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Showing 4768 articles found for "Data"

Bridging The Digital-Physical Divide: Transfer Learning For Unified Threat Correlation in Converged IT/OT/IOT Ecosystems

Dzreke, Simon Suwanzy
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.

Collaboration Strategy Faculty of Economic and Bussiness Universitas Negeri Surabaya Indonesia to Become a Faculty With a Global Reputation

Hardini, Han Tantri, Susanti, Rahmawati, Fitriana, Susilowati, Fitriah Dwi, Saputra, Irwan Adimas Ganda, Maula, Farij Ibadil
Abstract: This research aims to determine the form of cooperation development between the Unesa Faculty of Economics and Business and partners from various institutions both domestically and abroad in order to achieve a Faculty with… th a global reputation. The research method used is a qualitative method where data collection is carried out by conducting in-depth interviews, observation, documentation and Focus Group discussions. The results of this research show that the development of partnership cooperation between the Faculty of Economics and Business, Universitas Negeri Surabaya, Indonesia with domestic and foreign partners includes education, research and community service. Educational activities in the form of lecturer and student exchanges, seminars, proceedings, guest lectures, visiting lecturers/professors, curriculum benchmarking. Collaboration in the field of research takes the form of joint research, joint publication, joint editor and journal reviewer. Collaboration in the field of community service takes the form of outreach activities, training, mentoring and demonstration activities related to partner needs. So far this collaboration has shown a significant positive impact. The results of the research findings can add theoretical and methodological studies to the repertoire of scientific development regarding the study of the importance of collaboration in an organization, especially for higher education institutions. The contribution of this research adds to the study of the importance of cooperation, not only for the benefit of both parties but also for having an impact on the progress of institutions and society. Contribution for educational institutions, both formal and non-formal, to continue to build partnerships and to socialize the importance of cooperation to increase institutional progress, building more networks to strengthen cooperation. The practical implication of this research is that the Faculty of Economics and Business continues to strive for collaborative networks with the aim of increasing and strengthening collaboration networks in accordance with the vision and mission of the Unesa Faculty of Economics and Business. Priority programs in the context of achieving a global reputation can be used as main topics for collaboration with partners. This implication also adds to the study for educational and non-educational institutions that by collaborating, relationships are created to share knowledge, experience and resources to achieve common goals and contribute to the development of society and the nation.

Analysis of Financial Compensation and Work Flexibility on Employee Loyalty Through Employee Job Satisfaction in West Java Gas-Fire Power Plant

Adiatmaputra, Anindyo Pradipto, Nur, Dhani Ichsanuddin, Purwanto, Sugeng
Abstract: This study aims to analyze the influence of financial compensation and work flexibility on employee loyalty, and to examine the role of job satisfaction as a mediating variable. This study focused on employees of the West… t Java Gas and Steam Power Plant (PLTGU) to understand how these factors influence their level of loyalty to the company. This study used a quantitative approach using a census method, sampling the entire population, consisting of 49 employees of the West Java PLTGU Operations Division. The data analysis technique used was Partial Least Squares (PLS) to test the direct and indirect relationships between variables in the research model. The results showed that financial compensation had a positive and significant effect on employee loyalty. Work flexibility was also shown to have a positive effect on loyalty, although this effect was not mediated by job satisfaction. Meanwhile, job satisfaction acted as a significant mediator in the relationship between financial compensation and employee loyalty. These findings suggest that employee loyalty can be enhanced through both increased compensation and direct provision of work flexibility.

Indonesia's Social Enterprise: Policy Challenges and Support Needs

Sebastian Billy Anggara, Irma Tsuraya Choirinnida
Abstract: This research investigates the policy landscape surrounding social entrepreneurship in Indonesia, encompassing legal and regulatory frameworks, government initiatives, and institutional support for social enterprises. The… e study is crucial as it addresses an understudied area, aiming to inform policymakers, foster collaboration, stimulate economic development, and promote sustainable growth. The methodology involved qualitative interviews with eight social entrepreneurs across Indonesia. Collected data was analyzed using content analysis techniques, facilitated by the MAXQDA platform. Findings indicate that despite social entrepreneurship being an emerging field in Indonesia, there is a notable lack of effective policies and regulations. Six of eight respondents perceived inadequate current regulatory support, and half cited financial challenges as a significant issue. Conversely, seven respondents acknowledged existing government assistance, suggesting a willingness to support the sector. Based on these results, key recommendations for the government to foster a supportive ecosystem include developing non-overlapping policies, implementing substantive policy changes, promoting useful policies, simplifying bureaucracy, and engaging in direct dialogue with social entrepreneurs. The research concludes that addressing these areas can empower social entrepreneurs to create lasting social impact. This study uniquely fills a gap by directly engaging social entrepreneurs, though future research should include government representatives for broader perspectives. 

Strategic Financial Management in The Digital Age: Leveraging Artificial Intelligence (AI) for Enhanced Creativity and Insight

Han, Yonghwa, Nurwulandari, Andini, Hasanudin
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.

Balancing Work Life For Better Performance: Investigating The Moderating Effect of Family Supportive Supervisor Behavior

Ramadhan, Fajar, Kambara, Roni
Abstract: This study examines the effect of work-life balance on employee performance, with family supportive supervisor behavior as a moderating variable. The research was conducted at the Regional Financial and Asset Management… Agency (BPKAD) of Banten Province, Indonesia, involving civil servants as respondents. This study addresses the issue of fluctuating employee performance despite repeated institutional achievements, by investigating the role of work-life balance and supervisor support in enhancing individual outcomes. A quantitative approach with a descriptive design was used, and data were collected through structured questionnaires. The results show that work-life balance positively influences employee performance. However, family supportive supervisor behavior does not significantly strengthen this relationship, indicating that while supervisor support is appreciated, it may not be sufficient in the absence of broader organizational support systems. These findings highlight the importance of implementing formal work-life policies and promoting a supportive work culture to improve employee well-being and performance in public institutions.

The Effect of Word of Mouth and Promotion on Purchasing Decisions for Alauddin Makassar Branch Fore Products

Santy, Raeni Dwi, Nur DJ, Arini Izzatan, Rostini, Zhalila, Annisa, Syahribulan
Abstract: This study aims to determine the effect of Word of Mouth (WOM) and promotion on consumer purchasing decisions for Fore Coffee products at the Alauddin Makassar branch. In the current digital era, consumer behavior is heavily… vily influenced by peer recommendations and digital promotional strategies. Using a quantitative research approach with stratified random sampling, data were collected from 100 respondents through a Likert-scale questionnaire. Multiple linear regression analysis was used to assess the impact of the two independent variables—WOM and promotion—on purchasing decisions. The results showed that WOM has a significant partial influence on purchasing decisions, indicating that peer communication, both traditional and electronic, is a dominant factor in shaping consumer perceptions and preferences. Promotion, on the other hand, did not show a significant partial effect, suggesting that price incentives alone may not be sufficient to influence purchasing behavior unless reinforced by social influence or trust. However, the simultaneous effect of WOM and promotion was statistically significant, emphasizing their combined role in consumer decision-making. The study concludes that WOM is a more dominant and effective marketing tool than standalone promotions and should be central to marketing strategies in the lifestyle-based coffee industry. These findings contribute to a deeper understanding of consumer behavior and offer practical implications for enhancing marketing effectiveness through integrated communication approaches.

The Determinants of Bank Risk : Case of Tunisia

Ben Moussa, Mohamed Aymen
Abstract: Banks  are  defined  as financial  intermediaries  that borrow  money  from  surplus  spending units and lend to deficit spending units. During this process, they carry out four basic services: liquidity intermediation,… diation, denomination intermediation, risk intermediation, and maturity intermediation. The nature of this intermediation makes banks face many risks, including liquidity risk, operational risk, credit risk, interest rate risk and foreign exchange risk. In this study we attempt to identified the determinants of bank risk in Tunisian context . We measured bank risk with (RWTA. NPL and Zscore). We used a sample of 11 banks quoted in financial market of Tunis for the period ( 2014-2023). By estimation of 3 models with the technique of panel data ,we found that liquidity ; total credit ; return on equity ; size ; capital ; economic growth and inflation have a significant effect on bank risk

The Influence of Knowledge Management on Employee Competencies at PT. Semen Indonesia Unit Tonasa

Muhammad, A Fadel, Joeliaty, Muizu, Wa Ode Zusnita
Abstract: This study examines the influence of knowledge management on employee competencies at PT. Semen Indonesia Unit Tonasa. Knowledge management, encompassing knowledge creation, storage, sharing, and application, plays a crucial… cial role in enhancing employee knowledge, skills, and attitudes. Employing a quantitative approach, data were collected through structured questionnaires and analyzed using Structural Equation Modeling (SEM). The findings reveal a significant positive relationship between knowledge management and employee competencies, with a path coefficient of 0.512 and a t-statistic of 7.245. Among the dimensions, knowledge sharing emerged as the strongest contributor to competency development, fostering collaboration and collective learning. Employees reported significant improvements in technical expertise, problem-solving skills, and adaptability. However, challenges such as resistance to change, uneven participation, and resource constraints were identified as barriers to the full implementation of knowledge management initiatives. This study underscores the importance of structured knowledge management practices in developing a skilled and adaptable workforce. Practical recommendations include fostering a knowledge-sharing culture, addressing resistance to change, promoting inclusive participation, and investing in knowledge management systems. These insights are expected to contribute to the academic literature and provide actionable strategies for organizational development

The Role of Online Reviews as a Mediator in The Decision to Purchase Fashion Products at Shopee

Utami, Rizki Amalia, Soetjipto, Budi Eko, Wardana, Ludi Wishnu
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.