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:The development of digital technology has transformed consumer consumption patterns, particularly in the fashion industry, which is increasingly dominated by e-commerce platforms. Shopee, as one of the largest marketplaces…
es in Southeast Asia, has become a primary choice for consumers when shopping for fashion products. One factor influencing consumer purchasing decisions is the availability of online reviews on the platform. This study aims to analyze the role of online reviews as a mediating variable in fashion product purchasing decisions on Shopee. Online reviews serve as a source of information that helps consumers evaluate product quality, seller reputation, and the level of satisfaction of previous users. The research method used was a quantitative approach, distributing questionnaires to Shopee consumers who had previously purchased fashion products. The collected data was then analyzed using a path analysis model to examine the direct and indirect relationships between factors influencing purchasing decisions. The results show that online reviews play a significant role as a mediator in the decision-making process. Consumers tend to trust other users' real-life experiences more than solely the seller's product description. Positive reviews increase consumer interest and confidence in a product, while negative reviews can delay or even cancel a purchase decision. These findings confirm that the presence of online reviews is not only a supporting factor but also serves as a bridge, mediating the relationship between consumer perceptions of a product and the final purchase decision. The implication of this research is that sellers on Shopee need to pay attention to product and service quality to generate positive reviews, thereby increasing purchase conversion rates.
Abstract:In an increasingly competitive business landscape, establishing a strong brand position is not merely an option but a necessity. Effective brand positioning not only helps brands differentiate themselves from competitors…
but also fosters a deeper emotional connection with customers. This study aims to analyze the relationship between brand positioning and customer loyalty using a Systematic Literature Review (SLR) approach. By reviewing previous research published in indexed journals, this study identifies key factors influencing the success of brand positioning, including product differentiation, customer perception, and brand communication consistency.
The findings indicate that brands with a clear and consistent position in customers' minds are more likely to build long-term loyalty. Customers who feel connected to a brand’s values and identity are more inclined to remain loyal and even recommend the brand to others. Furthermore, this study reveals that the transition to the digital era has significantly altered how brands establish and maintain their position, with digital marketing strategies and message personalization emerging as critical factors in sustaining customer loyalty.
This research underscores the importance of businesses not only in crafting a strong brand image but also in ensuring that customer experiences align with the brand’s promised values. By understanding and implementing effective brand positioning principles, companies can foster deeper and more sustainable relationships with their customers while enhancing their competitive edge in the market.
Abstract:The digital disruption era has significantly impacted startups, requiring them to adopt innovative Human Resource Management (HRM) strategies to remain competitive. This study examines HRM technology adoption, including AI-based…
ng AI-based recruitment, cloud-based HRIS, and digital collaboration tools, and the challenges that hinder their full implementation. Despite the benefits, budget constraints, lack of managerial support, and low digital competencyremain major obstacles. Using a qualitative descriptive approach, data were collected from Indonesian startups through in-depth interviews, observations, and document analysis. Findings indicate that startups with clear digital transformation roadmaps, strong leadership engagement, and structured employee training programs are more successful in integrating HRM technology. However, many startups still rely on manual HR processes, limiting efficiency and innovation. This study highlights that HRM should be a strategic function rather than an administrative task, focusing on technology-driven efficiency, digital upskilling, and cultural adaptation. To ensure sustainable growth, startups must prioritize digital innovation, workforce development, and managerial commitment in their HRM transformation.
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:In the digital era, entrepreneurship has undergone significant transformation, particularly in human capital management. This study explores strategies for human capital development within digital entrepreneurial environments,…
ments, focusing on digital skills training, collaborative learning, and flexible work arrangements. Using a qualitative approach, data were collected through semi-structured interviews, focus group discussions (FGDs), and document analysis. The findings indicate that entrepreneurs who adopt digital-based human capital development strategies experience improvements in workforce skills, innovation, and business productivity. However, challenges such as limited resources, resistance to change, and digital literacy gaps remain significant barriers, particularly for small and medium enterprises (SMEs). This study highlights the role of leadership and digital platforms as solutions to overcome these obstacles. The findings provide valuable insights for business practitioners and policymakers in designing more effective and sustainable human capital development strategies in the digital age.
Abstract:Public procurement plays a pivotal role in driving economic development, particularly in developing nations like Ghana, where government spending accounts for a substantial 70% of the national budget, significantly impacting…
ting GDP. This study critically examines the impact of public procurement reforms, notably the Public Procurement Act of 2003 (Act 663) and its subsequent amendments, on Ghana's economic trajectory. These reforms were strategically implemented to enhance transparency, accountability, and efficiency in public resource management. Analysis of key indicators reveals a mixed landscape of outcomes. While the Act has demonstrably improved procurement processes, reduced instances of corruption by a significant 25%, and streamlined public spending efficiency by 15% over the past decade, persistent challenges remain. These include inadequate institutional capacity, inconsistent enforcement of legal frameworks, and limited stakeholder engagement, collectively hindering the full realization of the reforms' transformative potential. Employing a mixed-methods approach, including secondary data analysis and in-depth interviews with government officials, procurement professionals, and civil society representatives, this study provides critical insights. While procurement reforms have made tangible contributions to economic growth evident in an estimated 10% annual savings in government expenditure significant enhancements are imperative in areas such as capacity building, regulatory enforcement, and fostering robust public-private collaboration. The study concludes with a set of actionable recommendations for stakeholders, including the imperative to strengthen institutional frameworks, promote ethical procurement practices, and cultivate inclusive stakeholder engagement. These measures are crucial for maximizing the impact of procurement reforms and ensuring sustainable economic development in Ghana.
Abstract:This research aims to analyze and determine the effect of digitalization of payment transactions on regional spending in Mamasa Regency. This research is quantitative research using primary and secondary data sources. The…
e primary data source is the results of interviews with Mamasa Regional Government employees who were the research samples where the sample collection method was purposive sampling. Secondary data consists of PAD and regional expenditure data for the last three years as well as other supporting documents. The data collection method is carried out through the following stages: Questionnaire and Interview. The collected data can be analyzed quantitatively using descriptive or inferential statistics to test hypotheses. Analysis of this research data uses regression techniques, namely simple linear analysis. Hypothesis testing is carried out to see the level of significance of the influence of the independent variable on the dependent variable. The research results show that there is a significant positive influence of digitalization of payment transactions on regional spending in Mamasa district.
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:This study aims to analyze the strategic management of PT Sentra Food Indonesia using a SWOT analysis to identify key internal and external factors. Employing a descriptive qualitative approach, the research utilizes IFAS…
S and EFAS matrices to evaluate the company's strengths, weaknesses, opportunities, and threats. The analysis includes an examination of the company's brand, distribution network, market reach, and supplier dependencies, using data from company records and industry reports. The findings reveal PT Sentra Food Indonesia's robust brand and distribution network but highlight challenges such as limited market reach and supplier reliance. Opportunities for growth are identified in product innovation, market expansion, and digital transformation. These insights provide recommendations for enhancing the company's sustainability and competitiveness in the dynamic food industry.