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.
Abstract:The rapid advancement of Artificial Intelligence (AI) introduced Virtual Influencers (VIs) as innovative digital marketing tools, yet their adoption in high-trust sectors like banking presented unique challenges. This study…
udy analyzed the potential impact of using VIs on consumer perception and marketing ethics within the context of digital security campaigns. A qualitative-contextual approach was employed, examining Bank Central Asia’s (BCA) “Don’t Know? Kasih No!” (DKKN) campaign as a primary case study. The research explored the implications of replacing a highly credible human figure, Indro Warkop, with a VI. Drawing on Source Credibility, Parasocial Relationship, and Marketing 6.0 theories, the analysis identified an inherent trust deficit in VIs. Results indicated that while the actual DKKN campaign successfully garnered over 100 million views and reduced customer financial losses by 41%, a hypothetical AI-led version would likely trigger consumer skepticism due to a lack of experiential authenticity. Furthermore, an ethical paradox was discovered where mandated AI transparency disclosure triggered skepticism among Gen Z users. It was concluded that for high-stakes financial communication, human influencers remained superior due to their emotional relatability and the "sentience factor" required for cybersecurity advocacy. This paper recommends that banking institutions limit VIs to functional roles rather than high-stakes security literacy.
Abstract:Discourse on constitutionalism often emphasizes the existence of a written constitution as the foundation of democratic governance. Yet, constitutionalism is not merely about the text but it is about the lived practices…
that give substance to constitutional ideals. This article interrogates the extent to which participation moves beyond symbolic consultation to become a substantive mechanism that embodies constitutionalism in practice. The central research question is how can meaningful public participation be conceptualized and operationalized as the essence of constitutionalism in legislative processes? It examines constitutional provisions, statutory frameworks, and judicial interpretations in selected jurisdictions. The analysis is enriched by theoretical frameworks of deliberative democracy and participatory constitutionalism, which highlight the normative value of inclusivity, transparency, and accountability in law making. The article concludes that embedding meaningful public participation transforms law-making from a formal exercise of authority into a constitutional practice that legitimizes governance, strengthens democracy.
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.
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
Abstract:Penelitian ini bertujuan untuk menganalisis pengaruh cyber public relations yang dilakukan melalui akun Instagram @mustikaratuind terhadap citra merek produk kosmetik Mustika Ratu. Sebagai salah satu merek kosmetik tradisional…
sional terkemuka di Indonesia, Mustika Ratu menghadapi tantangan besar dalam mempertahankan eksistensi merek di tengah persaingan dengan kompetitor lokal maupun internasional yang semakin aktif secara digital. Dalam konteks ini, pemanfaatan media sosial sebagai strategi public relations menjadi penting untuk membentuk persepsi positif konsumen. Instagram dipilih karena memiliki daya tarik visual yang kuat serta tingkat interaktivitas yang tinggi di kalangan pengguna. Penelitian ini menggunakan pendekatan kuantitatif dengan metode survei terhadap 100 responden perempuan usia produktif yang mengikuti akun @mustikaratuind. Instrumen penelitian berupa kuesioner yang telah diuji validitas dan reliabilitasnya. Data dianalisis menggunakan regresi linier sederhana dan uji t untuk menilai pengaruh cyber public relations (transparency, internet porosity, the internet as an agent, dan richness in content and reach) terhadap citra merek (strength of brand associations, favorability of brand associations, dan uniqueness of brand associations). Hasil penelitian menunjukkan bahwa cyber public relations berpengaruh positif dan signifikan terhadap citra merek, dibuktikan dengan nilai t hitung sebesar 11,839 yang lebih besar dari t tabel 1,9844. Nilai koefisien determinasi (R Square) sebesar 58,9% menunjukkan bahwa variabel cyber public relations mampu menjelaskan 58,9% variasi dalam citra merek, sedangkan 41,1% sisanya dipengaruhi oleh faktor lain di luar penelitian ini" karena saya mau menjelaskan bahwa seberapa besar variabel X (cyber public relations) mampu menjelaskan variasi pada variabel Y (citra merek). Kekuatan hubungan ini berada pada kategori sedang, artinya cyber public relations cukup efektif namun masih memerlukan peningkatan untuk mencapai kategori kuat. Berdasarkan hasil ini, disarankan agar Mustika Ratu memperkuat kreativitas konten sekaligus mempertahankan interaksi positif dengan audiens melalui media sosial serta inovasi produk agar citra merek lebih kompetitif.
Abstract:Women's empowerment at the grassroots level is often constrained by weak administrative practices and the absence of transparent financial management systems. This research aims to analyze how orderly administration and…
financial bookkeeping can strengthen women’s empowerment within the PKK Dawis 2 group in Surodinawan Village, Mojokerto City. Using a descriptive qualitative method with a case study approach, data were obtained through interviews, observations, and document analysis. The implementation of structured administrative procedures, including agenda preparation, attendance recording, and systematic documentation, resulted in increased participation, clearer decision-making processes, and stronger organizational coordination. Likewise, the adoption of basic financial bookkeeping enabled members to record income and expenditures accurately, prepare monthly financial reports, and improve accountability in managing community funds. The findings show that training and guided practice helped members build confidence, develop financial literacy, and contribute more actively to organizational activities. Overall, the study concludes that strengthening administrative discipline and transparent bookkeeping significantly enhances women’s agency and organizational resilience, offering a practical model for similar community groups.
Abstract:The rapid evolution of digital technologies, particularly live streaming features in e-commerce platforms, has significantly transformed consumer behavior while introducing new risks to consumer protection. Live streaming…
g based commercial transactions often involve real time, visually driven interactions that encourage impulsive purchasing decisions, making traditional regulatory frameworks insufficient. This study aims to analyze the primary factors influencing consumer protection in live commerce settings by examining five core variables: product transparency, platform accountability, perceived risk, consumer trust, and digital literacy. Utilizing a qualitative exploratory approach, this research conducted a comprehensive literature review of 77 international journal articles published between 2020 and 2024. The findings indicate that product transparency and platform accountability are fundamental to enhancing consumer trust and reducing perceived risks, whereas digital literacy acts as a moderating factor that empowers consumers to make informed decisions. The study proposes a conceptual framework that integrates behavioral and regulatory dimensions, offering both theoretical insights and practical implications for improving consumer protection in fast paced, interactive digital marketplaces.
Abstract:This study observes university students' perspectives on corruption and civic integrity in Indonesia through a survey of 24 active students. The survey covered aspects such as awareness of corruption, the importance of personal…
ersonal integrity, and the role of students in combating corruption. The majority of respondents acknowledge the importance of integrity in daily life, demonstrate a fair understanding of corruption issues, and recognize a significant role for students in anti-corruption efforts. However, skepticism exists regarding the effectiveness of Indonesia's legal system in addressing corruption. The findings underscore the need for enhanced education on the dangers of corruption, the reinforcement of integrity values, and a call for more transparent and rigorous law enforcement.
Abstract:This research aims to analyze public administration ethics in the implementation of work at the West Sumatra Province Social Service. Public administration ethics is an important aspect that influences the quality of public…
lic services and public trust in the government. The method used in this research is a qualitative approach with data collection techniques through interviews, observation and documentation studies. The research results show that there are several challenges in implementing public administration ethics, such as a lack of employee understanding of the code of ethics, low transparency in decision making, and the practice of nepotism. However, there are also efforts made by the Social Service to improve work ethics, such as ethics training for employees and implementing a monitoring system. This research recommends the need to increase ethical awareness among employees and strengthen monitoring mechanisms to create a more ethical and transparent work environment.