Sign in to use this feature.

Years

Between: -

Subjects

remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline

Journals

remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline

Article Types

Countries / Regions

Search Results (100)

Search Parameters:
Keywords = reputational damage

Order results
Result details
Results per page
Select all
Export citation of selected articles as:
29 pages, 1849 KiB  
Article
Communication Strategies of Startups During the Natural Catastrophe of the 2024 DANA: Impact on Public Opinion and Business Reputation
by Ainhoa del Pino Rodríguez-Vera, Dolores Rando-Cueto, Minea Ruiz-Herrería and Carlos De las Heras-Pedrosa
Journal. Media 2025, 6(3), 117; https://doi.org/10.3390/journalmedia6030117 - 25 Jul 2025
Viewed by 375
Abstract
In October 2024, a DANA (Isolated Depression at High Levels) triggered torrential rains across the Valencian Community, causing 227 deaths, severe infrastructure damage, and economic losses estimated at €17.8 billion. In this context of crisis, startups, despite having fewer resources and less experience [...] Read more.
In October 2024, a DANA (Isolated Depression at High Levels) triggered torrential rains across the Valencian Community, causing 227 deaths, severe infrastructure damage, and economic losses estimated at €17.8 billion. In this context of crisis, startups, despite having fewer resources and less experience than large corporations, played a significant role in crisis communication, shaping public perception and operational continuity. This study explores the communication strategies adopted by startups during and after the disaster, focusing on their activity on Instagram, TikTok, and Facebook between October 2024 and January 2025. Using a mixed-methods approach, we conducted a quantitative analysis of digital discourse through the Fanpage Karma tool, assessing metrics such as engagement, reach, and posting frequency. Sentiment analysis was performed using GPT-4, an advanced natural language processing model, and in-depth interviews with startup representatives provided qualitative insights into reputational impacts. The findings reveal that startups which aligned their discourse with the social context, prioritizing transparency and emotional proximity, enhanced their visibility and credibility. These results underscore how effective crisis communication not only mitigates reputational risk but also strengthens the local entrepreneurial ecosystem through trust-building and social responsibility. Full article
(This article belongs to the Special Issue Communication in Startups: Competitive Strategies for Differentiation)
Show Figures

Figure 1

34 pages, 1007 KiB  
Systematic Review
Fake News in Tourism: A Systematic Literature Review
by Fanni Kaszás, Soňa Chovanová Supeková and Richard Keklak
Soc. Sci. 2025, 14(8), 454; https://doi.org/10.3390/socsci14080454 - 24 Jul 2025
Viewed by 349
Abstract
In recent years, the number of fake news stories has significantly increased in the world of media, especially with the widespread use of social media. It has impacted several industries, including tourism. From a tourism point of view, the spread of fake news [...] Read more.
In recent years, the number of fake news stories has significantly increased in the world of media, especially with the widespread use of social media. It has impacted several industries, including tourism. From a tourism point of view, the spread of fake news can contribute to the reduction of the popularity of a destination. It may influence travel decisions by discouraging tourists from visiting certain places and thus damage the reputation of the destination, contributing to economic loss. After a literature review on the communication aspect of fake news and a general introduction of fake news in the tourism and hospitality industry, we conducted a systematic literature review (SLR), a research methodology to collect, identify, and analyse available research studies through a systematic procedure. The current SLR is based on the Scopus, Web of Science, and Google Scholar databases of existing literature on the topic of fake news in the tourism and hospitality industry. The study identifies, lists, and examines existing papers and conference proceedings from a vast array of disciplines, in order to give a well-rounded view on the issue of fake news in the tourism and hospitality industry. After selecting a total of 54 previous studies from more than 20 thousand results for the keywords ‘fake news’ and ‘tourism,’ we have analysed 39 papers in total. The SLR aimed to highlight existing gaps in the literature and areas that may require further exploration in future primary research. We have found that there is relatively limited academic literature available on the subject of fake news affecting tourism destinations, compared to studies focused on hospitality services. Full article
(This article belongs to the Special Issue Creating Resilient Societies in a Changing World)
Show Figures

Figure 1

27 pages, 2034 KiB  
Article
LCFC-Laptop: A Benchmark Dataset for Detecting Surface Defects in Consumer Electronics
by Hua-Feng Dai, Jyun-Rong Wang, Quan Zhong, Dong Qin, Hao Liu and Fei Guo
Sensors 2025, 25(15), 4535; https://doi.org/10.3390/s25154535 - 22 Jul 2025
Viewed by 282
Abstract
As a high-market-value sector, the consumer electronics industry is particularly vulnerable to reputational damage from surface defects in shipped products. However, the high level of automation and the short product life cycles in this industry make defect sample collection both difficult and inefficient. [...] Read more.
As a high-market-value sector, the consumer electronics industry is particularly vulnerable to reputational damage from surface defects in shipped products. However, the high level of automation and the short product life cycles in this industry make defect sample collection both difficult and inefficient. This challenge has led to a severe shortage of publicly available, comprehensive datasets dedicated to surface defect detection, limiting the development of targeted methodologies in the academic community. Most existing datasets focus on general-purpose object categories, such as those in the COCO and PASCAL VOC datasets, or on industrial surfaces, such as those in the MvTec AD and ZJU-Leaper datasets. However, these datasets differ significantly in structure, defect types, and imaging conditions from those specific to consumer electronics. As a result, models trained on them often perform poorly when applied to surface defect detection tasks in this domain. To address this issue, the present study introduces a specialized optical sampling system with six distinct lighting configurations, each designed to highlight different surface defect types. These lighting conditions were calibrated by experienced optical engineers to maximize defect visibility and detectability. Using this system, 14,478 high-resolution defect images were collected from actual production environments. These images cover more than six defect types, such as scratches, plain particles, edge particles, dirt, collisions, and unknown defects. After data acquisition, senior quality control inspectors and manufacturing engineers established standardized annotation criteria based on real-world industrial acceptance standards. Annotations were then applied using bounding boxes for object detection and pixelwise masks for semantic segmentation. In addition to the dataset construction scheme, commonly used semantic segmentation methods were benchmarked using the provided mask annotations. The resulting dataset has been made publicly available to support the research community in developing, testing, and refining advanced surface defect detection algorithms under realistic conditions. To the best of our knowledge, this is the first comprehensive, multiclass, multi-defect dataset for surface defect detection in the consumer electronics domain that provides pixel-level ground-truth annotations and is explicitly designed for real-world applications. Full article
(This article belongs to the Section Electronic Sensors)
Show Figures

Figure 1

29 pages, 1959 KiB  
Review
Systematic Review of Service Quality Models in Construction
by Rongxu Liu, Voicu Ion Sucala, Martino Luis and Lama Soliman Khaled
Buildings 2025, 15(13), 2331; https://doi.org/10.3390/buildings15132331 - 3 Jul 2025
Viewed by 506
Abstract
The construction industry is undergoing a significant transformation due to the increasing influence of digital technology, sustainability requirements, and diverse stakeholder expectations, which highlights the need to update the existing service quality models accordingly. However, the traditional service quality models often fail to [...] Read more.
The construction industry is undergoing a significant transformation due to the increasing influence of digital technology, sustainability requirements, and diverse stakeholder expectations, which highlights the need to update the existing service quality models accordingly. However, the traditional service quality models often fail to address these evolving demands comprehensively. This study systematically reviews 44 peer-reviewed articles to identify the key service quality dimensions and offer clear guidance for future research that can address the complexities of modern construction. The findings reveal that reliability, tangibles, and communication remain the most emphasized dimensions across the reviewed literature, whereas critical areas, such as digital integration, sustainability indicators, and service recovery, are significantly underexplored. This contrast explicitly links the limitations of the classic frameworks to these emerging demands, highlighting their difficulty in accommodating the industry’s growing reliance on real-time data, an environmentally friendly performance, and multi-stakeholder collaboration. Because the construction industry typically contributes 6–10 per cent of the national GDP and underpins wider economic development, inadequate service quality models can propagate cost overruns, productivity losses, and reputational damage across the economy; conversely, improved models enhance project efficiency, and thus support sustained economic growth. This review is limited by its reliance on the Scopus and Web of Science databases, which may exclude relevant regional or non-English studies. Furthermore, many reviewed articles are context-specific, potentially reducing the generalizability of the findings. Despite these limitations, this review offers an evidence-based framework that integrates advanced digital tools, sustainability measures, and diverse stakeholder perspectives. Future studies should demonstrate this framework’s efficacy and applicability in different circumstances. Full article
(This article belongs to the Section Construction Management, and Computers & Digitization)
Show Figures

Figure 1

24 pages, 478 KiB  
Article
Addressing Maintenance Challenges and Reputational Risks in Spanish Real Estate: A Strategic Role for Facility Managers
by Luis Eduardo Bardón Rubio and Antonio Eduardo Humero Martín
Urban Sci. 2025, 9(7), 250; https://doi.org/10.3390/urbansci9070250 - 1 Jul 2025
Viewed by 305
Abstract
This study addresses a critical deficiency in real estate management by examining how contractual arrangements between property owners and facility managers (FMs) can mitigate reputational damage arising from third-party liability incidents. While Spanish regulations impose comprehensive conservation and maintenance duties on property owners, [...] Read more.
This study addresses a critical deficiency in real estate management by examining how contractual arrangements between property owners and facility managers (FMs) can mitigate reputational damage arising from third-party liability incidents. While Spanish regulations impose comprehensive conservation and maintenance duties on property owners, current contractual frameworks inadequately protect owners from reputational risks when damages occur due to FMs’ negligence or operational failures. This conceptual study employs a systematic analysis of 16 Spanish regulations governing real estate conservation and maintenance duties, complemented by an examination of the statutory contract law and a Strengths, Weaknesses, Opportunities, and Threats (SWOT) analysis to evaluate the proposed solutions. The analysis reveals four distinct liability attribution blocks, ranging from quasi-objective owner liability to full objective installation holder liability. Current service contracts between owners and FMs provide insufficient reputational protection, as civil liability remains with the property owners regardless of the FMs’ performance. This study identifies specific contractual mechanisms—combining statutory work contracts with representative mandates and installation ownership transfers—that effectively redirect tort liability from owners to FMs. While this study focuses on Spanish regulatory frameworks as a methodologically necessary foundation for theoretical development, the conceptual framework provides transferable mechanisms for adaptation to other civil law jurisdictions. This study constitutes the first comprehensive analysis bridging legal architecture and facility management to propose novel liability transfer mechanisms within established frameworks. Full article
Show Figures

Figure 1

21 pages, 540 KiB  
Article
The Effect of Organizational Factors on the Mitigation of Information Security Insider Threats
by Nader Sohrabi Safa and Hossein Abroshan
Information 2025, 16(7), 538; https://doi.org/10.3390/info16070538 - 25 Jun 2025
Viewed by 495
Abstract
Insider threats pose significant challenges to organizations, seriously endangering information security and privacy protection. These threats arise when employees with legitimate access to systems and databases misuse their privileges. Such individuals may alter, delete, or insert data into datasets, sell customer or client [...] Read more.
Insider threats pose significant challenges to organizations, seriously endangering information security and privacy protection. These threats arise when employees with legitimate access to systems and databases misuse their privileges. Such individuals may alter, delete, or insert data into datasets, sell customer or client email addresses, leak strategic company plans, or transfer industrial and intellectual property information. These actions can severely damage a company’s reputation, result in revenue losses and loss of competitive advantage, and, in extreme cases, lead to bankruptcy. This study presents a novel solution that examines how organizational factors such as job satisfaction and security, organizational support, attachment, commitment, involvement in information security, and organizational norms influence employees’ attitudes and intentions, thereby mitigating insider threats. A key strength of this research is its integration of two foundational theories: the Social Bond Theory (SBT) and the Theory of Planned Behavior (TPB). The results reveal that job satisfaction and security, affective and normative commitment, information security training, and personal norms all contribute to reducing insider threats. Furthermore, the findings indicate that employees’ attitudes, perceived behavioral control, and subjective norms significantly influence their intentions to mitigate insider threats. However, organizational support and continuance commitment were not found to have a significant impact. Full article
Show Figures

Figure 1

25 pages, 2036 KiB  
Article
Integrated Management, Circular Economy and Reclaimed Water: Keys to Restoring the Long-Term Water Balance in La Marina Alta (Alicante, Spain)
by César Sánchez-Pérez and María-Inmaculada López-Ortiz
Sustainability 2025, 17(12), 5512; https://doi.org/10.3390/su17125512 - 15 Jun 2025
Viewed by 497
Abstract
This research is focused on water governance problems in La Marina Alta District, in the province of Alicante (southeastern Spain). The district has a public management body, Consorcio de Abastecimiento y Saneamiento de Aguas de los Municipios de La Marina Alta (CASAMA), which [...] Read more.
This research is focused on water governance problems in La Marina Alta District, in the province of Alicante (southeastern Spain). The district has a public management body, Consorcio de Abastecimiento y Saneamiento de Aguas de los Municipios de La Marina Alta (CASAMA), which has been inoperative since its creation in 1987. Although La Marina Alta has sufficient water resources in situations of hydrological normality, they are significantly affected by the impacts of climate change, insufficient water treatment technology and the absence of storage and regulation infrastructure. As a consequence, periods of scarcity and overexploitation of aquifers, together with high-demand situations, have generated scenarios of a lack of drinking water with reputational damage and uncertainty for the future of agricultural operations. Thus, the aim of this work is to propose the adoption of integrated water resource management strategies that will increase the resilience of this sub-basin in La Marina Alta. To this end, the contribution of new non-conventional resources to the water pool, combined with an efficient network of infrastructure, and all this supported by effective governance structures, would be essential to achieve a sustainable balance between demand and supply, preserving the environmental values of the territory. Full article
Show Figures

Figure 1

58 pages, 949 KiB  
Review
Excess Pollution from Vehicles—A Review and Outlook on Emission Controls, Testing, Malfunctions, Tampering, and Cheating
by Robin Smit, Alberto Ayala, Gerrit Kadijk and Pascal Buekenhoudt
Sustainability 2025, 17(12), 5362; https://doi.org/10.3390/su17125362 - 10 Jun 2025
Viewed by 1458
Abstract
Although the transition to electric vehicles (EVs) is well underway and expected to continue in global car markets, most vehicles on the world’s roads will be powered by internal combustion engine vehicles (ICEVs) and fossil fuels for the foreseeable future, possibly well past [...] Read more.
Although the transition to electric vehicles (EVs) is well underway and expected to continue in global car markets, most vehicles on the world’s roads will be powered by internal combustion engine vehicles (ICEVs) and fossil fuels for the foreseeable future, possibly well past 2050. Thus, good environmental performance and effective emission control of ICE vehicles will continue to be of paramount importance if the world is to achieve the stated air and climate pollution reduction goals. In this study, we review 228 publications and identify four main issues confronting these objectives: (1) cheating by vehicle manufacturers, (2) tampering by vehicle owners, (3) malfunctioning emission control systems, and (4) inadequate in-service emission programs. With progressively more stringent vehicle emission and fuel quality standards being implemented in all major markets, engine designs and emission control systems have become increasingly complex and sophisticated, creating opportunities for cheating and tampering. This is not a new phenomenon, with the first cases reported in the 1970s and continuing to happen today. Cheating appears not to be restricted to specific manufacturers or vehicle types. Suspicious real-world emissions behavior suggests that the use of defeat devices may be widespread. Defeat devices are primarily a concern with diesel vehicles, where emission control deactivation in real-world driving can lower manufacturing costs, improve fuel economy, reduce engine noise, improve vehicle performance, and extend refill intervals for diesel exhaust fluid, if present. Despite the financial penalties, undesired global attention, damage to brand reputation, a temporary drop in sales and stock value, and forced recalls, cheating may continue. Private vehicle owners resort to tampering to (1) improve performance and fuel efficiency; (2) avoid operating costs, including repairs; (3) increase the resale value of the vehicle (i.e., odometer tampering); or (4) simply to rebel against established norms. Tampering and cheating in the commercial freight sector also mean undercutting law-abiding operators, gaining unfair economic advantage, and posing excess harm to the environment and public health. At the individual vehicle level, the impacts of cheating, tampering, or malfunctioning emission control systems can be substantial. The removal or deactivation of emission control systems increases emissions—for instance, typically 70% (NOx and EGR), a factor of 3 or more (NOx and SCR), and a factor of 25–100 (PM and DPF). Our analysis shows significant uncertainty and (geographic) variability regarding the occurrence of cheating and tampering by vehicle owners. The available evidence suggests that fleet-wide impacts of cheating and tampering on emissions are undeniable, substantial, and cannot be ignored. The presence of a relatively small fraction of high-emitters, due to either cheating, tampering, or malfunctioning, causes excess pollution that must be tackled by environmental authorities around the world, in particular in emerging economies, where millions of used ICE vehicles from the US and EU end up. Modernized in-service emission programs designed to efficiently identify and fix large faults are needed to ensure that the benefits of modern vehicle technologies are not lost. Effective programs should address malfunctions, engine problems, incorrect repairs, a lack of servicing and maintenance, poorly retrofitted fuel and emission control systems, the use of improper or low-quality fuels and tampering. Periodic Test and Repair (PTR) is a common in-service program. We estimate that PTR generally reduces emissions by 11% (8–14%), 11% (7–15%), and 4% (−1–10%) for carbon monoxide (CO), hydrocarbons (HC), and oxides of nitrogen (NOx), respectively. This is based on the grand mean effect and the associated 95% confidence interval. PTR effectiveness could be significantly higher, but we find that it critically depends on various design factors, including (1) comprehensive fleet coverage, (2) a suitable test procedure, (3) compliance and enforcement, (4) proper technician training, (5) quality control and quality assurance, (6) periodic program evaluation, and (7) minimization of waivers and exemptions. Now that both particulate matter (PM, i.e., DPF) and NOx (i.e., SCR) emission controls are common in all modern new diesel vehicles, and commonly the focus of cheating and tampering, robust measurement approaches for assessing in-use emissions performance are urgently needed to modernize PTR programs. To increase (cost) effectiveness, a modern approach could include screening methods, such as remote sensing and plume chasing. We conclude this study with recommendations and suggestions for future improvements and research, listing a range of potential solutions for the issues identified in new and in-service vehicles. Full article
Show Figures

Figure 1

19 pages, 804 KiB  
Review
From an Operational Problem to an Organizational Crisis: The Case of Patiswiss Chocolate
by Burçe Akcan and Mustafa Merdin
Journal. Media 2025, 6(2), 73; https://doi.org/10.3390/journalmedia6020073 - 14 May 2025
Viewed by 853
Abstract
In the digital age, consumer complaints have become significant indicators of operational vulnerabilities, with social media amplifying their impact. Mishandling such complaints has the potential to escalate minor issues into full-scale organizational crises, damaging brand reputation and eroding consumer trust. This study employs [...] Read more.
In the digital age, consumer complaints have become significant indicators of operational vulnerabilities, with social media amplifying their impact. Mishandling such complaints has the potential to escalate minor issues into full-scale organizational crises, damaging brand reputation and eroding consumer trust. This study employs a case study approach to examine the Patiswiss Chocolate crisis, where a single consumer complaint led to widespread backlash, executive resignation, and boycotts. The crisis is analyzed through three key frameworks of analysis: communication, marketing, and ethics, offering a comprehensive understanding of its evolution. The findings reveal that defensive or dismissive responses exacerbate reputational damage, triggering the Streisand effect, where attempts to suppress criticism amplify its spread. Ethical concerns, including misleading corporate claims and governance issues, intensified consumer backlash. From a marketing perspective, brand trust declined as consumer activism influenced purchasing behavior and retailer decisions. This study emphasizes that organizations must adopt strategic, ethical, and consumer-centric approaches to crisis management to maintain long-term brand resilience. Full article
(This article belongs to the Special Issue Communication in Startups: Competitive Strategies for Differentiation)
31 pages, 2966 KiB  
Article
Consumer Boycotts and Fast-Food Chains: Economic Consequences and Reputational Damage
by Ibrahim A. Elshaer, Alaa M. S. Azazz, Sameh Fayyad, Chokri Kooli, Amr Mohamed Fouad, Amira Hamdy and Eslam Ahmed Fathy
Societies 2025, 15(5), 114; https://doi.org/10.3390/soc15050114 - 22 Apr 2025
Cited by 2 | Viewed by 3790
Abstract
The increasing avoidance of international fast-food chains is a widespread phenomenon influenced by economic, social, and political factors. This study examines the risks and implications of restaurant boycotts, focusing on their role in social justice movements and economic shifts. The authors employed the [...] Read more.
The increasing avoidance of international fast-food chains is a widespread phenomenon influenced by economic, social, and political factors. This study examines the risks and implications of restaurant boycotts, focusing on their role in social justice movements and economic shifts. The authors employed the qualitative approach; using an exploratory case study and a critical discourse analysis, we investigated consumer motivations for avoidance, the financial and reputational risks businesses face, and how corporate responses shape brand perception. By integrating political consumerism and social justice theory, we provide a comprehensive framework for understanding the psychological, ethical, and economic drivers of boycotts. The findings highlight that boycott behavior significantly impacted declining sales and profits for McDonald’s and Starbucks and forced the closure of outlets, as well as leading to the loss of consumer trust and long-term brand loyalty. Thus, it forced companies to create strategies for protecting their reputation. Consumer activism, which draws from social justice and ethical consumerism, demonstrates its capability to affect corporate policy choices and business practices in sensitive political situations to fight injustices. This research offers valuable insights for business leaders navigating consumer activism, emphasizing the need for proactive corporate responsibility strategies to mitigate the risks of reputational damage and declining consumer trust. Full article
Show Figures

Figure 1

45 pages, 8346 KiB  
Review
Role of Antioxidants in Modulating the Microbiota–Gut–Brain Axis and Their Impact on Neurodegenerative Diseases
by Natalia Kurhaluk, Piotr Kamiński, Rafał Bilski, Renata Kołodziejska, Alina Woźniak and Halina Tkaczenko
Int. J. Mol. Sci. 2025, 26(8), 3658; https://doi.org/10.3390/ijms26083658 - 12 Apr 2025
Cited by 4 | Viewed by 2018
Abstract
This narrative review presents the role of antioxidants in regulating the gut microbiota and the impact on the gut–brain axis, with a particular focus on neurodegenerative diseases, such as Alzheimer’s (AD) and Parkinson’s disease (PD). These diseases are characterised by cognitive decline, motor [...] Read more.
This narrative review presents the role of antioxidants in regulating the gut microbiota and the impact on the gut–brain axis, with a particular focus on neurodegenerative diseases, such as Alzheimer’s (AD) and Parkinson’s disease (PD). These diseases are characterised by cognitive decline, motor dysfunction, and neuroinflammation, all of which are significantly exacerbated by oxidative stress. This review elucidates the contribution of oxidative damage to disease progression and explores the potential of antioxidants to mitigate these pathological processes through modulation of the gut microbiota and associated pathways. Based on recent studies retrieved from reputable databases, including PubMed, Web of Science, and Scopus, this article outlines the mechanisms by which antioxidants influence gut health and exert neuroprotective effects. Specifically, it discusses how antioxidants, including polyphenols, vitamins, and flavonoids, contribute to the reduction in reactive oxygen species (ROS) production and neuroinflammation, thereby promoting neuronal survival and minimising oxidative damage in the brain. In addition, the article explores the role of antioxidants in modulating key molecular pathways involved in oxidative stress and neuroinflammation, such as the NF-κB, Nrf2, MAPK, and PI3K/AKT pathways, which regulate ROS generation, inflammatory cytokine expression, and antioxidant responses essential for maintaining cellular homeostasis in both the gut and the central nervous system. In addition, this review explores the complex relationship between gut-derived metabolites, oxidative stress, and neurodegenerative diseases, highlighting how dysbiosis—an imbalance in the gut microbiota—can exacerbate oxidative stress and contribute to neuroinflammation, thereby accelerating the progression of such diseases as AD and PD. The review also examines the role of short-chain fatty acids (SCFAs) produced by beneficial gut bacteria in modulating these pathways to attenuate neuroinflammation and oxidative damage. Furthermore, the article explores the therapeutic potential of microbiota-targeted interventions, including antioxidant delivery by probiotics and prebiotics, as innovative strategies to restore microbial homeostasis and support brain health. By synthesising current knowledge on the interplay between antioxidants, the gut–brain axis, and the molecular mechanisms underlying neurodegeneration, this review highlights the therapeutic promise of antioxidant-based interventions in mitigating oxidative stress and neurodegenerative disease progression. It also highlights the need for further research into antioxidant-rich dietary strategies and microbiota-focused therapies as promising avenues for the prevention and treatment of neurodegenerative diseases. Full article
(This article belongs to the Section Molecular Neurobiology)
Show Figures

Graphical abstract

27 pages, 2590 KiB  
Article
A Novel Approach for Cyber Threat Analysis Systems Using BERT Model from Cyber Threat Intelligence Data
by Doygun Demirol, Resul Das and Davut Hanbay
Symmetry 2025, 17(4), 587; https://doi.org/10.3390/sym17040587 - 11 Apr 2025
Viewed by 1849
Abstract
As today’s cybersecurity environment is becoming increasingly complex, it is crucial to analyse threats quickly and effectively. A delayed response or lack of foresight can lead to data loss, reputational damage, and operational disruptions. Therefore, developing methods that can rapidly extract valuable threat [...] Read more.
As today’s cybersecurity environment is becoming increasingly complex, it is crucial to analyse threats quickly and effectively. A delayed response or lack of foresight can lead to data loss, reputational damage, and operational disruptions. Therefore, developing methods that can rapidly extract valuable threat intelligence is a critical need to strengthen defence strategies and minimise potential damage. This paper presents an innovative approach that integrates knowledge graphs and a fine-tuned BERT-based model to analyse cyber threat intelligence (CTI) data. The proposed system extracts cyber entities such as threat actors, malware, campaigns, and targets from unstructured threat reports and establishes their relationships using an ontology-driven framework. A named entity recognition dataset was created and a BERT-based model was trained. To address the class imbalance, oversampling and a focal loss function were applied, achieving an F1 score of 96%. The extracted entities and relationships were visualised and analysed using knowledge graphs, enabling the advanced threat analysis and prediction of potential attack targets. This approach enhances cyber-attack prediction and prevention through knowledge graphs. Full article
(This article belongs to the Special Issue Advanced Studies of Symmetry/Asymmetry in Cybersecurity)
Show Figures

Figure 1

26 pages, 6245 KiB  
Article
Secure and Transparent Banking: Explainable AI-Driven Federated Learning Model for Financial Fraud Detection
by Saif Khalifa Aljunaid, Saif Jasim Almheiri, Hussain Dawood and Muhammad Adnan Khan
J. Risk Financial Manag. 2025, 18(4), 179; https://doi.org/10.3390/jrfm18040179 - 27 Mar 2025
Cited by 2 | Viewed by 4845
Abstract
The increasing sophistication of fraud has rendered rule-based fraud detection obsolete, exposing banks to greater financial risk, reputational damage, and regulatory penalties. Financial stability, customer trust, and compliance are increasingly threatened as centralized Artificial Intelligence (AI) models fail to adapt, leading to inefficiencies, [...] Read more.
The increasing sophistication of fraud has rendered rule-based fraud detection obsolete, exposing banks to greater financial risk, reputational damage, and regulatory penalties. Financial stability, customer trust, and compliance are increasingly threatened as centralized Artificial Intelligence (AI) models fail to adapt, leading to inefficiencies, false positives, and undetected detection. These limitations necessitate advanced AI solutions for banks to adapt properly to emerging fraud patterns. While AI enhances fraud detection, its black-box nature limits transparency, making it difficult for analysts to trust, validate, and refine decisions, posing challenges for compliance, fraud explanation, and adversarial defense. Effective fraud detection requires models that balance high accuracy and adaptability to emerging fraud patterns. Federated Learning (FL) enables distributed training for fraud detection while preserving data privacy and ensuring legal compliance. However, traditional FL approaches operate as black-box systems, limiting the analysts to trust, verify, or even improve the decisions made by AI in fraud detection. Explainable AI (XAI) enhances fraud analysis by improving interpretability, fostering trust, refining classifications, and ensuring compliance. The integration of XAI and FL forms a privacy-preserving and explainable model that enhances security and decision-making. This research proposes an Explainable FL (XFL) model for financial fraud detection, addressing both FL’s security and XAI’s interpretability. With the help of Shapley Additive Explanations (SHAP) and LIME, analysts can explain and improve fraud classification while maintaining privacy, accuracy, and compliance. The proposed model is trained on a financial fraud detection dataset, and the results highlight the efficiency of detection and successful elimination of false positives and contribute to the improvement of the existing models as the proposed model attained 99.95% accuracy and a miss rate of 0.05%, paving the way for a more effective and comprehensive AI-based system to detect potential fraudulence in banking. Full article
(This article belongs to the Special Issue Corporate Financial Crises and Fraud Detection)
Show Figures

Figure 1

17 pages, 1016 KiB  
Article
The Heritage Sustainability Index: A Tool to Benchmark Corporate Safeguard Policies and Practices for the Protection of Cultural Heritage
by Andrew R. Mason
Heritage 2025, 8(3), 96; https://doi.org/10.3390/heritage8030096 - 5 Mar 2025
Viewed by 1018
Abstract
This article describes the Heritage Sustainability Index (HSI), a benchmarking tool that draws on a series of key indicators to rate company actions as they relate to the protection of cultural heritage. The purpose of the HSI is to provide an independent framework [...] Read more.
This article describes the Heritage Sustainability Index (HSI), a benchmarking tool that draws on a series of key indicators to rate company actions as they relate to the protection of cultural heritage. The purpose of the HSI is to provide an independent framework for lenders, borrowers, and civil society, including Indigenous Peoples, to evaluate corporate safeguard policies and practices related to cultural heritage, enabling informed decision making. Given their importance and influence, the HSI focuses on the practices of Global Systemically Important Banks (G-SIBs), which were chosen to represent a baseline for comparison across all industry sectors. The HSI’s indicators (n = 12) and sub-indicators (n = 48) were successful in illustrating the variability that exists among the G-SIBs. Corporations with an HSI value below the upper quartile of the distribution should take steps to enhance their cultural heritage safeguard practices. This is crucial because scores below this value reflect weak practices, indicating higher financial and reputational risk exposures and poor outcomes for cultural heritage. By focusing on improving their HSI values, these corporations can better mitigate potential risks and enhance their overall sustainability profile. The success and longevity of the HSI will depend on industry goodwill and the perceived risk that cultural heritage poses to corporate financial performance and reputation. Given the potential financial and reputational damage from a significant failure in cultural heritage stewardship, corporations are expected to recognize these advantages and find it an easy decision to support the adoption of the HSI. Full article
(This article belongs to the Section Cultural Heritage)
Show Figures

Figure 1

15 pages, 1974 KiB  
Review
Cyber Resilience in Digital Marketing Within the Framework of Sustainable Management
by Bora Gündüzyeli
Sustainability 2025, 17(5), 2080; https://doi.org/10.3390/su17052080 - 27 Feb 2025
Viewed by 1441
Abstract
The increasing reliance on information and communication technologies (ICTs), particularly the Internet, in digital marketing systems has made them prime targets for cyberattacks. The fact that, without adequate cybersecurity measures, digital marketing systems may face serious cyber threats, such as data breaches, financial [...] Read more.
The increasing reliance on information and communication technologies (ICTs), particularly the Internet, in digital marketing systems has made them prime targets for cyberattacks. The fact that, without adequate cybersecurity measures, digital marketing systems may face serious cyber threats, such as data breaches, financial fraud, and reputational damage, highlights the importance of enhancing cyber resilience in digital marketing operations to ensure long-term sustainability. This research sought to answer the following pivotal question: “How can cyber resilience enhance sustainability in marketing operations?” To address this issue, a comprehensive literature review was conducted and relevant articles were selected for a narrative review. The findings emphasize the importance of integrating cyber resilience strategies into marketing practices, particularly in terms of protecting data, ensuring operational continuity, and fostering customer trust. This research contributes to the field by exploring the intersection between cyber resilience and sustainable marketing practices, offering insights that provide practical advantages to marketers, businesses, and policymakers. Full article
Show Figures

Figure 1

Back to TopTop