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This article examines the impact of artificial intelligence (AI) on the labor market in Germany. It raises concerns about job displacement and wealth disparities, comparing the situation to the historical "Engels' pause" during the Industrial Revolution. While Germany has not yet seen significant wealth inequalities due to AI, there is evidence of an AI-induced Engels' pause, with digital skills becoming increasingly important and AI adoption in the workplace increasing. The article also discusses the challenges faced by migrant workers, power imbalances, and Germany's regulatory approach to AI in the workplace. It highlights the upcoming EU Platform Work Directive and the differing interests of employers' organizations and trade unions in governing AI-driven tools. The potential impacts of AI on labor markets, including inequality and precarious work, are also explored. The article concludes by emphasizing the need for strong policy interventions to address socioeconomic challenges and promote fairness and inclusion in the digitalized world of work. [Extracted from the article]

This article provides an overview of the regulation of artificial intelligence (AI) in Brazil, with a focus on its impact on labor and employment. While AI adoption in Brazilian industry is still limited, a significant portion of jobs in the country are considered highly vulnerable to AI. The article highlights the challenges and lack of regulation surrounding platform work and the potential impact of AI on agriculture. The Brazilian government has established the Brazilian National Strategy for Artificial Intelligence (EBIA) to promote responsible AI development and the training of qualified professionals. Additionally, there are bills being drafted to regulate AI and establish principles, rights, and duties for its use, as well as to provide rights for individuals affected by AI systems. The article emphasizes the importance of social dialogue and workers' organizations in protecting workers' rights in the face of AI advancements. [Extracted from the article]

Data breaches have the potential to weaken employee morale, corporate reputations, and customer and supplier relationships, while also disrupting marketing investments and financial performance. Research on reducing their frequency and harm focuses on tactical solutions, though breaches represent serious, even existential threats to firms. To date, research has not attempted to simultaneously address the closely connected phenomena of preventing and recovering from data breaches. The authors propose that corporate social responsibility (CSR) is a strategic variable offering dual protection: reducing the likelihood of data breaches and attenuating harm when breaches occur. Drawing on stakeholder theory, the authors distinguish between internal (addressing primary stakeholders) and external (addressing secondary stakeholders) CSR. Study 1 shows that external CSR has no prophylactic effect, while moderate and high levels of internal CSR are equally effective at preventing data breaches, compared with low levels of internal CSR. Study 2 assesses mitigation following a data breach by examining (1) short-term effects (in the form of an event study on cumulative abnormal returns) and (2) long-term effects (with time-series analysis of Tobin's q). The results suggest that internal CSR props up financial performance only at high levels while the positive effect of external CSR is short-lived. [ABSTRACT FROM AUTHOR]

The European Union's General Data Protection Regulation (GDPR), with its explicit consent requirement, may restrict the use of personal data and shake the foundations of online advertising. The ad industry has predicted drastic loss of revenue from GDPR compliance and has been seeking alternative ways of targeting. Taking advantage of an event created by an ad publisher's request for explicit consent from users with European Union IP addresses, the authors find that for a publisher that uses a pay-per-click model, has the capacity to leverage both user behavior and web page content information for advertising, and observes high consent rates, GDPR compliance leads to modest negative effects on ad performance, bid prices, and ad revenue. The changes in ad metrics can be explained by temporal variations in consent rates. The impact is most pronounced for travel and financial services advertisers and least pronounced for retail and consumer packaged goods advertisers. The authors further find that web page context can compensate for the loss of access to users' personal data, as the GDPR's negative impact is less pronounced when ads are posted on web pages presenting relevant content. The results suggest that publishers and advertisers should leverage targeting based on web page content after the GDPR's rollout. [ABSTRACT FROM AUTHOR]

A person's rights to freedom of speech and access to information have undergone significant changes in the legislative approach, now they are the basic digital rights of a person. The article describes the current state of legal regulation of the media sphere and explains the legislator's understanding of online media and the possibility of legal regulation of social networks, which, according to current legislation, are named as platforms for sharing information and video. Main attention is paid to the Telegram platform, which although it is not currently a subject in the media sphere, but it is rapidly gaining momentum throughout the world and is the most popular in Ukraine, which make a significant impact on the Ukrainian information space. The article describes all risks that are associated with the use of the platform for the user and for national security in general. They are platform connection with Russia, the lack of a transparent ownership structure, as well as the lack of proper protection of personal data and other information about users. Another problem for Ukrainian national security is anonymous Telegram channels and the huge amount of disinformation that spreads by them. The article analysed European media regulation acts, which were recently adopted. Also, Ukrainian draft law, which aims to regulate the Telegram activity and other online platforms on the territory of Ukraine, was also studied. As a result of this reserch the authors come to the conclusion about the insufficiency of the introduction of the rules of reasonable Telegram use and the need to ban this platform on the territory of Ukraine, as it was done with Vkontakte and Odnoklassniki platforms (already banned on the territory of Ukraine). After all, only a complete ban on services related to the Russia can protect national security and will not harm the rights of its users to freedom of speech. [ABSTRACT FROM AUTHOR]

In today's digital world, where the amount of information that is stored and processed in cyberspace is constantly growing, the issue of personal data protection is becoming more and more relevant. Personal data, such as financial information, medical records, and social media data, is a valuable resource that can be used for both legitimate and malicious purposes. Despite the continuous improvement of security technologies, the growing complexity of cyber threats and the evolution of cyber attack methods create new challenges for the protection of personal information. In this connection, there is a need to analyze the modern problems of personal data protection, in particular the legal, technical and ethical aspects of this issue. Ensuring the security of personal data remains an urgent problem today, because more and more people use it. On the Internet, they pass authorization on various resources, using their personal data for this purpose, and more and more different institutions create peculiar databases, not always taking care of their safety. The insufficient measure of ensuring the security of personal data in cyberspace leads to excessive activity of cyberattacks and the commission of various manipulations with personal data. The relevance of the topic of personal data protection in cyberspace is due to several important factors that have a significant impact on modern society, economy and security. The main aspects that emphasize the relevance of this issue: the growth of digitalization; cyber threats; legal requirements; social responsibility and trust; economic consequences; technological challenges; international relations and geopolitics. Thus, the relevance of the topic of personal data protection in cyberspace is due to the complexity and global nature of this issue, as well as its importance for preserving privacy, security and trust in the digital world. This article is aimed at researching key challenges in the field of personal data protection in cyberspace, as well as providing recommendations for increasing the level of security and minimizing the risks of information leakage. [ABSTRACT FROM AUTHOR]

The article presents the results of the analysis of the changes that have taken place in the legal system of the Netherlands under the influence of digitalization, in particular in the area of property relations regulation. Positive experience in the Netherlands in the implementation of digital technologies in the field of maintaining a number of state registers, which have a direct connection with the mechanism of proper exercise of property rights, has been revealed. The gradual changes that took place from 1996 to today have been clarified. A review of the authentic register of buildings, which contains information on buildings, objects and permanent sites (berths) and has been in operation since July 1, 2011, was carried out. It is emphasized that in the regulation of property registers, special importance is attached to the protection of personal data, in particular, the current Law on the Protection of Personal Data (adopted on May 25, 2018) was analyzed. This legislative act maximally takes into account EU requirements in the field of recording and use of personal data. A Personal Data Base (BRP) has been created separately, which contains personal data of people living in the Netherlands (residents), and citizens living abroad and other non-residents. It was revealed that the Netherlands plans to transform the system of basic registers into a Unified Data System in the coming years. This development is part of the interagency data strategy program. Research has shown that using core registries is not always straightforward, especially for those trying to combine data from multiple registries. The main focus in the coming years will be on streamlining the process of extracting data from sources and their further integrated use, even for sectors and purposes that were not initially envisaged. Analyzed the legal principles and practice of electronic procurement in the Netherlands. A review of judicial practice regarding consideration of the issue of ownership of digital data was carried out. It was established that the issues regarding the adoption of special acts on the regulation of the use of artificial intelligence, the recognition of cryptocurrencies and the owner ship of digital data are unresolved. [ABSTRACT FROM AUTHOR]

The work is devoted to the study of the problem of personal data protection in health care. Today, the world is dominated by a global socio-cultural process of informatization, which is based on the priority of collecting, accumulating, creating, processing, storing, exchanging and using information in any form. The growing demand for information technologies allowed modern science to characterize the new stage of society's development as an «information society». At the same time, the number of violations of the functioning of information carriers and information about a person is constantly increasing. It was emphasized that the sphere of healthcare and medicine was not an exception in the process of informatization of all spheres of human activity, which contributed and optimized the functioning and development of such spheres. The modern trend towards a rapid increase in the amount of data circulating in the information space has not escaped the sphere of health care, which has a high degree of vulnerability due to the sensitivity of data on the state of health of a person and a citizen. Nowadays, with the development of the information society, it is quite easy to identify a specific person and obtain confidential personal information about him. Therefore, issues of protection from third parties of personal data contained in centralized databases of medical information systems remain relevant. Reforms in health care, such as the introduction of electronic systems and changes in legislation, indeed generate a lot of scientific research in the field of personal data protection. This important aspect, after maintaining the confidentiality of medical information and the protection of personal data, is key to ensuring trust in the health care system. Research in this area may include evaluating the effectiveness of data protection measures, analyzing the risks of using electronic medical information processing systems, developing and improving data encryption and authentication methods, as well as studying legal aspects of personal data protection in health care. These studies help understand potential threats and identify best practices for ensuring the security and privacy of health information, which contributes to improving the quality of health care and increasing public confidence in the health care system. [ABSTRACT FROM AUTHOR]

This scientific article comprehensively examines various methods and approaches to the administrative and legal protection of personal data in the online environment. Emphasis is placed on the importance of comprehensive application of various methods of protection, as well as on the need for constant improvement of legislation in this area, taking into account the development of new technologies and challenges. The article thoroughly studies the theoretical principles of administrative and legal protection of personal data. The concepts of «personal data» and «administrative protection» are studied in the context of this topic. The provisions of the current legislation of Ukraine and the European Union, which regulate the issue of personal data protection, are analyzed. The authors pay special attention to the activities of the Commissioner of the Verkhovna Rada of Ukraine for human rights in the field of personal data protection. The powers of the Commissioner are disclosed, as well as the procedures for carrying out inspections and applying measures for administrative termination of violations of legislation in the field of persona l data protection. An important aspect of the research is the analysis of administrative liability for violation of the legislation on personal data protection. Describes the types of violations for which administrative responsibility is provided. The article offers a number of recommendations for improving the administrative and legal protection of personal data in Ukraine. These include the adoption of new and amendments to current legislation that would more clearly regulate the issue of personal data protection in the online environment; ensuring adequate financing of the activities of the Commissioner of the Verkhovna Rada of Ukraine for human rights; conducting regular trainings and seminars for civil servants and business representatives on issues of personal data protection; strengthening cooperation with international organizations in the field of personal data protection. Based on the conducted research, the author concludes that administrative and legal methods of personal data protection are an important component of a comprehensive system of protection of human rights and freedoms in the digital environment. The effectiveness of personal data protection can be ensured only under the condition of comprehensive application of various methods, constant improvement of legislation and effective control over its compli ance. [ABSTRACT FROM AUTHOR]

The article is devoted to identifying the peculiarities of contractual relations in digital circulation. Digital turnover is becoming increasingly widespread, which leads to the emergence of new forms of contractual relations characterized by significant differences. The purpose of the article is to reveal the characteristics and peculiarities of contractual relations arising within the framework of digital civil turnover. The study of contractual relations in digital circulation is necessitated by the lack of sustainable legal regulation of this area which requires further improvement. The peculiarity of building relations in digital circulation is associated with its technical properties, primarily the need to gain access to digital platforms for the exercise of subjective rights by users. The author emphasizes that the exercise of subjective rights in digital circulation can be realized only through the use of complex intellectual property objects, in particular, those combining computer programs, databases, music, animation objects, photographs, etc. The author proposes to distinguish the following types of relations in the field of digital circulation: 1) regarding the creation and maintenance of digital circulation (legal regime of intellectual property rights); 2) organizational relations in the field of business administration of the digital environment (corporate, labor relations with the appropriate legal regime); 3) between the user and the administrator of the relevant digital environment (contractual regulation, with elements of the legal regime of personal data protection); 4) between users of the digital space regarding digital assets (a complex regime of legal regulation which may combine the legal regimes of The author emphasizes that contractual relations in digital circulation are based on both civil law and rules and standards used in electronic systems. It is proved that different types of relations require a comprehensive application of different legal norms and are mediated by different agreements, such as: license agreements; agreements for the provision of digital services (cloud storage, marketplaces); sale and purchase of goods; exchange and pledge of digital assets; token agreements (regulating the use of cryptocurrencies and other tokens in digital ecosystems), etc. [ABSTRACT FROM AUTHOR]

As AI becomes increasingly integrated into the peer review process, understanding its implications remains limited. This paper examines researchers’ perceptions of AI in peer review, highlighting both its benefits and challenges. Qualitative data were gathered from peer reviewers on a social media platform, revealing mixed feelings about AI’s role in the review process. AI may enhance feedback by allowing reviewers to rephrase their comments. This results in kinder and more professional reviews. It also has the potential to speed up the process by saving time on pre-submission checks and managing larger volumes of submissions. However, concerns persist that comments using AI may be overly generic and lack specific insights. Reviewers fear that outputs from AI could be passed to authors without proper verification. Moreover, ethical issues arise when AI is employed without consent, risking confidentiality and compromising the review’s quality. As the academic community navigates these complexities, it is essential to proceed with caution. It ensures that AI’s integration does not undermine the integrity of peer review. A balance between AI’s efficiency and the unique insights provided by human reviewers is imperative. To address these concerns, institutions should focus on transparency with AI tools, maintain quality assurance through validation, establish clear ethical guidelines, prioritize privacy and data protection, and support ongoing professional development for reviewers. Only time will tell if AI will genuinely revolutionize peer review or complicate existing challenges. [ABSTRACT FROM AUTHOR]

The demand for traceability has emerged as a significant imperative within the framework of an ethical supply chain that includes multiple stages. This study focusses on the implementation and impact of traceability technology in the Ghanaian fashion industry. The study employed descriptive and explanatory research, using a 700-stakeholder sample, a standardised questionnaire, and descriptive and inferential statistical methods. The findings of the study indicate that QR codes, GPS tracking, sustainable material tracing, and consumer interaction apps demonstrate a high level of effectiveness within the Ghanaian fashion business. The implementation of traceability technology faces challenges like limited knowledge, research insufficient, lack of coordination, policy absence, financial constraints, technological infrastructure limitations, data privacy concerns, opposition, and training gaps. Stakeholders generally support the implementation of coordination policies and regulatory compliance strategies, suggesting that factors like awareness, research, cost, infrastructure, data protection, opposition, and training should be prioritised. [ABSTRACT FROM AUTHOR]

Recently, multimodal authentication methods based on deep learning have been widely explored in biometrics. Nevertheless, the contradiction between the data privacy protection and the requirement of sufficient data when model optimizing has become increasingly prominent. To this end, we proposes a multimodal biometric federated learning framework (FedMB) to realize the multiparty joint training of identity authentication models with different modal data while protecting the users' data privacy. Specifically, a personalized multimodal biometric recognition model fully trained by each participant is first obtained to improve the authentication performance, using modal point clustering with class‐first federated learning methods on the service side with the modal. Then a complementary multimodal biometric recognition strategy is implemented to build a complementary modal model. Finally, the fusion participant local model, with the modal model and complementary modal model, is trained by all participants again to obtain a more personalized modal model. The experimental results have demonstrated that the proposed FedMB can either protect the data privacy or utilize the data from all participants to train the personalized biometric recognition model to improve identity authentication performance. [ABSTRACT FROM AUTHOR]

The European Court of Justice issued a judgment on the processing of data concerning health in the context of online marketing of pharmacy-only medicinal products. The case involved a dispute between two pharmacy operators regarding the processing of customer data on an online platform. The Court clarified that personal data entered by customers when ordering pharmacy-only medicinal products online constitutes data concerning health, even if the products do not require a prescription. The judgment emphasized the broad interpretation of data concerning health to ensure a high level of protection for individuals' fundamental rights and freedoms. [Extracted from the article]

The article is devoted to the topic of introducing new approaches to the provision of administrative services in Ukraine based on the approval of new principles of their provision. It is noted that administrative services are the leading means of realizing the rights of citizens in the field of public administration, because the absolute majority of cases decided by public administration bodies are initiated by citizens themselves and concern their subjective rights. The Ukrainian state quite successfully coped with the challenges in the field of administrative services after the beginning of the full-scale invasion of the Russian Federation on February 24, 2022. At the current stage, the format of “state-citizen” and “state-business” relations must be modernized taking into account modern technologies, optimization of procedures and improvement of service quality . Of great importance in he process of providing administrative services is the focus on modern, objective principles of their provision determined by socio-economic and technological development. After all, today a widespread phenomenon is the “digitalization” of the process of providing administrative services, which involves the introduction of electronic document management, the creation of online platforms for receiving services, and the automation of administrative procedures. The Center for Political and Legal Reforms developed the “Strategy for the reform of administrative services and their digitalization”. From the analysis of the document, it follows that the principles of providing administrative services today need a doctrinal update in their interpretation. In particular, the system of principles of administrative services should be supplemented with such things as decentralization of powers, simplification of procedures for the provision of administrative services, formality, integration of basic services in the Central Administrative Service, compensability for the provision of administrative services, unification of the procedure for resolving administrative cases, development of electronic public services, proactivity of public administration in in the field of provision of administrative services, protection of personal data. [ABSTRACT FROM AUTHOR]

The rapid digitization of the modern world has led to an increase in the collection and processing of personal data. The principles of transparency and consent have become crucial for citizens to understand how their data is being used and to be able to give their voluntary consent to its processing. Ukraine is actively adapting its legislation to EU standards in the field of personal data protection. In particular, the General Data Protection Regulation (GDPR) affects approaches to data collection and processing. Examining transparency and consent in the context of these changes can help identify which aspects of the law need special attention. Citizens are becoming increasingly cautious about who they trust with their data. This article analyzes and evaluates the role and impact of the principles of transparency and consent on the effective mechanism of personal data protection in Ukraine, taking into account modern technological and legislative challenges. Studying these principles demonstrates their importance and relevance in today’s digital society. The principle of transparency determines the need for accessible and understandable information for data subjects regarding the processing of their data. Openness is a fundamental requirement for maintaining trust between organizations and citizens. Providing the ability to control and regulate their data allows data subjects to play a more active role in the processing and use of their personal data. The principle of consent, in turn, emphasizes the voluntary and informed nature of consent to data processing. The consent of the data subject determines the basis for the legal processing of personal data, ensuring harmony between the rights of citizens and the interests of organizations. As technology advances and legislation changes, transparency and consent become even more important aspects. They help build trust between organizations and citizens, ensure responsible use of personal data, and empower individuals to control their own information. [ABSTRACT FROM AUTHOR]

Spurred by the simultaneous need for data privacy protection and data sharing, federated learning (FL) has been proposed. However, it still poses a risk of privacy leakage in it. This paper, an improved Differential Privacy (DP) algorithm to protect the federated learning model. Additionally, the Fast Fourier Transform (FFT) is used in the computation of the privacy budget , to minimize the impact of limited arithmetic resources and numerous users on the effectiveness of training model. Moreover, instead of direct analyses of the privacy budget through various methods, Privacy Loss Distribution (PLD) and privacy curves are adopted, while the number of artificial assignments hyperparameters is reduced, and the grid parameters delineated for FFT use are improved. The improved algorithm tightens parameter bounds and minimizes human factors' influence with minimal efficiency impact. It decreases the errors caused by truncation and discreteness of PLDs while expanding the discreteness interval to reduce the calculation workload. Furthermore, an improved activation function using a temper sigmoid with only one parameter , smooths the accuracy curve and mitigates drastically fluctuating scenarios during model training. Finally, simulation results on real datasets show that our improved DP algorithm, which accounts for long trailing, facilitates a better balance between privacy and utility in federated learning models. [ABSTRACT FROM AUTHOR]

The article is dedicated to the legal analysis of the case law of the CJEU and the ECtHR regarding the implementation of the right to be forgotten and the right to privacy. It is established that the development of digital technologies has enabled rapid information exchange and its almost indefinite storage in the digital environment. However, such widespread availability of data about individuals and the inability to update or supplement this information have posed new challenges to society in ensuring the protection of personal data and privacy. The right to be forgotten is one of the tools through which a person can delete truthful but outdated information about themselves on the Internet, provided that such information is not of public interest. It is proven that although the right to be forgotten has been implemented within the EU for over a decade, lawyers and human rights activists consider it the second most complex obligation of the General Data Protection Regulation to implement. It is argued that both the CJEU and the ECtHR often inadequately describe the factual circumstances of cases and disregard the confidentiality of the parties involved. Individuals who apply to the court for the deletion or anonymization of personal data on the Internet often receive the opposite effect due to the public and scientific community’s interest in such cases. It is argued that in order to maintain a reasonable balance between privacy and freedom of expression, court decisions should contain all factual circumstances of the case, but the personal data of the parties involved and other circumstances that may indicate the applicant should be anonymized. This will help avoid censorship, ensure the right to memory, and enable an understanding of the factual basis on which courts have developed their legal arguments. It is argued that since the materials of cases before the ECtHR and the CJEU are often transmitted to national courts of member states for quality protection of confidentiality, it is necessary for them to correctly anonymize the personal data of the parties involved in the case and information that could identify the applicant. [ABSTRACT FROM AUTHOR]

Digital law is a new form of implementation of legal relations in the field of cyber regulation in various areas: digital rights in digital circulation, cyber security, protection of personal data, regulation of cross-border digital transactions, implementation of social rights based on technological platforms, formation of electronic government, electronic state. Currently, the process of digitalization of law is taking place, that is, the use of new digital technologies to optimize legal relations, as well as procedures for creating a new digital reality, which also requires legal regulation. Digital reality shapes human behavior, norms of social relations, creates digital law and digital legal awareness. In the conditions of the digital economy and virtual space, the need for a new look at legal institutions in the era of information society and digital technologies, consistent adaptation of traditional legal mechanisms to new realities is obvious. Further development of legal regulation of digital rights and digital civil turnover is possible according to the conceptual model of “digitalization” of traditional law. The new paradigm of the development of law consists in the “digitalization” of law, that is, the use of digital technologies to optimize legal regulation, as well as the formation of civil digital turnover. Therefore, digital law is a system of legal norms regarding the use of digital technologies, which regulates legal relations that arise in connection with the use of digital data and the use of digital technologies. Digital law is a complex interdisciplinary institution of law that unites legal norms that regulate legal relations arising in connection with the acquisition, exercise, alienation and protection of digital rights, as well as with the use of digital technologies by subjects of digital law. The mechanism of legal regulation of relations in the digital environment is based on the fact that they have an informational nature, since they arise in connection with the implementation of certain actions with information in digital form (digital data). [ABSTRACT FROM AUTHOR]

The article reveals the process of identifying an individual as a participant in civil legal affairs in the current digital world. It is agreed that the rapid development of modern digital technologies will require rethinking and updating of legal terminology. The concept of digital identity is relevant and complex for current legal systems in the world. Analysis and adaptation of existing legislation to digital progress is inevitable. Digital identity can be seen in many aspects, focusing on stable forms, such as social and legal. Digital identity is a version of a person’s social identity. Continuous collection of information obtained as a result of an individual’s online activity, which can be manifested in the appearance of a name, publication, comments, etc. It is stated that the legal forms of an individual’s identity in a civil-legal sense in the light of digital law will require expansion. The emphasis is on the classic forms of digital identity, which is persistent identity, constructed identity and captured identity. Stable identity is immutable information. Like a butt, this name is given to the people. The formation of identity, as the development of a specific feature of a digital individual, which is seen as a persistent reality at the beginning stage of digital life, in addition to which person positions himself in the digital world. This process defines individuals to others and to themselves. Fragments of factual identity represent the unique characteristics of an individual and his affiliation to a particular social group. The formation of identity clearly flows into a particular identity, in addition to which the individual presents himself as a discrete unit in the digital world. It is possible through individualization, in addition to some non-differentiation, that the individual does not become unique, but goes through stages, through some differentiated aspects of people’s lives, and thus achieves more inseparable goals. Following the constructed identity makes it possible to understand that it is also possible to change information in this form of identity, such as changing a name when laying a sluice. On the Internet, as a rule, only the constructed identity of an individual is indicated. The remaining form of traceable identity, which is captured identity. There is a need for information that a person needlessly does not disclose to other participants in the digital space. For example, passport data, identification code, etc. These nutritional data will require further analysis and investigation. The historical analysis reveals the multiple stages of the emergence of digital identity, and the value of the new concept of the online representation of an individual for his or her existence in the cyberspace. [ABSTRACT FROM AUTHOR]

Sharing personal data with service providers is a contentious issue that led to the birth of data regulations such as the EU General Data Protection Regulation (GDPR) and similar laws in the US. Complying with these regulations is a must for service providers. For users, this compliance assures them that their data is handled the way the service provider says it will be via their privacy policy. Auditing service providers' compliance is usually carried out by specific authorities when there is a need to do so (e.g., data breach). Nonetheless, these irregular compliance checks could lead to non‐compliant actions being undetected for long periods. Users need an improved way to make sure their data is managed properly, giving them the ability to control and enforce detailed, restricted access to their data, in line with the policies set by the service provider. This work addresses these issues by providing a secure semi‐automated GDPR compliance service for both users and service providers using smart contracts and attribute‐based encryption with accountability. Privacy policies will be automatically checked for compliance before a service commences. Users can then upload their personal data with restrictive access controls extracted from the approved privacy policy. Operations' logs on the personal data during its full lifecycle will be immutably recorded and regularly checked for compliance to ensure the privacy policy is adhered to at all times. Evaluation results, using a real‐world organization policy and example logs, show that the proposed service achieves these goals with low time overhead and high throughput. [ABSTRACT FROM AUTHOR]

Introduction: Multi-ligament knee injuries present in various combinations of structures around the knee joint, with or without involvement of neurovascular structures, posing significant challenges to the treating physician and therapists. Accurate diagnosis with appropriate surgical intervention and comprehensive rehabilitation to restore function and stability is, therefore, paramount. This article looks at the recent advancements in technology that are aiding in the management of these injuries. Method: An extensive search of literature was done in PubMed, SCOPUS, and Google Scholar on this topic and the necessary information was derived from the relevant articles for this review. The progress made in the field of diagnosis, surgical management, rehabilitation and patient education tools were explored. Discussion: A wide variety of diagnostic tools exists that are providing a more accurate evaluation of multi-ligament knee injuries both pre-operatively and post operatively. Advances in technology and techniques have aided in transforming their surgical management to a more minimally invasive approach. Patient-specific instrumentation, computer navigation and robotic-assisted surgery are in various stages of development offering enhanced precision and accuracy during ligament reconstruction procedures along with developments in digital technology and artificial intelligence. Conclusion: Advancements in technology have transformed the management of multi-ligament knee injuries, offering new tools and techniques that enhance diagnostic accuracy, surgical precision, and rehabilitation effectiveness. Artificial intelligence and its utility have widened the horizons, while at the same time bringing in the need for regulations necessary to monitor and develop these technologies. [ABSTRACT FROM AUTHOR]

As digital technologies and AI systems increasingly pervade banking services, understanding customers' digital capabilities and awareness of AI ethics principles is paramount. This paper delves into these critical aspects among banking clientele. Employing a survey research approach with a cross-sectional design, an online survey via Google Forms was distributed to 500 banking customers, of whom 466 responded. The survey evaluated respondents' digital competencies and AI ethics awareness through multiple-choice questions and Likert scale items. Utilizing IBM SPSS version 28 and Microsoft 365 analysis software, descriptive statistics and statistical analysis were conducted to discern trends and patterns. The key finding emphasizes the urgency for financial institutions to invest in digital technologies enhancing customer experiences and fostering ethical AI adoption. A significant policy implication underscores the need for policymakers and regulatory bodies to collaborate with the banking sector, developing clear guidelines for responsible AI practices, prioritizing customer privacy, data protection, and fairness in AI algorithms. This study also introduces the CORE AI framework, concentrating on responsible AI adoption, customer-centricity, and strategic optimization, promising positive outcomes for stakeholders. The original contribution of this research lies in its comprehensive exploration of the nexus between digital competencies and AI ethics awareness. [ABSTRACT FROM AUTHOR]

Protecting children online is a priority for the EU legislator. Since July 2021, an interim regulation allows service providers to derogate from confidentiality safeguards in the e-privacy Directive to fight child sexual abuse online. The European Commission aims to repeal this legislation with a proposal of May 2022. This Regulation will require providers to monitor users' content communication for online child sexual abuse, among other things. Privacy experts worry that confidentiality standards (i.e. end-to-end encryption) will be weakened and that the Regulation will serve as a basis for indiscriminate interception of content communications. However, the implications of the proposal go beyond privacy and data protection and will impact criminal justice rights too. Therefore, this contribution presents a comprehensive analysis of the proposal from a privacy, data protection and criminal justice perspective. It examines the proportionality of the measure and its implications within the Area of Freedom, Security, and Justice (AFSJ). Specifically, it looks at purpose limitation issues in data exchanges and the admissibility of such evidence in criminal proceedings. The aim is to show that the EU, while aiming at increasing data circulation in the AFSJ, might not be ready for this challenge from an infrastructural and fundamental rights standpoint. [ABSTRACT FROM AUTHOR]

Privacy by Design (PbD) is crucial for fundamental privacy protection. However, PbD remains a voluntary initiative without any means to ensure its effective implementation. Article 25 GDPR codifies PbD as a legal obligation requiring technologies processing personal data to follow Data Protection by Design and by Default (DPbDD). However, Article 25 is only binding on controllers which limits its scope. For instance, the design of technologies may not coincide with the entry of the controller into the digital value chain. This implies that the burden of implementing DPbDD lies on the users of technology and not on its designers, questioning the true extent of protection by design if stages like product development and innovation are excluded. This paper explores the legislative motivation behind the personal scope of Article 25. A holistic interpretation of Article 25 in light of other provisions of the GDPR shows a possibility, albeit not direct, to influence the design phase of technologies. However, it remains unclear whether this possibility ensures a co-division of responsibility. To address this, we propose examining corporate supply chain due diligence, specifically the due diligence obligations of mother companies for actions of their subsidiaries and business relationships. [ABSTRACT FROM AUTHOR]

This article explores the application of blockchain technologies (BT) in managing IT infrastructure projects with the aim of enhancing security levels. It examines the potential of blockchain to ensure data protection, access control, and process automation through decentralized structures and immutable records. It is noted that the use of smart contracts and cryptographic methods can minimize the risks of cyberattacks and data leaks, while ensuring transparency and network resilience. The successful integration of blockchain solutions to optimize processes and improve IT system security is demonstrated through examples from companies like IBM, Walmart, and JP Morgan. The article discusses the advantages and challenges of implementing blockchain in existing systems, highlighting the necessity of a comprehensive approach and strategic planning for successful integration. [ABSTRACT FROM AUTHOR]

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Purpose: Personal data is a powerful tool. The more someone know about us, the more power they got over us. But who will control the most of our personal data? Does the government and the big tech really care about our personal data? This paper aims to look at data practices, data-related policy making as well as its economic consequences in the context of emerging economies. Design/methodology/approach: Using qualitative methods such as literature review and analysis of numerous government documents, this paper inquires into the dynamics in the use of data by the business sectors, explains how data governance can add value to the business sectors while ensuring customers' data privacy protection based on the data governance mechanism framework and details what it takes. Findings: Using the case of Indonesian recent development on data privacy regulation, this paper describes the problems and threats to personal data protection. The advent of latest computing and mobile technology is shifting power relations between the governments, the big tech, as well as the end users. To conclude, the strategy and policy recommendations for implementing data privacy protection are also presented. Originality/value: This paper provides a timely synthesis of data practices in the context of developing countries, particularly in relation to policy making and economic consequences. This paper also identifies and shares several promising future research ideas. [ABSTRACT FROM AUTHOR]

Purpose: This study aims to analyze the development of digital market characteristics particularly focusing on how the strategic choices of platforms are not fully reflected in pricing. In addition, the implications for the development of theories of harm are investigated to explore the necessity of a relevant market definition in assessing infringement and evaluating the adequacy of Indonesian competition law. Design/methodology/approach: This study is a legal analysis that uses statutory approaches, cases, comparative law and the development of theories of harm in digital mergers. The case approach is conducted by analyzing three cases decided by the Indonesia Business Competition Supervisory Commission. This approach provides insight into the response of Komisi Pengawas Persaingan Usaha concerning the merger and acquisition cases in the digital era as well as the provision of different analyses in conventional markets. However, competition can be potentially damaged in digital markets and a comparative law approach is taken by analyzing digital merger cases decided by authorities in other countries. Findings: Results reveal that the digital market has created a "relevant market" that is challenging and blurred due to multi-sided network effects and consumer data usage characteristics. Platform-based enterprises' prices fluctuate due to the digital market's network effect and consumer data statistics. Smartphone prices depend on the number of apps and consumer data. Neoclassical theory focusing on product markets and location applied in Indonesia must be revised to establish a relevant digital economy market. To evaluate digital mergers, new harm theories are needed. The merger should also protect consumer data. Law Number 27 of 2022 on Personal Data Protection and Government Regulation on the Implementation of Electronic Systems and Transactions protects online consumers, a basic step in due diligence for digital mergers. The Indonesian Government should promptly strengthen the notion of "relevant markets" in the digital economy, which could lead to fair business competition violations like big data control. Notify partners or digital merger participants of the accessibility of sensitive data like transaction history and user location. Originality/value: The development of digital market characteristics has implications for developing theories of harm in digital markets. Indonesian competition law needs to develop such theories of harm to analyze the potential for anticompetitive digital mergers in the digital economy era. [ABSTRACT FROM AUTHOR]

The proliferation of Internet of Things (IoT) devices has introduced significant security challenges, including weak authentication, insufficient data protection, and firmware vulnerabilities. To address these issues, we propose a linguistic secret sharing scheme tailored for IoT applications. This scheme leverages neural networks to embed private data within texts transmitted by IoT devices, using an ambiguous token selection algorithm that maintains the textual integrity of the cover messages. Our approach eliminates the need to share additional information for accurate data extraction while also enhancing security through a secret sharing mechanism. Experimental results demonstrate that the proposed scheme achieves approximately 50% accuracy in detecting steganographic text across two steganalysis networks. Additionally, the generated steganographic text preserves the semantic information of the cover text, evidenced by a BERT score of 0.948. This indicates that the proposed scheme performs well in terms of security. [ABSTRACT FROM AUTHOR]

Data democratization (DD) is a new concept rapidly becoming a game-changer, enabling companies to innovate and maintain a competitive edge in a data-driven world. This paper explores the evolution of data accessibility, from the early days of manual record-keeping to the sophisticated data management systems of today. The evolution from transactional databases to data warehouses marked a shift toward centralized data management and specialized teams, supporting the standard principles of DD contexts such as data governance (DG), privacy, management, usability, accessibility, and literacy. This paper provides an overview of the evolution of data access, from manual record-keeping to the modern data management systems of today, focusing on the challenges related to data privacy and security, integration of legacy systems, and the cultural shift required to embrace a data-driven mindset. This paper also explores both universal and holistic approaches to DD, assessing the challenges, benefits, and possibilities of their applications. An overview of industry-specific cases is included in the paper to provide practical insights that would contribute to understanding the most effective approach to data democratization. [ABSTRACT FROM AUTHOR]

The transmission of informational privacy has become a fertile ground for debate among competing actors affected by the proliferation of information communication technologies. Contexts are among the factors that shape the flow of informational privacy. The existing discussion however has been mainly dominated by perspectives from the Global North and the able-bodied. In response, based on interview data collected from people with disabilities (PwD) living in Vietnam, this study offers the continuum of context in informational privacy transmissions as a concept to illuminate the types, the levels, and the interest of the transmission and the capability of PwD to manage the flow of their informational privacy. The concept has the potential to enrich the existing discussion by providing more nuance and dynamic of informational privacy transmissions situated in the Global South and among groups who have been historically marginalized. [ABSTRACT FROM AUTHOR]

This research introduces a novel security framework specifically tailored to enhance data protection during cloud transmission and migration. Our study addresses critical gaps in existing security models by proposing a multi-dimensional system that incorporates advanced encryption techniques, dynamic access control, and continuous security auditing. Notably, this framework excels in ensuring cloud data integrity, confidentiality, and availability--core aspects often compromised under conventional methods. Comparative analysis with existing models in simulated cloud environments reveals that our framework significantly enhances threat detection accuracy, response speed, and resource management efficiency. The findings highlight the system's capability to reduce security vulnerabilities while optimizing operational overhead, presenting a substantial improvement over traditional security solutions. This innovative approach, marked by improved scalability and flexibility, is poised to revolutionize cloud data security practices across various industries, prompting further research into robust cloud computing security methodologies. [ABSTRACT FROM AUTHOR]

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