harvesting practices that were more in line with standards. Access to price information shifted from dependence on middlemen to the use of applications and market comparisons, which increased farmers' independence in determining the time of sale. The price range difference between farmers and market references confirms that limited information weakens farmers' bargaining position. Overall, the integrated approach has proven relevant in improving farming efficiency and strengthening the basis for increasing cocoa farmers' income, although the sustainability of the impact requires continued assistance and strengthening of farmer institutions.
Abstract:This community service program aims to empower Pondok Pesantren Daarus Sunnah Rangkas Bitung through the application of technology for producing environmentally friendly cleaners made from rose extract. This activity was…
implemented in response to the needs of the pesantren's laundry unit serving approximately 300 students, as well as to provide entrepreneurial training for teachers and students. The method used is Community-Based Participatory Research (CBPR) with direct training and continuous mentoring approaches. Activities include socialization, product manufacturing training, hands-on practice, and production and marketing assistance. The results show a significant increase in participants' knowledge and skills in producing environmentally friendly cleaners. The products have been used in the pesantren's laundry unit and have potential to be marketed to the wider community. This program contributes to improving teachers' welfare through alternative income sources and equips students with entrepreneurial skills. Program outputs include publications in mass media, documentation videos on YouTube, and journal articles under review. This activity aligns with the Sustainable Development Goals (SDGs), particularly goal 8 (inclusive economic growth) and goal 12 (responsible consumption and production).