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:This study examines the implementation of the Local Tax on Certain Goods and Services (PBJT) in hotels in Bogor Regency and its impact on Regional Original Revenue (PAD) after Law No. 1 of 2022. Using a quantitative approach…
oach based on Edward III’s model, the study analyzes communication, resources, disposition, and bureaucratic structure. Data from 684 respondents were analyzed using multiple linear regression. Results show PBJT significantly increases PAD (R²: 71.7%–76.0%; p < 0.001), with bureaucratic structure and resources as the most influential factors. However, challenges remain, including unclear communication, limited resources, and low taxpayer compliance. Strengthening institutional capacity, improving coordination, and enhancing taxpayer compliance are recommended to optimize PAD.
Abstract:This study examines the management processes involved in developing green infrastructure for Islamic educational institutions, specifically focusing on the construction of madrasah buildings using green building concepts.…
. It investigates how environmental sustainability principles can be systematically integrated into the planning, design, construction, and operational phases of madrasah development projects. Utilizing a qualitative case study approach combined with document analysis, this research analyzes two madrasah building projects in Indonesia that have implemented green building strategies. Data were collected through in-depth interviews with project managers, architects, contractors, madrasah leaders, and stakeholders, alongside analysis of project documents, designs, and specifications. Findings reveal that successful implementation requires an integrated management approach encompassing green design adaptation to local context, sustainable material sourcing, energy and water efficiency integration, waste management during construction, and life-cycle cost considerations. The study identifies key enablers including leadership commitment, technical expertise, community participation, and Islamic ethical alignment, while highlighting challenges such as budget constraints, regulatory gaps, and technical capacity limitations. This research contributes a framework for madrasah green building project management that balances environmental responsibility with educational functionality and Islamic architectural values.
Abstract:This study explores the implementation of Green Technology (Greentech) in the dual domains of administrative management and pedagogical processes within Islamic education institutions (madrasahs, Islamic schools, and pesantren).…
antren). It investigates the potential of Greentech—encompassing energy-efficient hardware, paperless systems, cloud computing, digital learning platforms, and IoT-based resource monitoring—to reduce environmental impact while enhancing operational efficiency and learning outcomes. Employing a mixed-methods sequential explanatory design, the research first surveyed a broad sample of institutions to map adoption levels, followed by in-depth case studies of early adopters. Findings indicate significant potential for reducing carbon footprint and operational costs through virtualization of services, e-learning integration, and smart facility management. However, major challenges persist, including high initial investment, digital literacy gaps among educators, concerns over technology's influence on traditional Islamic pedagogy (talaqqi), and inadequate technological infrastructure. The study concludes that a strategic, values-driven approach aligning Greentech adoption with maqashid sharia (particularly hifdz al-mal/resource preservation) is crucial. It presents a phased integration model that prioritizes technologies offering both environmental and educational benefits, advocating for a balanced fusion of technological efficiency and the preservation of relational, character-based Islamic learning.
Abstract:This study explores the model of leadership and decision-making within Eco-Pesantrens (Islamic boarding schools with an ecological focus) in Indonesia. It investigates how Islamic values (e.g., khalifah [stewardship], mizan…
zan [balance], amanah [trust]) are integrated with modern environmental health principles (sustainability, conservation, waste management, ecosystem health) in the strategic and daily decisions of pesantren leaders. Using a qualitative case study approach with in-depth interviews, observation, and document analysis at several pioneering Eco-Pesantrens, this research identifies key leadership paradigms, decision-making processes, and implementation strategies. Findings reveal that successful integration creates a holistic leadership model that aligns spiritual, educational, and environmental objectives. Leaders act as transformative agents, internalizing eco-Islamic theology into institutional policies, curricula, and community practices. The study concludes that the Eco-Pesantren leadership model offers a significant framework for sustainable community development rooted in local religious wisdom. It recommends further development of this paradigm for broader application in Islamic educational institutions and communities facing environmental challenges.
Abstract:Financial independence remains a critical challenge for Islamic educational institutions, primarily due to their persistent reliance on external funding sources. Such dependency not only undermines financial stability but…
t also constrains institutional autonomy and long-term sustainability. This article aims to conceptually examine pathways toward financial independence in Islamic educational institutions through a zero capital approach. Employing a qualitative library research design, this study critically analyzes scholarly books and peer-reviewed journal articles related to Islamic education management, social entrepreneurship, and non-profit organizational governance. The findings reveal that financial independence is not solely determined by the availability of financial capital, but rather by the institution’s capacity to optimize non-financial assets, including social capital, intellectual capital, and symbolic capital. The zero capital approach emerges as a transitional strategy that encourages the effective utilization of internal resources, competency-based productive innovation, and operational efficiency through digitalization. The novelty of this article lies in repositioning financial independence as a structural, asset-based process aligned with Islamic values, rather than as an instant outcome driven by monetary capital. This study contributes to the advancement of Islamic education management discourse and offers strategic insights for institutional leaders seeking sustainable financial independence under resource constraints.
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.
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:Advances in information and communication technology have spurred substantial changes in legal transaction procedures in Indonesia, primarily through the utilization of electronic agreements. Agreements that were previously…
sly made in traditional paper formats are now frequently conducted digitally, raising legal concerns regarding their legality, validity, evidence, and legal protection for the involved parties, particularly consumers. Although electronic agreements are normatively recognized in the Civil Code (KUHP) and the Law on Electronic Information and Transactions, practical implementation issues persist, leading to legal uncertainty. This research employs a normative legal methodology utilizing statutory, conceptual, and comparative approaches. Data was obtained through a literature review of primary, secondary, and tertiary legal sources related to electronic agreements and civil legal protection. Qualitative descriptive analysis was conducted to investigate the legal status of electronic agreements and the legal protection available for the parties within the Indonesian legal framework. The discussion results indicate that electronic agreements possess legal validity and binding force equivalent to traditional agreements, provided they meet the criteria for a valid agreement as outlined in Article 1320 of the Civil Code and the provisions of the Information Technology Law. Legal protection in electronic agreements encompasses legal certainty, the recognition of electronic document and signature evidence, and consumer protection against detrimental standard clauses. Nevertheless, challenges remain in establishing party identification, ensuring the integrity of digital contracts, and addressing power imbalances between commercial entities and consumers. This study concludes that while electronic agreements are legally recognized under Indonesian civil law, enhancing legal protection requires strengthened regulations, consistent law enforcement, and improved legal and digital literacy among the public to ensure secure, fair, and equitable electronic transactions.
Abstract:The advancement of digital technology has brought significant changes to the legal system, particularly in the use of electronic evidence as a means of proof in court. However, the validity of digital forensic evidence is…
s often questioned due to various technical, procedural, and legal challenges. This study aims to analyze the factors contributing to the failure of digital forensic evidence in legal proceedings and to formulate recommendations for improving its validity. The method used is a Systematic Literature Review (SLR) by examining various academic sources that discuss issues of digital evidence validity, forensic standards, and emerging legal challenges. The results of the study indicate that the failure of digital evidence generally stems from non-compliance in the processes of data collection and preservation with chain of custody standards, insufficient competence of law enforcement officers in digital technical aspects, and conflicts between legal requirements and data privacy regulations, such as the GDPR and CCPA. The case study of online gambling 2020, at the South Jakarta District Court confirms that the absence of forensic verification and chain of custody documentation caused the digital evidence to lose its probative value. Therefore, it is necessary to establish standardized forensic procedures, provide training and certification for law enforcement officials and forensic experts, and develop national guidelines for managing digital evidence aligned with international standards. This research is expected to contribute to strengthening the integrity and validity of digital evidence, thereby enhancing the enforcement of justice in the digital era.