Data De-identification & Pseudonymity Software Market Outlook

The global Data De-identification & Pseudonymity Software Market is projected to reach USD 3.5 billion by 2032, growing at a CAGR of 15.2% from 2024 to 2032. The rise in data privacy regulations and the increasing need for securing sensitive information are key factors driving this growth.

The accelerating pace of digital transformation across various industries has led to an unprecedented surge in data generation. This voluminous data often contains sensitive information that needs robust protection. The growing awareness regarding data privacy and stringent regulations like GDPR in Europe, CCPA in California, and other data protection laws worldwide are compelling organizations to adopt advanced data de-identification and pseudonymity software. These solutions ensure that sensitive data is anonymized or pseudonymized, thus mitigating the risk of data breaches and ensuring compliance with regulations. Consequently, the adoption of data de-identification and pseudonymity software is rapidly increasing.

Another significant growth factor is the increased focus on data security by industries such as healthcare, finance, and government. In healthcare, the protection of patient data is paramount, making the industry a significant consumer of de-identification software. Similarly, in the finance sector, protecting customer information is crucial to maintain trust and comply with regulatory requirements. Government agencies dealing with citizen data are also increasingly investing in these technologies to prevent unauthorized access and misuse of sensitive information. The demand for data de-identification and pseudonymity software is thus witnessing a steady rise across these critical sectors.

Technological advancements and innovation in data security solutions are further propelling market growth. The integration of artificial intelligence and machine learning into de-identification and pseudonymity software has enhanced their effectiveness and efficiency. These advanced technologies enable more accurate and faster processing of large datasets, thereby offering robust data protection. Additionally, the rise of cloud computing and the increasing adoption of cloud-based solutions provide scalable and cost-effective options for organizations, further driving the market.

In this context, the role of Identity Information Protection Service becomes increasingly crucial. As organizations strive to safeguard sensitive data, these services provide an essential layer of security by ensuring that identity-related information is protected from unauthorized access and misuse. Identity Information Protection Service helps organizations comply with data privacy regulations by offering robust solutions that secure personal identifiers, thus reducing the risk of identity theft and data breaches. By integrating these services, companies can enhance their data protection strategies, ensuring that identity information remains confidential and secure across various platforms and applications.

Regionally, North America holds the largest market share, driven by stringent data protection regulations and high adoption rates of advanced technologies. Europe follows, with significant contributions from countries like Germany, the UK, and France, driven by GDPR compliance requirements. The Asia Pacific region is expected to witness the highest growth rate due to the rapid digitalization of economies like China and India, coupled with increasing awareness about data privacy. Latin America and the Middle East & Africa regions are also showing promising growth, albeit from a smaller base.

Component Analysis

The Data De-identification & Pseudonymity Software Market by component is segmented into software and services. The software segment includes standalone software solutions designed to de-identify or pseudonymize data. This segment is witnessing substantial growth due to the increasing demand for automated and scalable data protection solutions. The software solutions are enhanced with advanced algorithms and AI capabilities, providing accurate de-identification and pseudonymization of large datasets, which is crucial for organizations dealing with massive amounts of sensitive data.

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Citizen Digital Identity Market size was valued at USD 34.1 Million in 2023 and is projected to reach USD 46.2 Million by 2031, growing at a CAGR of 7.6% during the forecast period 2024-2031.

Global Citizen Digital Identity Market Drivers

The market drivers for the Citizen Digital Identity Market can be influenced by various factors. These may include:

Government Initiatives and Regulations: To boost security, expedite administrative procedures, and improve public services, governments all over the world are putting digital identification systems into place. Laws that require digital identity solutions or provide incentives for their use can be important drivers of industry expansion.

Growing Reliance on Digital Platforms for Services: The demand for safe and effective digital identification systems is driven by the increasing use of digital platforms for banking, healthcare, and e-government services. Robust digital identity solutions are becoming more and more necessary as more services are moving online.

Global Citizen Digital Identity Market Restraints

Several factors can act as restraints or challenges for the Citizen Digital Identity Market. These may include:

Privacy Concerns: The worry about individual privacy and data security is one of the main obstacles. Because of the possibility of data breaches, identity theft, and improper use of data, users are frequently hesitant to provide their personal information online. The adoption of digital identity solutions may be hampered by this anxiety.

Regulatory and Compliance Issues: Digital identity management is subject to differing rules in different nations. Companies that operate in many regions may find it difficult to comply with various and changing regulatory systems. It takes a lot of work and resources to make sure that data protection rules, such the CCPA in California and the GDPR in Europe, are followed.

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SSI products are diverse, each with unique features and target use cases:Digital Wallets: Manage and store digital identities, credentials, and keys.Identity Verification Services: Verify digital identities using various methods, including biometrics and document validation.Credential Issuance Platforms: Create and issue digital credentials that are tamper-proof and verifiable.Data Sharing Frameworks: Establish protocols for secure and interoperable data sharing between different systems.Biometric Technologies: Enhance security and convenience by integrating biometrics into SSI solutions. Recent developments include: February 2023: Wipro Lab45, the innovation division of Wipro, launched DICE ID, a solution for Decentralized Identity and Credential Exchange. Built on blockchain technology, it empowers users by granting them control over their data, enabling secure online sharing through self-verifiable digital credentials., November 2023: Ping Identity collaborated with ConnectID to streamline integration into existing systems and attract new customers. This partnership aims to deliver an integrated solution that enhances digital customer experiences and enables secure online identity verification without compromising data privacy..

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Privileged Identity Manager Market Outlook

The global Privileged Identity Manager market size was valued at approximately USD 1.2 billion in 2023 and is projected to reach around USD 2.9 billion by 2032, registering a compound annual growth rate (CAGR) of 10.2% during the forecast period. The market is experiencing robust growth due to the increasing instances of security breaches, stringent regulatory compliances, and the rising need to protect privileged accounts in organizations.

One of the primary growth factors driving the Privileged Identity Manager market is the surge in cyber-attacks and security breaches globally. As organizations face relentless threats from cybercriminals and malicious insiders, the need for robust security measures has become paramount. Privileged Identity Manager solutions help in securing, managing, and monitoring privileged accounts, which are often the target of cyber-attacks. These solutions play a crucial role in minimizing potential damage from unauthorized access and ensuring compliance with regulatory standards.

Another significant growth factor is the stringent regulatory landscape that mandates organizations to implement strong identity management protocols. Regulations such as the General Data Protection Regulation (GDPR), Health Insurance Portability and Accountability Act (HIPAA), and the Sarbanes-Oxley Act (SOX) necessitate the implementation of comprehensive identity management solutions. Organizations are increasingly adopting Privileged Identity Manager solutions not just to comply with these regulations but also to avoid hefty fines and reputational damage.

The growing adoption of cloud-based solutions is yet another driver for the market. As companies migrate to cloud environments, the complexity of managing privileged identities increases. Cloud-based Privileged Identity Manager solutions offer scalability, flexibility, and reduced operational costs, making them an attractive option for organizations. The shift towards cloud computing and the need for securing cloud-based applications and data further propel the demand for these solutions.

Regionally, North America is expected to dominate the Privileged Identity Manager market due to the presence of major market players, advanced IT infrastructure, and a higher adoption rate of advanced technologies. Meanwhile, the Asia Pacific region is anticipated to witness significant growth, driven by increasing digitalization, rising cyber threats, and a growing awareness of the importance of cybersecurity measures. Europe also shows considerable promise due to stringent data protection regulations and a proactive approach to cybersecurity.

As organizations increasingly prioritize security and compliance, the role of Physical Identity and Access Management (PIAM) Software becomes more prominent. PIAM solutions are designed to manage and streamline the process of granting access to physical spaces, ensuring that only authorized personnel can enter sensitive areas. This is particularly important in industries such as healthcare, finance, and government, where the protection of physical assets and data is critical. By integrating PIAM software with existing identity management systems, organizations can achieve a comprehensive approach to security that encompasses both digital and physical access. This integration not only enhances security but also improves operational efficiency by automating access management processes and reducing the risk of human error.

Component Analysis

In the Privileged Identity Manager market, the component segment is categorized into software and services. The software segment encompasses various solutions designed to secure and manage privileged accounts, including password management, session monitoring, and access control. These software solutions are essential for providing real-time insights and alerts, ensuring the security of privileged accounts. As organizations increasingly recognize the importance of securing privileged accounts, the demand for comprehensive software solutions is expected to surge. Technological advancements and continuous innovations in software solutions are anticipated to further drive this segment's growth.

The services segment includes consulting, implementation, and maintenance services. These services are critical for the successful deployment and continuous operation of Privileged Identity Manager solutions. Consu

This archive contains the replication files for "National Origin Identity and Descriptive Representativeness: Understanding Preferences for Asian Candidates and Representation". The data archive include de-identified survey responses for both Study 1 and Study 2, as CSV and DTA files. Cleaning scripts for both are provided for reference about cleaning decisions. Analysis scripts for the main results are provided as well.

Members of different social groups often hold distinctive political attitudes. Research shows substantial divides based on characteristics like religion, race, gender, and sexuality, suggesting a straightforward “identity-to-politics” link. But making that link requires some knowledge and understanding of politics, which not everyone has. As a result, I show, political awareness often moderates the link between social identity and political views. Among the least engaged, identity is only weakly related to politics, and the differences between groups are muted. As awareness increases, the connection between group membership and political attitudes tightens, and the magnitude of identity gaps grows. The substantive impact of awareness varies across groups, and there are notable exceptions to these findings. In general though, the identity-to-politics link — and thus many of the divisions attributed to demographic characteristics — is conditional on political awareness.

Two sets of experimental data are included: Dataset 1: The dataset includes data from N = 38 participants in two experimental conditions (n=19 participants per condition): social identity and personal identity condition. The data consists of finger tapping data from 5 trials of 45sec each with 15 secs breaks including baseline, entrainment trials (tapping with two confederates who tapped synchonously at 3Hz), individual follow-up trials after entrainment trials, individual follow-up trials 24hrs after first session, individual follow-up trials 48hrs after first session. The dataset also includes survey data (i.e., group homogeneity perception, demographic data). Dataset 2: The dataset includes data from N=40 participants in two experimental conditions (n=20 participants per condition): social identity and personal identity condition. The data consists of finger tapping data from 5 trials of 45sec each with 15 secs breaks including baseline, entrainment trials (tapping with two "online confederates" who tapped synchonously at 3.2Hz), individual follow-up trials after entrainment trials, individual follow-up trials every 24hrs for four consecutive days. The dataset also includes survey data (i.e., social identification, demographic data).

The recent student protests in London and the pro-democracy protests across the Arab world show the importance of understanding synchronised (political) actions driven by online interactions. Individuals with a range of different personal and social identities, distributed across a number of different social network or chat mediums, interact in both online and offline worlds in ways that transform self and society. This merging of the online and offline worlds into a digital world, requires a study of how online and offline identities relate. Drawing on evidence from computer security, technology and privacy researchers about the importance of multiple identities in online environments, and research from social psychologists about the role of multiple identities for understanding and changing behaviour, in this 12-month scoping study we will address three interrelated questions: 1) The first question is the issue of identity salience: if people have multiple identities, how do we know what identity is salient for an individual at any given time? 2) The second question is the issue of identity continuity/ identity change: in a landscape of multiple identities, what allows particular identities to be sustained - and what leads to change? 3) The third question is the issue of identity as a resilience agent: does constraining or enhancing the number of identities available to an individual have effects on their ability to withstand stressful life events? To explore the dynamic nature of identity salience, we will conduct a series of laboratory experiments which utilise online environments to explore dynamic shifts in the salience of personal and social identities. Given the rapid shifts that are possible between online identity environments (i.e. the click of a button) compared to offline identity interactions - or the fact that several online identities can be active at the same time (rather than sequentially) - we aim to use the properties (or possibilities) of online engagements to identify the key features in determining identity salience. To examine the question of identity continuity/change we will conduct a series of experiments in which participants are required to act together (to become entrained) and to do so as group members or as isolated individuals. We will then test the degree to which actions undertaken in the group are more long-lasting when performed as members of a social group or as isolated individuals. To be able to conduct these experiments in online settings, we will develop an online collaborative platform that allows participants to contribute simultaneous behaviours (in order to entrain) rather than make sequential contributions. Synchronous behaviours are largely unexplored in online worlds (as entrainment is a key feature of interactions when individuals can be co-present, but much harder in virtual or distributed interactions on the internet). The establishment of such a platform to "entrain" specific identities has not only profound implications for future online social media but also for security strategies and mechanisms to counter threats emerging from specific groups or individuals. To examine the impact of identity as a resilience agent, we will conduct a series of experiments using the cold-pressor task - a well-known psychological method for inducing physical discomfort. In the cold-pressor task participants are asked to submerge their hand, up to their wrist, into a bucket of ice water. The time (in seconds) that participants keep their hand in the water is recorded and serves as a measure of endurance/ resilience. By conducting identity manipulations in online worlds, but looking at resilience behaviour in offline worlds, we bridge...

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he set of NIST Test PIV Cards contains sixteen smart cards that are loaded with a PIV Card Application, as specified in NIST Special Publication 800-73-4. The PIV Card Applications on the smart cards are loaded with test data and keys that are similar to what might appear on actual PIV Cards, with the exception that the certificates on the test PIV Cards were issued from a test public key infrastructure. The currently available set of test PIV cards, version 2, includes examples of new, optional features that were introduced in SP 800-73-4, such as on-card biometric comparison, secure messaging, and the virtual contact interface. The set of test cards includes not only examples that are similar to cards issued today, but also examples of cards with features that are expected to appear in cards that will be issued in the future. For example, while the certificates and data objects on most, if not all, cards issued today are signed using RSA PKCS #1 v1.5, the set of test cards include examples of certificates and data objects that are signed using each of the algorithms and key sizes listed in Table 3-2 of Special Publication 800-78-4, including RSASSA-PSS and ECDSA. Similarly, the infrastructure supporting the test cards provides examples of CRLs and OCSP responses that are signed using each of these signature algorithms. The set of test cards also includes certificates with elliptic curve subject public keys in addition to RSA subject public keys, as is permitted by Table 3-1 of Special Publication 800-78-4. The set of test cards, collectively, also include all of the mandatory and optional data objects listed in Section 3 of SP 800-73-4 Part 1, except for Cardholder Iris Images. Several of the cards include a Key History object along with retired key management keys.

This survey was designed to investigate whether having psychological connections to particular groups (ex: racial, ethnic, and national origin groups) and perceptions of discrimination lead to alienation from the structure and operation of representative democracy in the United States. The data allow for comparative ethnic analyses of people's views regarding the representative-constituent relationship and of the conditions under which group identifications and perceptions of discrimination matter. The survey includes oversamples of Black, Latino, and Asian respondents. A Spanish version of the survey was available. Demographic information retrieved about respondents include age, race/ethnicity, gender, education (highest degree received), employment status, marital status, religion, household size and income. In addition, ancestry was assessed with the question, "From what countries or parts of the world did your ancestors come?" Respondents also reported United States citizenship status, primary home language, and nationality. Variables focusing on respondent perceived representation in the United States include political ideology and political party affiliation.

Identity Management and Control Market Outlook

The global identity management and control market size is projected to grow from USD 15.8 billion in 2023 to USD 44.3 billion by 2032, representing a compound annual growth rate (CAGR) of 12.1%. This impressive growth is driven by increasing digitalization across industries, rising incidents of identity theft, and the need for stringent data protection regulations.

One of the primary growth factors in the identity management and control market is the surge in cyber threats and security breaches, which have necessitated robust identity verification mechanisms. Organizations across various sectors are recognizing the importance of safeguarding sensitive data, which in turn is driving the demand for advanced identity management solutions. The proliferation of cloud computing and the shift towards remote working models have further amplified the need for secure identity management systems to ensure that only authorized personnel have access to critical information.

Another significant growth driver is the stringent regulatory environment imposed by governments worldwide. Regulations such as the General Data Protection Regulation (GDPR) in Europe and the California Consumer Privacy Act (CCPA) in the United States have compelled organizations to adopt comprehensive identity management strategies to ensure compliance. These regulations mandate strict data protection measures, thereby fueling the adoption of identity management and control solutions across various industries.

The increasing adoption of digital identities and the need for seamless customer experiences are also propelling market growth. As businesses shift towards digital transformation, there is a growing need to authenticate and authorize users efficiently. Identity management solutions help organizations streamline these processes, thereby enhancing user experiences and driving customer satisfaction. The integration of artificial intelligence (AI) and machine learning (ML) in identity management systems is also contributing to market growth by enabling more accurate and real-time identity verification.

Regionally, North America is expected to hold the largest share of the identity management and control market, driven by the presence of leading market players and the early adoption of advanced technologies. Asia Pacific is poised for significant growth as well, owing to the rapid digital transformation in countries like China and India, coupled with the increasing focus on cybersecurity. Europe continues to be a key market due to stringent data protection regulations and high awareness about identity theft and fraud.

Component Analysis

The identity management and control market can be broadly classified into two primary components: solutions and services. Solutions encompass a range of software tools designed for user authentication, authorization, identity governance, and access management. These solutions are critical for organizations to secure their digital ecosystems and protect sensitive data from unauthorized access. The growing complexity of IT infrastructure and the rise in cyber threats are driving the adoption of advanced identity management solutions. Additionally, the integration of AI and ML technologies in these solutions is enhancing their capability to detect and respond to potential security breaches in real-time.

On the other hand, services include consulting, implementation, training, and support services that facilitate the deployment and management of identity management solutions. As organizations strive to stay ahead of evolving cyber threats, the demand for professional services to help design and implement effective identity management strategies is on the rise. Managed identity services are also gaining traction, allowing businesses to outsource their identity management needs to specialized service providers. This not only helps in cost reduction but also ensures that organizations can leverage the latest technologies and best practices in identity management.

Solutions are further segmented into identity governance and administration (IGA), identity lifecycle management, and access management. IGA solutions help organizations enforce policies related to access rights and monitor user activity, thereby ensuring compliance with regulatory requirements. Identity lifecycle management solutions focus on managing user identities throughout their lifecycle, from creation to deletion. Access management solutions, including single sign-on (SSO) and multi-factor authentication (MFA), are essential

Global performance indicators, such as democracy ratings, are influential tools of global governance, and can have a direct bearing on foreign policy, aid, and investment. Many of these indicators rely on expert assessments. Although expert assessments are generally understood to be objective, this article suggests raters' identities may shape their assessments. It specifically examines how national identity shapes democracy ratings. Two data sources---an original survey of experts on Uganda and the Varieties of Democracy Institute---reveal identify significant differences in the ratings provided by national and non-national experts. In most cases, ratings by nationals are more positive. This article explores three potential reasons for the difference, finding some support for each: national differences in information access and consumption, national differences in conceptions of democracy, and in-group--out-group bias. The findings have implications for our understanding of global performance indicators, which are overwhelmingly a product of Global North organizations.

The global biometric identity solutions market is experiencing robust growth, driven by increasing concerns over security and the need for reliable identity verification across various sectors. The market's expansion is fueled by several key factors, including the rising adoption of biometric authentication in government initiatives (e.g., national ID programs), the burgeoning demand for secure access control in enterprises, and the increasing prevalence of mobile and cloud-based applications that leverage biometric technologies. Furthermore, advancements in biometric technologies, such as improved accuracy and reduced costs, are making these solutions more accessible and appealing to a wider range of users. We estimate the market size in 2025 to be around $15 billion, considering the growth trajectory of similar technology sectors and reported market sizes in preceding years. A Compound Annual Growth Rate (CAGR) of 15% is projected from 2025 to 2033, indicating significant future expansion. This growth will be driven by the continuous innovation in fingerprint, facial recognition, and iris scanning technologies, leading to enhanced security and user experience. Market segmentation reveals a diverse landscape, with fingerprint recognition currently holding the largest market share due to its widespread adoption and cost-effectiveness. However, facial recognition is rapidly gaining traction, driven by its contactless nature and increasing integration into mobile devices. Constraints on market growth include concerns regarding data privacy and security breaches, along with the need for robust regulatory frameworks to ensure ethical and responsible use of biometric data. Key players in the market are actively investing in research and development to address these challenges and maintain their competitive edge. The competitive landscape is dynamic, characterized by both established players like Crossmatch (HID Global) and emerging innovative companies constantly striving for market share. The geographic distribution of the market is expected to be spread across various regions, with North America and Europe leading in adoption due to advanced technological infrastructure and stringent security regulations. However, rapidly developing economies in Asia-Pacific are poised for significant growth, driven by increasing smartphone penetration and government-led initiatives.

Over eight thousand unauthorized financial operations in Russia were conducted using customers' bank card information as of August 31, 2019. The second most common type of personal data employed to conduct fraudulent actions were passport hashes, which was observed in approximately 7.8 thousand cases.

The repository includes data files containing anonymized user IDs, timestamps, identity claim time, LIWC variables, post vs. comment (boolean), and mental health vs. other subreddit (boolean) for our submitted paper Emotional and Cognitive Changes Surrounding Online Depression Identity Claims. These files are named ic_liwc.csv (for users with identity claims) and control_liwc.csv (for users without identity claims). Because the identity claims themselves are excluded from these files but metadata about them is required to split users into groups, we also provide a file for doing so, ic_properties.csv.

All code used in analysis will be published prior to publication of the article, along with documentation of our data collection process. The Reddit posts themselves will not be made widely available, following the lead of Cohan et al. (the paper with the data collection process we follow) who only release raw text data to researchers upon request.

Prior to publication, we will also add n-grams for reproduction of the LLR analysis and the list of terms used in our robustness check.