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Showing 486 articles found for "Enhance"

Transformasi Desa Menuju Era Digital Melalui Literasi Teknologi Informasi

Mohd. Siddik, Maulana Dwi Sena, Ari Dermawan
Abstract: Akselerasi teknologi informasi memicu adanya kesenjangan digital (digital divide) di tingkat pedesaan akibat rendahnya literasi teknologi pada masyarakat non-produktif dan aparatur desa. Program Pengabdian kepada Masyarakat… kat (PKM) ini bertujuan mengatasi kendala operasional perangkat digital, kerentanan siber, serta mengoptimalkan administrasi publik di Desa Perapat Janji, Sumatera Utara. Melalui pendekatan Community-Based Education, program diwujudkan lewat dua klaster utama: Digital Literacy Academy untuk warga umum serta E-Government Literacy Workshop bagi aparatur desa. Hasil evaluasi menunjukkan dampak kuantitatif yang signifikan. Skor rata-rata literasi digital masyarakat umum melonjak sebesar 85,4%, naik dari nilai pre-test 42,5 menjadi 78,8 pada post-test. Sementara itu, kompetensi psikomotorik aparatur desa meningkat dari 48,0 menjadi 87,5, dengan tingkat keberhasilan 100% dalam pengarsipan berbasis cloud. Program ini berhasil mempercepat transformasi desa menjadi lebih cakap digital serta meningkatkan efisiensi layanan sosial kedesaan yang adaptif terhadap perkembangan teknologi. The acceleration of information technology has triggered a significant digital divide in rural areas due to low digital literacy among non-productive communities and village officials. This Community Service (PKM) program aimed to overcome operational digital device limitations, cyber vulnerabilities, and sub-optimal public administration services in Perapat Janji Village, North Sumatra. Utilizing a Community-Based Education approach, the project implemented two main initiatives: the Digital Literacy Academy for the general public and the E-Government Literacy Workshop for village officials. The evaluation showed significant quantitative impacts. The general public's average digital literacy score jumped by 85.4%, increasing from a pre-test score of 42.5 to 78.8 in the post-test. Meanwhile, the psychomotor competence of village officials rose from 48.0 to 87.5, achieving a 100% success rate in cloud-based digital archiving. This program successfully accelerated rural transformation toward digital proficiency and enhanced the efficiency of adaptive village social services.

COMPARATIVE ANALYSIS OF EXPLAINABLE AI USING LIME AND SHAP FOR DIABETES PREDICTION BASED ON LIFESTYLE FACTORS

Ricky Salim, Agung Mulyo Widodo
Abstract: The rapid advancement of artificial intelligence (AI) has significantly impacted the healthcare sector, particularly in supporting the early detection of diabetes; however, many AI models still face challenges due to their… ir black-box nature, where decision-making processes are not easily understood. This study aims to compare two Explainable Artificial Intelligence (XAI) methods, namely Local Interpretable Model-Agnostic Explanations (LIME) and SHapley Additive Explanations (SHAP), in interpreting the prediction results of an Artificial Neural Network (ANN) model using the Diabetes Health Indicator dataset. Prior to modeling, the data were preprocessed through cleaning and normalization to ensure quality and consistency. The trained ANN model was then analyzed using LIME and SHAP to evaluate the contribution of each feature to the prediction outcomes. The results show that both methods are capable of providing meaningful and interpretable explanations, although SHAP demonstrates more consistent and stable interpretations across the dataset. These findings highlight the importance of integrating XAI techniques to enhance model transparency, thereby increasing trust and supporting more reliable decision-making in clinical settings, particularly for diabetes diagnosis.

PENDEKATAN PERSONAL DALAM MENGATASI KESULITAN BELAJAR SISWA SEKOLAH DASAR: STUDI KASUS PADA SISWA KELAS V

Regina Sipayung, Lastri Helmalia Sitohang, Ella Sharifa Tamba, Herna Elisabeth Lumbanbatu, Elisabeth Sihombing, Kurnia Devi Saragih
Abstract: This study aims to determine the effectiveness of a personal approach in helping elementary school students who experience learning difficulties. The subject of the study was a fifth-grade student with the initials D, who… o showed obstacles in learning focus, motivation, and independence. The methods used included observation, interviews, and the provision of guidance services in two sessions. The results of the study indicate that a personalized approach can enhance self-awareness, problem-solving skills, and learning focus among students. Additionally, active support from parents and teachers plays a significant role in supporting the success of counseling. This study contributes to counseling practice in elementary schools by emphasizing the importance of empathetic and collaborative individual interventions.

Human Resource Management in the Digital Workplace: Challenges and Future Directions

Puja Sagita, Siska Yulia, Atras Fahran, Arief Noviarakhman Zagladi, Elfia Nora
Abstract: The rapid advancement of digital technologies has fundamentally restructured the nature of work and transformed the roles, practices, and strategies of Human Resource Management (HRM). This article presents a systematic… review of HRM challenges and opportunities within digital workplace environments, drawing on peer-reviewed literature published between 2015 and 2024. Five core dimensions of digital HRM transformation are examined: technology-based talent acquisition, remote and hybrid workforce management, continuous digital competency development, people analytics and data-driven decision-making, and the ethics of algorithmic management. The findings reveal that while digitalization enhances HR efficiency and organizational agility, it simultaneously introduces complex challenges related to employee well-being, digital equity, and data privacy. This article further proposes the Digital HRM Maturity Model as a conceptual framework offering organizations a structured pathway toward sustainable, human-centered digital transformation. Managerial implications and future research directions are discussed accordingly.

The Effectiveness of ADDIE-Based Negotiation Training among University Students

Azalia, Tyas Nur, Naaila Firya, Elisa Maisarah, Zahra Putri Nuraisyah, Nathania Syakirah El-Bahri, Nayla Nur Arrahmah, Regina Herdiana Putri, Raska Rahma Niah, Iman Permana
Abstract: This study examines the effectiveness of an ADDIE-based negotiation training program implemented for university students from multiple institutions. Using a quantitative one-group pre-test–post-test design, the study evaluates… valuates whether the structured application of the ADDIE instructional design model leads to measurable improvements in negotiation skills. Data were collected through pre-training and post-training surveys and analyzed using a paired-samples t-test. The results indicate a statistically significant increase in participants’ post-test scores compared to pre-test scores, confirming the effectiveness of the training intervention. The findings further demonstrate that the systematic alignment of needs analysis, instructional design, material development, interactive implementation, and quantitative evaluation contributed to positive learning outcomes. This study contributes to the literature on instructional design and talent development by providing empirical evidence that ADDIE-based training can effectively enhance negotiation skills in higher education contexts.

PENGEMBANGAN ALAT DESTILASI SEDERHANA UNTUK PENGUATAN KAPASITAS PRODUKSI ASAP CAIR HERBAL ANTI DIABETES BERBASIS ARDUINO DENGAN KONTROL SUHU OTOMATIS   DI CV. MOGA PERMATA PERKASA

Gimelliya Saragih, Fauzatu arabica Yatasya Hasibuan, Abdul Aziz Rahmansyah, Yenny Sitanggang, Dejoi Situngkir, Said Hanief, Dimas Frananta, Evita Wahyu, Vivi Purwandari
Abstract: The limitations of conventional distillation technology hinder micro, small, and medium enterprises (MSMEs) from producing herbal products with consistent quality. This study aims to develop an Arduino-based distillation… system equipped with automatic temperature control to improve the production capacity and quality of herbal liquid smoke at CV Moga Permata Perkasa. The research methods include system design and fabrication, functional testing, operator training, and performance evaluation. The results demonstrate a 35% increase in production capacity and stable temperature control within a ±2°C range during the distillation process. These findings indicate that the developed system effectively enhances production efficiency and product consistency. Furthermore, the proposed technology is affordable, easy to operate, and has strong potential for implementation and replication among similar MSMEs.

Implementasi CSA Report Untuk Mencegah Fraud Dan Temuan Audit Di PT. Abdi Budi Mulia

Irvan Rolyesh Situmorang, Frenky Situmorang, Yonson Pane
Abstract: Temuan audit internal yang muncul secara berulang menunjukkan bahwa mekanisme pengendalian yang diterapkan organisasi belum sepenuhnya mampu mendorong kepatuhan prosedur secara konsisten pada seluruh unit kerja. Kondisi… tersebut berpotensi meningkatkan risiko kesalahan operasional dan penyimpangan apabila tidak diantisipasi melalui pendekatan pengendalian yang bersifat preventif. Kegiatan pengabdian kepada masyarakat ini bertujuan meningkatkan pemahaman serta kemampuan staf dan manajemen PT. Abdi Budi Mulia dalam menerapkan Checklist Self Assessment (CSA) Report sebagai instrumen evaluasi mandiri untuk mendukung pencegahan fraud dan mengurangi temuan audit internal. Metode pelaksanaan menggunakan pendekatan partisipatif yang meliputi identifikasi permasalahan, pelatihan penyusunan CSA Report, pendampingan implementasi, dan evaluasi kegiatan. Hasil pelaksanaan menunjukkan bahwa peserta memperoleh pemahaman yang lebih baik mengenai pengendalian internal, manajemen risiko, dan pentingnya pengawasan mandiri dalam aktivitas operasional. Selain itu, peserta mampu menyusun indikator pengendalian, melakukan identifikasi risiko secara lebih sistematis, serta mengimplementasikan CSA Report sesuai dengan kebutuhan unit kerja masing-masing. Penerapan CSA Report juga mendorong terbentuknya mekanisme pengawasan yang lebih proaktif sehingga potensi kesalahan dan ketidaksesuaian prosedur dapat dikenali lebih awal sebelum menjadi temuan audit. Dengan demikian, implementasi CSA Report dapat menjadi alternatif solusi dalam memperkuat sistem pengendalian internal dan mendukung upaya pencegahan fraud secara berkelanjutan pada lingkungan perusahaan  Recurring internal audit findings indicate that existing control mechanisms have not fully ensured consistent procedural compliance across all work units. Such conditions may increase the risk of operational errors and irregularities if preventive control measures are not adequately implemented. This community service program aimed to enhance the knowledge and capabilities of staff and management at PT. Abdi Budi Mulia in implementing a Checklist Self Assessment (CSA) Report as a self-evaluation instrument to support fraud prevention and reduce internal audit findings. The program employed a participatory approach consisting of problem identification, CSA Report training, implementation assistance, and activity evaluation. The results demonstrated that participants gained a better understanding of internal control, risk management, and the importance of self-monitoring in operational activities. Participants were also able to develop relevant control indicators, identify operational risks more systematically, and implement CSA Reports according to the specific needs of their respective work units. Furthermore, the implementation of CSA Reports encouraged a more proactive monitoring mechanism, enabling potential errors and procedural non-compliance to be identified before becoming audit findings. Therefore, CSA Report implementation can serve as an effective alternative for strengthening internal control systems and supporting sustainable fraud prevention efforts within the organization

Digital Administrasi Dan Penguatan Manajemen Tata Kelola Kantor Desa Prapat Janji Berbasis Sistem Informasi

Sudarmin Sudarmin, Sumantri Sumantri, Santoso Santoso, Irianto Irianto
Abstract: Kantor Desa Prapat Janji menghadapi berbagai permasalahan dalam pengelolaan administrasi dan tata kelola pemerintahan desa, seperti pencatatan data yang masih dilakukan secara manual, keterlambatan pelayanan administrasi,… , kesulitan dalam pencarian arsip, serta belum optimalnya pemanfaatan teknologi informasi dalam mendukung pelayanan publik. Kegiatan pengabdian kepada masyarakat ini bertujuan untuk meningkatkan efektivitas administrasi desa melalui penerapan sistem informasi administrasi desa serta penguatan kapasitas aparatur dalam pengelolaan tata kelola berbasis digital. Metode yang digunakan meliputi observasi, identifikasi kebutuhan, pelatihan, pendampingan, dan evaluasi implementasi sistem. Hasil sementara menunjukkan bahwa penerapan sistem informasi mampu meningkatkan kecepatan pengolahan data administrasi sebesar 75%, mempercepat proses pencarian arsip hingga 80%, serta meningkatkan kompetensi aparatur desa dalam penggunaan teknologi informasi sebesar 85% berdasarkan hasil pre-test dan post-test. Selain itu, tingkat kepuasan perangkat desa terhadap penggunaan sistem mencapai 88%. Implementasi ini diharapkan mampu mewujudkan pelayanan publik yang lebih efektif, efisien, transparan, dan akuntabel di Desa Prapat Janji. The Prapat Janji Village Office faces several challenges in managing administrative processes and village governance, including manual data recording, delays in administrative services, difficulties in document retrieval, and the suboptimal utilization of information technology to support public services. This community service program aims to improve the effectiveness of village administration through the implementation of a village administrative information system and the strengthening of village officials’ capacity in managing digital-based governance. The methods employed include observation, needs assessment, training, mentoring, and system implementation evaluation. Preliminary results indicate that the implementation of the information system has increased the efficiency of administrative data processing by 75%, accelerated document retrieval processes by up to 80%, and enhanced the information technology competencies of village officials by 85%, based on pre-test and post-test evaluations. Furthermore, the satisfaction level of village staff regarding the use of the system reached 88%. The implementation is expected to promote more effective, efficient, transparent, and accountable public services in Prapat Janji Village.

Menuju Desa Modern Administrasi Digital Dan Manajemen Efektif

Nofriadi, Adi Prijuna Lubis, Indra Ramadhona Harahap
Abstract: Desa sebagai unit pemerintahan dasar memiliki peran strategis dalam pembangunan dan pelayanan publik, namun masih menghadapi berbagai kendala dalam administrasi dan manajemen. Pengelolaan yang masih manual menyebabkan pelayanan… layanan lambat, rawan kesalahan, serta rendahnya transparansi dan akuntabilitas. Selain itu, keterbatasan kompetensi aparatur desa dalam teknologi dan manajemen modern menghambat efektivitas perencanaan, pelaksanaan, serta evaluasi program pembangunan. Kondisi ini berdampak pada rendahnya kualitas layanan publik dan partisipasi masyarakat. Oleh karena itu, transformasi digital dan penguatan manajemen pemerintahan desa menjadi kebutuhan mendesak. Kegiatan Pengabdian kepada Masyarakat bertajuk “Menuju Desa Modern: Administrasi Digital dan Manajemen Efektif” dirancang untuk meningkatkan kapasitas aparatur desa melalui pelatihan dan pendampingan. Program ini bertujuan mengimplementasikan sistem administrasi digital yang terintegrasi serta manajemen pemerintahan yang efektif, guna meningkatkan efisiensi pelayanan, transparansi, dan kualitas tata kelola desa secara berkelanjutan Villages, as the lowest level of government, play a strategic role in development and public service delivery; however, they still face various challenges in administration and management. Manual administrative processes lead to slow services, a high risk of errors, and low levels of transparency and accountability. In addition, the limited competence of village officials in technology and modern management hinders the effectiveness of planning, implementation, and evaluation of development programs. This condition impacts the quality of public services and reduces community participation. Therefore, digital transformation and the strengthening of village governance management have become urgent necessities. A Community Service program entitled “Towards a Modern Village: Digital Administration and Effective Management” is designed to enhance the capacity of village officials through training and mentoring. This program aims to implement an integrated digital administrative system and effective governance management in order to improve service efficiency, transparency, and the overall quality of sustainable village governance

GROWTH ENHANCEMENT SWEET CORN

Surta Darma
Abstract: Study This aims to find out and deepen Improvement Growth Results Sweet Corn Plants ( Zea Mays) With Utilization Blotong and POC Seprint. This research was conducted on the land of the Department of Environmental Protection… ion Food, Agriculture and Fisheries Department of Medan City, Jl. Keramat Indah No. 4, Medan Southeast, Medan Denai District, North Sumatra. The experimental design that The design used in this study was a Randomized Block Design (RAK) with 3x3 factorial pattern with 3 replications with total treatment combinations as many as 9 treatments. Treatment factor of Blotong dose with symbol B consisting of 3 level that is : (B1) 0.50 kg/plot (B2) 1.00 kg/plot (B3) 1.50 kg/plot. Factor POC Seprint concentration with the symbol S which consists of 3 levels, namely: (S1) 4 ml/1 L water (S2) 8 ml/1 L water and (S3) 12 ml/1 L water. Observation data was carried out analysis of variance with F test at 5% level, if the difference is significant then the test followed by Duncan's test at 5% level. 1). The effect of the Blotong dose has an effect very real on plant height, number of leaves, flag leaf length, leaf width flag, weight of cob, diameter of cob, length of cob, but it has an effect real on production per plot And amount line per cob, whereas had no significant effect on the stem diameter of sweet corn plants ( Zea Mays ). 2). Based on the results and discussion, it can be concluded that the treatment POC Seprint does not have a very significant impact on all parameters Which observed. Addition fertilizer Seprint with concentration 12 ml/1 L water show results Which best compared to treatment other. 3). Interaction between treatment influences Blotong and POC Seprint no real effect on all observation parameters observed on sweet corn plants ( Zea Mays ).