Abstract:The increased integration of operational technology (OT), Internet of Things (IoT), and business IT systems has allowed sophisticated attackers to circumvent isolated security features and launch cross-platform assaults.…
Current fragmented techniques, with discrete detectors monitoring Modbus, Kubernetes, MQTT, or other domain-specific protocols, cannot handle cross-system risks. These methodologies overlook 68% of multi-vector marketing that uses both physical and digital channels. This study introduces a transfer learning architecture to integrate detection capabilities by correlating threats across protocols, devices, and settings. The architecture generates a unified feature space that extracts behavioral semantics from industrial control system logs, cloud telemetry, network traffic, and device-level signals to produce protocol-agnostic threat representations. Adversarial domain adaptation and semantic graph embeddings enable cross-domain knowledge transfer with minimum retraining. Security teams may now discover kill chains like infected cloud containers preceding illegal PLC command execution every 23 minutes. Validated against real-world attack datasets from water treatment facilities (OT) and cloud infrastructure (IT), the system achieved 93.4% cross-platform attack recall, a 41.3 percentage point improvement over prior methodologies. It reduced OT data labeling by 89% and false positives by 93.5%. This paradigm shift transforms threat correlation from a reactive, domain-specific process to adaptive intelligence, boosting resilience for critical infrastructure, industrial ecosystems, and smart environments facing cyber-physical hazards. The framework's practical validation in energy, industry, and vital infrastructure shows its importance in protecting an increasingly linked world.
Abstract:This study investigates the influence of artificial intelligence (AI) integration on strategic financial management in large corporations. Focusing on a sample of 20 Fortune 500 companies from diverse industries, the research…
earch employs a quantitative, descriptive-analytical approach utilizing secondary data from financial reports and AI system logs. The findings reveal that AI adoption significantly enhances forecasting accuracy, risk identification, and operational efficiency, while also enabling financial managers to redirect resources toward creative and strategic initiatives. However, the study also identifies challenges related to data quality, ethical considerations, and skill gaps in AI utilization. The results highlight the importance of a balanced approach that combines AI-driven insights with managerial intuition to maximize value creation in the digital age.
Abstract:This study investigates the role of technology management in human resource management (HRM) within start-up companies in Indonesia. Focusing on start-ups that have been operating for at least three years and employ a minimum…
nimum of 20 personnel, the research utilizes a qualitative descriptive approach. Primary data was collected through in-depth interviews with HR managers, company executives, and employees, while secondary data was sourced from company documents and participatory observation. The findings show that the adoption of technology, particularly Human Resource Management Systems (HRMS) and Learning Management Systems (LMS), has improved HR processes, including recruitment, training, and performance management. However, challenges remain, such as digital literacy issues, cost constraints, and the misalignment of technology with organizational culture. While technology enhances operational efficiency, it cannot replace essential face-to-face interactions that contribute to a strong organizational culture. The study suggests that start-ups must customize technology solutions to better align with their specific needs and culture. This research provides valuable insights into the integration of technology in HRM and offers recommendations for overcoming the challenges start-ups face in leveraging technology effectively
Abstract:Multi-sensory brand experience has emerged as a crucial factor in modern marketing, significantly influencing customer satisfaction, brand perception, and loyalty. Despite its increasing importance, research in this area…
remains fragmented, with theoretical integration and empirical validation gaps. This study employs a Systematic Literature Review (SLR) and bibliometric analysis using the Scopus database to map the evolution of research on multi-sensory brand experiences and their impact on customer satisfaction. From an initial dataset of 203 documents, a rigorous selection process resulted in 41 relevant articles for in-depth analysis. Using VOS viewer, the study visualizes research networks, inter-topic relationships, and emerging trends, revealing a 47% increase in publication volume from 2012 to 2024.
Findings indicate that customer satisfaction, consumer behaviour, and sales are dominant themes, with sentiment analysis and digital technology (AI, AR) gaining traction in recent years. However, significant gaps remain, particularly in experimental studies quantifying the long-term impact of multi-sensory experiences on customer loyalty and cross-industry comparisons of multi-sensory branding effectiveness. The novelty of this study lies in its combined bibliometric and systematic approach, which identifies critical research trends, theoretical gaps, and emerging digital strategies in multi-sensory marketing. This study contributes to the academic discourse by comprehensively synthesizing research trends and proposing future research directions in technology-driven branding strategies and consumer engagement.
Abstract:This study aims to analyze the digitalization strategy of school management in improving the quality of education at SMK Negeri 2 Gunungsitoli. This research is motivated by the importance of digital transformation in the…
e world of education, particularly in efficient, adaptive, and technology-based school management. The research method used is descriptive qualitative with data collection techniques through interviews, observation, and documentation. The research informants consisted of the principal, vice principal, teachers, and administrative staff. The results of the study indicate that the digitalization strategy has begun to be implemented through the use of technology in the learning process, the development of teachers' digital skills, and the integration of technology-based educational platforms. However, in its implementation, the school faces various obstacles, such as limited school internet (Wi-Fi) quota and low digital competence of some teachers. To overcome these obstacles, the school conducts internal training, utilizes offline learning media, and improves digital infrastructure. The conclusion of this study shows that the digitalization of school management contributes significantly to improving the quality of education, especially in terms of learning effectiveness, administrative efficiency, and strengthening teacher and student competence in the digital era
Abstract:The era of artificial intelligence (AI) has brought significant changes in Strategic Human Resource Management (SHRM). This study aims to explore organizational adaptation strategies in facing the integration of AI in SHRM…
RM after 2024. Using the Scoping Review method, this study identifies key trends, challenges, and best strategies in implementing AI in HR management. The review results show that AI improves efficiency in recruitment, performance evaluation, and employee skills development, but also presents ethical challenges such as algorithmic bias and personal data protection. In addition, companies that are successful in adopting AI implement reskilling and upskilling strategies to ensure workforce readiness. This study provides insights for academics and practitioners in developing HR policies that balance technological efficiency and a human value-based approach.
Abstract:This study investigates the impact of job preferences on self-perceived employability (SPE) among university graduates in Bandung, Indonesia. Unemployment in Indonesia, particularly among fresh graduates, has highlighted…
structural issues in the labor market, including skill mismatches and insufficient job creation. Job preferences, including factors such as salary, work-life balance, and career development, are crucial in determining an individual’s ability to secure desirable employment. This research, based on a sample of 280 graduates from various universities, reveals that well-defined and realistic job preferences positively influence SPE. The analysis shows a significant and strong relationship between job preferences and employability, with a high path coefficient (0.986) and a T-statistics value far exceeding the significance threshold. The results highlight the importance of aligning personal career goals with market demands, enhancing individuals’ self-confidence in their employability. Educational institutions also play a key role in shaping job preferences and employability by providing skills that match labor market needs. The study underscores the need for better integration between education and industry to improve graduates’ market readiness. Universities in Bandung should integrate skill training aligned with labor market demands, career guidance, industry trend seminars, and job search strategies to ensure graduates possess relevant preferences and skills for the workforce. This study employed the Structural Equation Modeling-Partial Least Squares (SEM-PLS) method to analyze the factors influencing graduate employability preferences. As a recommendation, higher education institutions and policymakers should emphasize industry collaboration and adopt policies that enhance graduates’ readiness for the evolving job market.
Abstract:Micro, Small, and Medium Enterprises (MSMEs) are a cornerstone of Indonesia's economy, contributing 60.5% to the national GDP and employing 97% of the workforce. However, MSMEs face challenges such as low financial literacy…
acy and limited adoption of digital technologies, which hinder their competitiveness in the global market. This study explores the synergistic role of financial literacy and digital transformation in enhancing MSME performance and competitiveness. Using a qualitative approach, data were collected through in-depth interviews, focus group discussions, and policy document analysis. The findings reveal that the average financial literacy level among MSME actors in Indonesia is only 38%, leading to poor financial management and limited access to formal financing. On the other hand, only 16% of MSMEs have integrated digital technologies into their operations, with those who did reporting significant improvements in efficiency and revenue. The integration of financial literacy with digital tools was found to have a multiplier effect, enabling better resource management, improved decision-making, and enhanced market competitiveness. This study highlights the importance of targeted policies to combine financial literacy training with digital technology adoption. By addressing challenges such as infrastructure limitations and resistance to change, stakeholders can foster inclusive economic growth and empower MSMEs to thrive in the digital economy.
Abstract:Global challenges such as economic inequality and environmental degradation have heightened the urgency of implementing sustainable business practices, particularly in the Micro, Small, and Medium Enterprises (MSMEs) sector.…
tor. In the North Coast region of East Java, MSMEs face unique challenges, including limited access to entrepreneurship education and insufficient government support. This study examines strategies for collaboration between the government and MSMEs, integrating entrepreneurship education to support sustainable development, aligned with SDG 8 and SDG 12. The novelty of this research lies in the integration of entrepreneurship education within public-private partnerships to enhance MSME sustainability while addressing local socio-economic issues. Using a qualitative research methodology, this study involves in-depth interviews, field observations, and document analysis to explore the experiences of MSME entrepreneurs, government officials, and educators in the region. The findings indicate that effective collaboration among stakeholders fosters innovation, strengthens MSME resilience, and promotes environmentally-friendly business practices. However, challenges remain in policy implementation and resource distribution. The implications of this research highlight the importance of institutionalizing entrepreneurship education within government programs and strengthening public-private collaboration. These steps can serve as a model for other regions to simultaneously drive economic growth and sustainability, contributing to the achievement of the SDGs by 2030
Abstract:Individuals with disabilities are often marginalized in accessing entrepreneurship education, limiting their economic opportunities. Digital literacy offers a solution to create entrepreneurial opportunities, aligning with…
th technological advancements that promote social and economic inclusion. This study explores the development of digital literacy-based entrepreneurship education strategies for individuals with disabilities in Mojokerto. The innovation of this research lies in its integration of digital literacy with entrepreneurship education, a relatively underexplored approach. The study addresses the urgent need to increase participation of individuals with disabilities in the digital economy, in line with SDGs 8 and 10. Using a qualitative approach, the study conducted in-depth interviews and observations with individuals with disabilities and instructors. Findings show that digital literacy enhances participants' ability to engage in digital markets, understand online marketing, and use technology for business management. Participants reported greater self-confidence and the ability to start their own businesses after completing the program. The study underscores the need for a technology-based entrepreneurship curriculum and digital literacy training, to provide more inclusive and empowering opportunities for individuals with disabilities, supporting SDGs on social and economic inclusion