100+ datasets found
  1. Healthcare Ransomware Dataset

    • kaggle.com
    Updated Feb 21, 2025
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    Rivalytics (2025). Healthcare Ransomware Dataset [Dataset]. https://www.kaggle.com/datasets/rivalytics/healthcare-ransomware-dataset
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Feb 21, 2025
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    Rivalytics
    License

    Attribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
    License information was derived automatically

    Description

    📌 Context of the Dataset

    The Healthcare Ransomware Dataset was created to simulate real-world cyberattacks in the healthcare industry. Hospitals, clinics, and research labs have become prime targets for ransomware due to their reliance on real-time patient data and legacy IT infrastructure. This dataset provides insight into attack patterns, recovery times, and cybersecurity practices across different healthcare organizations.

    Why is this important?

    Ransomware attacks on healthcare organizations can shut down entire hospitals, delay treatments, and put lives at risk. Understanding how different healthcare organizations respond to attacks can help develop better security strategies. The dataset allows cybersecurity analysts, data scientists, and researchers to study patterns in ransomware incidents and explore predictive modeling for risk mitigation.

    📌 Sources and Research Inspiration This simulated dataset was inspired by real-world cybersecurity reports and built using insights from official sources, including:

    1️⃣ IBM Cost of a Data Breach Report (2024)

    The healthcare sector had the highest average cost of data breaches ($10.93 million per incident). On average, organizations recovered only 64.8% of their data after paying ransom. Healthcare breaches took 277 days on average to detect and contain.

    2️⃣ Sophos State of Ransomware in Healthcare (2024)

    67% of healthcare organizations were hit by ransomware in 2024, an increase from 60% in 2023. 66% of backup compromise attempts succeeded, making data recovery significantly more difficult. The most common attack vectors included exploited vulnerabilities (34%) and compromised credentials (34%).

    3️⃣ Health & Human Services (HHS) Cybersecurity Reports

    Ransomware incidents in healthcare have doubled since 2016. Organizations that fail to monitor threats frequently experience higher infection rates.

    4️⃣ Cybersecurity & Infrastructure Security Agency (CISA) Alerts

    Identified phishing, unpatched software, and exposed RDP ports as top ransomware entry points. Only 13% of healthcare organizations monitor cyber threats more than once per day, increasing the risk of undetected attacks.

    5️⃣ Emsisoft 2020 Report on Ransomware in Healthcare

    The number of ransomware attacks in healthcare increased by 278% between 2018 and 2023. 560 healthcare facilities were affected in a single year, disrupting patient care and emergency services.

    📌 Why is This a Simulated Dataset?

    This dataset does not contain real patient data or actual ransomware cases. Instead, it was built using probabilistic modeling and structured randomness based on industry benchmarks and cybersecurity reports.

    How It Was Created:

    1️⃣ Defining the Dataset Structure

    The dataset was designed to simulate realistic attack patterns in healthcare, using actual ransomware case studies as inspiration.

    Columns were selected based on what real-world cybersecurity teams track, such as: Attack methods (phishing, RDP exploits, credential theft). Infection rates, recovery time, and backup compromise rates. Organization type (hospitals, clinics, research labs) and monitoring frequency.

    2️⃣ Generating Realistic Data Using ChatGPT & Python

    ChatGPT assisted in defining relationships between attack factors, ensuring that key cybersecurity concepts were accurately reflected. Python’s NumPy and Pandas libraries were used to introduce randomized attack simulations based on real-world statistics. Data was validated against industry research to ensure it aligns with actual ransomware attack trends.

    3️⃣ Ensuring Logical Relationships Between Data Points

    Hospitals take longer to recover due to larger infrastructure and compliance requirements. Organizations that track more cyber threats recover faster because they detect attacks earlier. Backup security significantly impacts recovery time, reflecting the real-world risk of backup encryption attacks.

  2. Most reported cybercrime in the U.S. 2023, by number of individuals affected...

    • ai-chatbox.pro
    • statista.com
    Updated May 6, 2025
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    Ani Petrosyan (2025). Most reported cybercrime in the U.S. 2023, by number of individuals affected [Dataset]. https://www.ai-chatbox.pro/?_=%2Ftopics%2F11226%2Fcybersecurity-and-cybercrime-in-the-asia-pacific-region%2F%23XgboD02vawLKoDs%2BT%2BQLIV8B6B4Q9itA
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    Dataset updated
    May 6, 2025
    Dataset provided by
    Statistahttp://statista.com/
    Authors
    Ani Petrosyan
    Area covered
    United States
    Description

    In 2023, the most common type of cyber crime reported to the United States internet Crime Complaint Center was phishing and spoofing, affecting approximately 298 thousand individuals. In addition, over 55 thousand cases of personal data breaches cases were reported to the IC3 during that year. Dynamic of phishing attacks Over the past few years, phishing attacks have increased significantly. In 2023, almost 300 thousand individuals fell victim to such attacks. The highest number of phishing scam victims since 2018 was recorded in 2021, approximately 324 thousand.Phishing attacks can take many shapes. Bulk phishing, smishing, and business e-mail compromise (BEC) are the most common types. In 2023, 76 percent of the surveyed worldwide organizations reported encountering bulk phishing attacks, while roughly three in four were targeted by smishing scams. Impact of phishing attacks Among the most targeted industries by cybercriminals are healthcare, financial, manufacturing, and education institutions. An observation carried out in the first quarter of 2023 found that social media was most likely to encounter phishing attacks. According to the reports, almost a quarter of them stated being targeted by a phishing scam in the measured period. Very often, phishing e-mails contain a crucial risk for the organization. Almost three in ten worldwide organizations that have experienced phishing attacks suffered from a customer or a client data breach as a consequence. Phishing scams that delivered ransomware infections were also common for the surveyed organizations.

  3. Leading cause of ransomware infection 2020

    • statista.com
    Updated Dec 10, 2024
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    Statista (2024). Leading cause of ransomware infection 2020 [Dataset]. https://www.statista.com/statistics/700965/leading-cause-of-ransomware-infection/
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    Dataset updated
    Dec 10, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2020
    Area covered
    Worldwide
    Description

    This statistic depicts the leading causes of ransomware infections according to MSPs worldwide in 2020. According to the survey, 54 percent of responding MSPs indicated that phishing scams were the most common cause of ransomware infection.

  4. Cyber security as a Service Market Report | Global Forecast From 2025 To...

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Cyber security as a Service Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/cyber-security-as-a-service-market
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    pptx, pdf, csvAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Cyber Security as a Service Market Outlook



    The global Cyber Security as a Service market size was valued at approximately $14 billion in 2023 and is projected to reach $41 billion by 2032, growing at a compound annual growth rate (CAGR) of 12.5% during the forecast period. This remarkable growth is driven by the increasing prevalence of cyber threats and the growing need for robust security solutions across various sectors.



    The growth of the Cyber Security as a Service market can be attributed to several key factors. Firstly, the rapid digitization and adoption of cloud services have exposed businesses to a myriad of cyber threats, necessitating advanced security measures. The rise in sophisticated cyber-attacks, such as ransomware, phishing, and malware, has compelled organizations to seek comprehensive security solutions to safeguard their data and ensure business continuity. Additionally, regulatory requirements and compliance mandates across industries are driving the demand for managed security services, further propelling market growth.



    Secondly, the increasing adoption of Internet of Things (IoT) devices has expanded the attack surface, making enterprises more vulnerable to cyber-attacks. As IoT devices become integral to business operations, securing these devices has become paramount. Cyber Security as a Service offers scalable and flexible solutions to monitor and protect IoT ecosystems, thereby addressing the security challenges posed by these interconnected devices. Furthermore, the growing awareness about the financial and reputational damage caused by data breaches is prompting businesses to invest heavily in cybersecurity services.



    Thirdly, the shortage of skilled cybersecurity professionals is a significant growth driver for the market. Many organizations lack the in-house expertise required to effectively combat evolving cyber threats. As a result, they are increasingly turning to third-party service providers to manage their cybersecurity needs. Cyber Security as a Service offers access to a pool of experts, advanced technologies, and continuous monitoring capabilities, enabling businesses to strengthen their security posture without the need for extensive internal resources.



    The integration of Financial Services Cybersecurity Systems and Services is becoming increasingly vital in the face of evolving cyber threats. Financial institutions are prime targets for cybercriminals due to the sensitive nature of financial data and transactions. As a result, there is a growing emphasis on developing comprehensive cybersecurity frameworks that encompass both preventive and responsive measures. These systems and services are designed to protect financial data, ensure compliance with regulatory requirements, and maintain customer trust. By leveraging advanced technologies such as artificial intelligence and machine learning, financial institutions can enhance their threat detection and response capabilities, thereby safeguarding their operations from potential cyber threats.



    From a regional perspective, North America is expected to dominate the Cyber Security as a Service market during the forecast period. The presence of major cybersecurity vendors, coupled with stringent regulatory frameworks and high adoption rates of advanced technologies, contribute to the region's leading position. However, the Asia Pacific region is anticipated to witness the highest growth rate, driven by increasing digital transformation initiatives, rising cybercrime incidents, and growing awareness about cybersecurity solutions.



    Service Type Analysis



    In the Cyber Security as a Service market, the service type segment is pivotal, covering services such as Threat Intelligence, Managed Security Services, Security Monitoring and Analytics, Incident Response, Compliance Management, and others. The diverse nature of cyber threats necessitates a variety of specialized services, each catering to different facets of cybersecurity.



    Threat Intelligence services play a crucial role in the market. These services involve the collection, analysis, and dissemination of information about potential or ongoing cyber threats. By leveraging advanced analytics and machine learning, threat intelligence services provide actionable insights that help organizations anticipate and mitigate cyber risks before they materialize. The growing complexity of cyber threats and the need for proactive threat management

  5. Latin America & Caribbean: share of users attacked by phishing 2021, by...

    • statista.com
    Updated Nov 25, 2024
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    Statista (2024). Latin America & Caribbean: share of users attacked by phishing 2021, by country [Dataset]. https://www.statista.com/statistics/997956/phishing-attack-user-share-latin-america-country/
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    Dataset updated
    Nov 25, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2021
    Area covered
    Americas, Caribbean, Latin America, LAC
    Description

    In 2021, Brazil and Ecuador were the two countries in Latin America and the Caribbean with the highest share of users targeted by phishing attacks, standing at 12.39 percent and 10.73 percent, respectively. Through these attacks, users are susceptible to various types of malicious software, including ransomware, which, upon infection, blocks access to data until a payment is received in return. Additionally, Brazil ranked first worldwide as the country with the most attacks of this type in the examined year.

  6. w

    Global Aviation Cyber Security Market Research Report: By Cyber Threat Type...

    • wiseguyreports.com
    Updated Jul 10, 2024
    + more versions
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    wWiseguy Research Consultants Pvt Ltd (2024). Global Aviation Cyber Security Market Research Report: By Cyber Threat Type (Malware and Ransomware, Phishing and Social Engineering, DDoS Attacks, Data Breaches), By Application (Aircraft Systems, Ground Systems, Communication Systems, Air Traffic Management Systems), By Security Measure (Firewalls and Intrusion Detection Systems, Encryption and Data Security, Vulnerability Management, Security Incident Response), By Organization Size (Large Enterprises, Small and Medium-sized Enterprises), By End-User Industry (Commercial Aviation, Defense Aviation, General Aviation) and By Regional (North America, Europe, South America, Asia Pacific, Middle East and Africa) - Forecast to 2032. [Dataset]. https://www.wiseguyreports.com/reports/aviation-cyber-security-market
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    Dataset updated
    Jul 10, 2024
    Dataset authored and provided by
    wWiseguy Research Consultants Pvt Ltd
    License

    https://www.wiseguyreports.com/pages/privacy-policyhttps://www.wiseguyreports.com/pages/privacy-policy

    Time period covered
    Jan 7, 2024
    Area covered
    Global
    Description
    BASE YEAR2024
    HISTORICAL DATA2019 - 2024
    REPORT COVERAGERevenue Forecast, Competitive Landscape, Growth Factors, and Trends
    MARKET SIZE 20233.23(USD Billion)
    MARKET SIZE 20243.76(USD Billion)
    MARKET SIZE 203212.63(USD Billion)
    SEGMENTS COVEREDCyber Threat Type ,Application ,Security Measure ,Organization Size ,End-User Industry ,Regional
    COUNTRIES COVEREDNorth America, Europe, APAC, South America, MEA
    KEY MARKET DYNAMICSIncreasing cybersecurity threats Growing adoption of cloud and IoT technologies Rise in cyberattacks targeting critical infrastructure Government regulations and industry standards Collaboration and partnerships among industry players
    MARKET FORECAST UNITSUSD Billion
    KEY COMPANIES PROFILEDDarktrace ,Boeing ,General Dynamics ,Airbus CyberSecurity ,Raytheon Technologies ,L3Harris Technologies ,SAAB ,Honeywell ,Threod Systems ,Leonardo ,Lockheed Martin ,Thales ,Airbus ,BAE Systems ,Northrop Grumman
    MARKET FORECAST PERIOD2024 - 2032
    KEY MARKET OPPORTUNITIESDigital transformation Cloud security Data protection Remote operations Cybersecurity regulations
    COMPOUND ANNUAL GROWTH RATE (CAGR) 16.37% (2024 - 2032)
  7. C

    Cloud Email Security Software Report

    • marketresearchforecast.com
    doc, pdf, ppt
    Updated Mar 26, 2025
    + more versions
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    Market Research Forecast (2025). Cloud Email Security Software Report [Dataset]. https://www.marketresearchforecast.com/reports/cloud-email-security-software-60210
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    doc, ppt, pdfAvailable download formats
    Dataset updated
    Mar 26, 2025
    Dataset authored and provided by
    Market Research Forecast
    License

    https://www.marketresearchforecast.com/privacy-policyhttps://www.marketresearchforecast.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global cloud email security software market is experiencing robust growth, driven by the increasing adoption of cloud-based services, the escalating sophistication of cyber threats, and the rising need for robust data protection across enterprises of all sizes. The market, currently estimated at $2.6 billion (based on the provided market size of 2606 million), is projected to witness significant expansion over the forecast period (2025-2033). This growth is fueled by several key factors, including the proliferation of phishing attacks, ransomware incidents, and data breaches targeting email communication. Large enterprises are leading the adoption, followed by SMEs seeking cost-effective and scalable security solutions. The market is segmented by the types of threats addressed (spam and viruses, ransomware and phishing, data theft) and the application across various enterprise sizes. Key players in this competitive landscape include Proofpoint, Barracuda, and others, constantly innovating to counter evolving threat vectors. Geographic growth is expected to be diverse, with North America and Europe maintaining a dominant market share due to higher technology adoption and stringent data privacy regulations. However, Asia-Pacific is poised for substantial growth given the increasing digitalization and the rising adoption of cloud-based services in this region. The market's evolution is marked by continuous advancements in AI and machine learning for threat detection, alongside a growing demand for integrated security platforms offering comprehensive email protection. The competitive landscape is characterized by a blend of established players and emerging startups. Established vendors leverage their extensive experience and robust product portfolios to maintain market dominance. Meanwhile, innovative startups are challenging the status quo through advanced technologies and specialized solutions. This dynamic competition fuels innovation, leading to more sophisticated and effective email security solutions. Future market growth will be shaped by factors such as the increasing adoption of cloud-native security solutions, growing concerns regarding regulatory compliance, and the emergence of new cyber threats. The continuous development of advanced threat detection mechanisms such as AI and machine learning will play a critical role in shaping the future of cloud email security. Furthermore, the market will likely witness an increase in the integration of email security with other security solutions as organizations adopt a more holistic approach to cyber protection.

  8. R

    Ransomware Resilience Assessment Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Mar 9, 2025
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    Archive Market Research (2025). Ransomware Resilience Assessment Report [Dataset]. https://www.archivemarketresearch.com/reports/ransomware-resilience-assessment-54898
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    doc, pdf, pptAvailable download formats
    Dataset updated
    Mar 9, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Ransomware Resilience Assessment market is experiencing robust growth, driven by the escalating frequency and severity of ransomware attacks targeting both small and medium-sized enterprises (SMEs) and large enterprises globally. The market, valued at approximately $2.5 billion in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This significant expansion is fueled by several key factors. Increasingly sophisticated ransomware techniques, such as those leveraging phishing, Remote Desktop Protocol (RDP) vulnerabilities, and credential abuse, necessitate proactive assessment and mitigation strategies. Furthermore, stringent data privacy regulations and rising awareness of potential financial and reputational damage from ransomware incidents are compelling organizations to invest heavily in comprehensive resilience assessments. The market segmentation reveals a strong demand across various application types, with SMEs showing a particularly high adoption rate due to their vulnerability and limited internal security expertise. The diverse range of service providers, including global giants like Accenture and EY alongside specialized cybersecurity firms, underscores the market's maturity and competitive landscape. The geographic distribution reflects the global nature of cyber threats, with North America and Europe currently dominating market share, although growth potential is significant in rapidly developing economies within Asia Pacific and the Middle East & Africa. The continued evolution of ransomware tactics and the expanding attack surface, particularly with the increasing reliance on cloud services and remote work, will further drive market growth. However, factors such as the high cost of comprehensive assessments and the skill shortage in cybersecurity professionals pose challenges. Despite these restraints, the long-term outlook for the Ransomware Resilience Assessment market remains extremely positive, propelled by the ongoing digital transformation and the inherent need for robust cybersecurity defenses in an increasingly interconnected world. The market's expansion is expected to be sustained by continuous innovation in assessment methodologies, the development of advanced threat detection technologies, and growing government initiatives focused on cybersecurity awareness and preparedness.

  9. E

    Email Security Service Provider Services Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Mar 1, 2025
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    Archive Market Research (2025). Email Security Service Provider Services Report [Dataset]. https://www.archivemarketresearch.com/reports/email-security-service-provider-services-48418
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    doc, pdf, pptAvailable download formats
    Dataset updated
    Mar 1, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global Email Security Service Provider market is experiencing robust growth, driven by the increasing prevalence of cyber threats and the rising adoption of cloud-based email solutions. The market size in 2025 is estimated at $15 billion, exhibiting a Compound Annual Growth Rate (CAGR) of 12% from 2025 to 2033. This growth is fueled by several key factors, including the escalating sophistication of phishing attacks, ransomware campaigns, and other email-borne malware. Businesses of all sizes are increasingly reliant on email for communication and data exchange, making robust email security a critical investment for risk mitigation. Furthermore, the shift towards remote work models has heightened the need for secure email access and management from diverse locations and devices. The market is segmented by service type (online and offline), application (individual, enterprise, and others), and geographical regions. The enterprise segment is expected to dominate due to higher spending capacity and greater vulnerability to cyberattacks. North America and Europe currently hold significant market share, but the Asia-Pacific region is projected to experience substantial growth due to increasing digitalization and rising internet penetration. The competitive landscape is marked by a mix of established players like BAE Systems, Singtel, and AT&T Intellectual Property, alongside specialized providers and consulting firms. While these established players benefit from brand recognition and extensive service portfolios, smaller, agile companies are emerging, focusing on niche solutions and innovation in areas like AI-powered threat detection and advanced email authentication. The market's growth trajectory suggests continued investment in research and development, particularly in areas such as machine learning and behavioral analytics, to enhance threat detection capabilities and bolster overall email security posture. This continuous evolution will further drive market expansion, making proactive email security a crucial aspect of overall IT infrastructure for both enterprises and individuals alike.

  10. R

    Ransomware Protection Solutions Industry Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 25, 2025
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    Market Report Analytics (2025). Ransomware Protection Solutions Industry Report [Dataset]. https://www.marketreportanalytics.com/reports/ransomware-protection-solutions-industry-90186
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    pdf, doc, pptAvailable download formats
    Dataset updated
    Apr 25, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Ransomware Protection Solutions market is experiencing robust growth, projected to reach $21.20 billion in 2025 and exhibiting a Compound Annual Growth Rate (CAGR) of 19.53% from 2025 to 2033. This expansion is fueled by the escalating frequency and sophistication of ransomware attacks targeting businesses and individuals globally. The increasing reliance on digital infrastructure, coupled with the growing interconnectedness of systems, creates a larger attack surface, making robust ransomware protection a critical necessity. Key drivers include the rising adoption of cloud-based solutions offering enhanced scalability and accessibility, the increasing demand for advanced threat detection and response capabilities, and stringent government regulations pushing for improved cybersecurity practices. The market segmentation reveals significant demand across various deployment models (on-premise and on-cloud) and application types, including endpoint protection, email protection, and network security. North America and Europe currently hold substantial market shares due to high technological advancements and strong cybersecurity awareness, but the Asia-Pacific region is expected to witness the fastest growth due to increasing digitalization and a rising number of internet users. Competition among major players like McAfee, Kaspersky, Bitdefender, and others is driving innovation and affordability, leading to a broader adoption of these solutions. The continued evolution of ransomware techniques necessitates ongoing improvements in prevention and mitigation strategies. The market's growth will be further influenced by factors such as the development of artificial intelligence (AI)-powered threat detection systems, improved incident response capabilities, and a growing focus on proactive security measures. While the increasing complexity of security solutions can pose a barrier to entry for smaller organizations, the overall market trajectory points towards sustained expansion driven by the inherent need to protect against the significant financial and operational disruptions caused by ransomware attacks. The forecast period (2025-2033) anticipates a substantial increase in market value, reflecting the enduring importance of effective ransomware protection in the digital age. Recent developments include: November 2023 - During KubeCon + CloudNativeCon North America, Veeam, a company that provides Kubernetes data protection, announced the launch of its New Kasten K10 V6.5 platform for Kubernetes. With this new release, the company has begun to provide access to ransomware protection advances that enable integrations with SIEM., September 2023 - Zscaler, Inc. announced a collaboration with CrowdStrike and Imprivata to provide a zero trust cybersecurity solution from device to cloud that is tailored to medical institutions. The new Zscaler integration with the Imprivata Digital Identity Platform will enable organizations to meet regulatory requirements by providing visibility, threat protection, and traceability for end-to-end, multi-user, shared device access control.. Key drivers for this market are: Increasing Number of Phishing Attacks and Targeted Security Breaches, Emergence of Ransomware as a Service Model; Use of Crypto Currencies as Payment Method; Cloud Deployment Plays a Major Role in Ransomware Protection. Potential restraints include: Increasing Number of Phishing Attacks and Targeted Security Breaches, Emergence of Ransomware as a Service Model; Use of Crypto Currencies as Payment Method; Cloud Deployment Plays a Major Role in Ransomware Protection. Notable trends are: Cloud Deployment Plays a Major Role in Ransomware Protection.

  11. F

    Financial Service Cyber Security Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated May 14, 2025
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    Archive Market Research (2025). Financial Service Cyber Security Report [Dataset]. https://www.archivemarketresearch.com/reports/financial-service-cyber-security-561661
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    May 14, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Financial Services Cybersecurity market is experiencing robust growth, driven by the increasing reliance on digital platforms and the escalating sophistication of cyber threats targeting financial institutions. The market, estimated at $50 billion in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This significant expansion is fueled by several key factors. Firstly, stringent regulatory compliance mandates, like GDPR and CCPA, are compelling financial institutions to invest heavily in robust security solutions to protect sensitive customer data and avoid hefty penalties. Secondly, the rise of cloud-based financial services and the increasing adoption of mobile banking applications have expanded the attack surface, necessitating advanced cybersecurity measures. Thirdly, the evolving nature of cyber threats, including ransomware attacks, phishing scams, and insider threats, necessitates continuous adaptation and investment in cutting-edge security technologies. This growth is seen across all segments, with cloud-based solutions gaining traction due to scalability and cost-effectiveness. The market is geographically diverse, with North America and Europe currently holding the largest market share, but significant growth potential is evident in the Asia-Pacific region driven by rapid digital transformation and expanding financial sectors. The competitive landscape is characterized by a mix of established players like IBM, Cisco, and Fortinet, alongside specialized cybersecurity firms focusing on financial services. The market's growth is also influenced by several factors including the increasing adoption of Artificial Intelligence (AI) and Machine Learning (ML) for threat detection and prevention, the growing demand for managed security services, and the heightened focus on cybersecurity insurance. However, challenges remain, including the skills gap in cybersecurity professionals and the difficulty in keeping pace with the constantly evolving threat landscape. Nonetheless, the long-term outlook for the Financial Services Cybersecurity market remains positive, fueled by sustained demand for advanced security solutions and the imperative to protect critical financial infrastructure.

  12. E

    Email and Network Security Software Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jun 19, 2025
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    Data Insights Market (2025). Email and Network Security Software Report [Dataset]. https://www.datainsightsmarket.com/reports/email-and-network-security-software-1454463
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    ppt, doc, pdfAvailable download formats
    Dataset updated
    Jun 19, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global market for email and network security software is experiencing robust growth, driven by the escalating sophistication of cyber threats and the increasing reliance on digital communication and interconnected systems across all sectors. The market, estimated at $15 billion in 2025, is projected to maintain a healthy Compound Annual Growth Rate (CAGR) of 12% through 2033, reaching approximately $40 billion. Several factors contribute to this expansion. The rise in remote workforces necessitates stronger security measures to protect against external threats accessing corporate networks. Additionally, the growing adoption of cloud-based services and the increasing prevalence of phishing, malware, and ransomware attacks are compelling organizations to invest heavily in advanced email and network security solutions. Furthermore, stringent data privacy regulations like GDPR and CCPA are driving demand for robust security software that ensures compliance. Key segments within the market include cloud-based solutions, on-premise deployments, and managed security services, each catering to specific organizational needs and security postures. Competition in the email and network security software market is fierce, with established players like Mimecast, Proofpoint, Symantec, and Sophos competing alongside emerging innovators. The market is characterized by continuous innovation, with vendors focusing on enhancing features like advanced threat detection, AI-powered security, and integrated security information and event management (SIEM) capabilities. However, challenges remain. The high cost of advanced security solutions can be a barrier for smaller businesses. Moreover, the constant evolution of cyber threats requires continuous updates and upgrades, demanding ongoing investment and skilled IT personnel to manage and maintain these systems effectively. Future growth will likely be fueled by the increasing adoption of artificial intelligence and machine learning in threat detection, the rise of zero-trust security models, and the growing need for secure access service edge (SASE) architectures.

  13. R

    Ransomware Resilience Assessment Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Mar 9, 2025
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    Archive Market Research (2025). Ransomware Resilience Assessment Report [Dataset]. https://www.archivemarketresearch.com/reports/ransomware-resilience-assessment-54969
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    pdf, ppt, docAvailable download formats
    Dataset updated
    Mar 9, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Ransomware Resilience Assessment market is experiencing robust growth, driven by the escalating frequency and severity of ransomware attacks targeting businesses of all sizes. The market size in 2025 is estimated at $2.5 billion, reflecting a significant increase from previous years. This substantial growth is fueled by several key factors. Firstly, the increasing sophistication of ransomware tactics necessitates proactive assessment and mitigation strategies. Secondly, stringent data privacy regulations, like GDPR and CCPA, are imposing heavy penalties for data breaches, incentivizing businesses to invest in robust resilience measures. Thirdly, the growing reliance on cloud-based services and remote work environments expands the attack surface, making businesses more vulnerable. Finally, the emergence of Ransomware-as-a-Service (RaaS) is lowering the barrier to entry for cybercriminals, leading to an upsurge in attacks. We project a Compound Annual Growth Rate (CAGR) of 18% from 2025 to 2033, indicating a continued expansion of this vital market segment. The market is segmented by type of attack (Phishing, RDP, Credential Abuse, Vulnerabilities, Others) and target application (SMEs, Large Enterprises). Large enterprises, with their extensive IT infrastructure and valuable data, currently dominate the market share. However, the SME segment is expected to witness faster growth due to increasing awareness and affordability of cybersecurity solutions. Geographically, North America and Europe currently hold the largest market shares, driven by higher cybersecurity awareness and stringent regulatory frameworks. However, regions like Asia Pacific are projected to show significant growth in the coming years due to increasing digitalization and economic development. Key players in the market include established cybersecurity firms and specialized consultancies offering a range of services, from vulnerability assessments to incident response planning. Competition is expected to intensify as the market matures, driven by innovation in threat detection and mitigation technologies.

  14. E

    Email Threat Detection System Report

    • marketresearchforecast.com
    doc, pdf, ppt
    Updated Mar 8, 2025
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    Market Research Forecast (2025). Email Threat Detection System Report [Dataset]. https://www.marketresearchforecast.com/reports/email-threat-detection-system-30083
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    ppt, pdf, docAvailable download formats
    Dataset updated
    Mar 8, 2025
    Dataset authored and provided by
    Market Research Forecast
    License

    https://www.marketresearchforecast.com/privacy-policyhttps://www.marketresearchforecast.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Email Threat Detection System (ETDS) market is experiencing robust growth, driven by the escalating sophistication and volume of email-borne threats targeting businesses and governments globally. The increasing reliance on email for communication and data exchange, coupled with the rise of phishing, malware, and ransomware attacks, fuels the demand for advanced ETDS solutions. While precise market sizing data isn't provided, a reasonable estimation, considering the prevalent use of email and the substantial investments in cybersecurity, would place the 2025 market value at approximately $5 billion USD, with a Compound Annual Growth Rate (CAGR) of 15% projected through 2033. This growth is fueled by several key drivers: the expanding adoption of cloud-based email security solutions, the integration of artificial intelligence (AI) and machine learning (ML) for improved threat detection, and the increasing regulatory pressure on organizations to bolster their email security posture. The market is segmented by software, service, and application, with significant growth anticipated across government, finance, and corporate sectors. Major players like Proofpoint, Cisco, and Microsoft are actively competing, while regional variations exist, with North America and Europe currently holding the largest market shares due to high levels of digitalization and stringent security regulations. However, the Asia-Pacific region is predicted to witness rapid growth due to increasing internet penetration and rising cybersecurity awareness. Despite the positive outlook, the market faces certain challenges. These include the ever-evolving nature of cyber threats, requiring constant updates and adaptations of ETDS solutions. The high cost of implementation and maintenance, especially for advanced features like AI-powered threat intelligence, can also act as a restraint, particularly for smaller businesses. The increasing complexity of integrating ETDS with existing IT infrastructure further poses a hurdle. Nonetheless, the overall market trajectory remains positive, driven by the critical need for robust email security in today's interconnected world. The market's future growth will likely be shaped by continued technological advancements, evolving threat landscapes, and government regulations aimed at enhancing cybersecurity.

  15. E

    Email Security Market Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Mar 19, 2025
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    Market Report Analytics (2025). Email Security Market Report [Dataset]. https://www.marketreportanalytics.com/reports/email-security-market-10883
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    doc, pdf, pptAvailable download formats
    Dataset updated
    Mar 19, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global email security market, valued at $5.78 billion in 2025, is projected to experience robust growth, driven by the escalating frequency and sophistication of cyber threats targeting email communication. A compound annual growth rate (CAGR) of 13.64% from 2025 to 2033 indicates a significant expansion of the market, reaching an estimated $19.3 Billion by 2033. This growth is fueled by several key factors. The increasing adoption of cloud-based email services necessitates robust security solutions, while the rise of phishing attacks, ransomware, and other malicious email campaigns compels organizations to invest heavily in advanced email security measures. Furthermore, stringent data privacy regulations across various jurisdictions are also driving demand for enhanced email security solutions. The market segmentation reveals a preference for both cloud-based and on-premise solutions, with services comprising a significant portion of the market, alongside the considerable demand for email security products. Competition among established players like Barracuda Networks, Check Point, and Microsoft, alongside emerging players, is intensifying, leading to continuous innovation in areas such as AI-powered threat detection and advanced threat protection. Market segmentation by application (on-premise and cloud-based) and product (products and services) highlights the diverse needs of businesses. The cloud-based segment is expected to dominate due to its scalability and cost-effectiveness. Geographically, North America currently holds a significant market share, driven by early adoption and robust technological infrastructure. However, regions like APAC, particularly China and India, are poised for rapid growth owing to increasing digitalization and rising awareness of cyber threats. Europe and other regions are expected to contribute significant growth owing to increasing adoption of digital technologies across multiple sectors. The market, however, faces challenges from the complexity of emerging threats, the need for continuous updates to security solutions, and the potential for security breaches despite employing these solutions. Successful market players will need to adapt quickly to these challenges by investing in R&D, expanding into new markets, and offering comprehensive security solutions tailored to the specific needs of diverse customer segments.

  16. Outcomes of successful phishing attacks in companies worldwide 2021-2023

    • statista.com
    • ai-chatbox.pro
    Updated Mar 10, 2025
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    Statista (2025). Outcomes of successful phishing attacks in companies worldwide 2021-2023 [Dataset]. https://www.statista.com/statistics/1350723/consequences-phishing-attacks/
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    Dataset updated
    Mar 10, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Worldwide
    Description

    Surveys of working adults and IT security professionals worldwide conducted in 2021 and 2023 found that the share of organizations experiencing severe consequences due to a successful cyber attack had declined. In 2023, the share of enterprises experiencing a breach of customer or client data was 29 percent, down from 44 percent in 2022. Ransomware infections that occurred through e-mail were common for 32 percent of the respondents in 2023. Cases of a credential or account compromise occurred in 27 percent of the organizations in 2023, a decrease of 25 percent compared to the year prior.

  17. w

    Global Medical Cyber Security Market Research Report: By Security Type...

    • wiseguyreports.com
    Updated Jun 21, 2024
    + more versions
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    wWiseguy Research Consultants Pvt Ltd (2024). Global Medical Cyber Security Market Research Report: By Security Type (Network Security, Endpoint Security, Cloud Security, Application Security), By Threat Type (Ransomware, Phishing, Malware, Data Breaches), By Deployment Model (On-Premise, Cloud-Based, Hybrid), By Organization Size (Small and Medium-Sized Enterprises (SMEs), Large Enterprises), By End-User Industry (Hospitals and Clinics, Pharmaceutical Companies, Medical Device Manufacturers, Healthcare Insurance Providers) and By Regional (North America, Europe, South America, Asia Pacific, Middle East and Africa) - Forecast to 2032. [Dataset]. https://www.wiseguyreports.com/reports/medical-cyber-security-market
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    Dataset updated
    Jun 21, 2024
    Dataset authored and provided by
    wWiseguy Research Consultants Pvt Ltd
    License

    https://www.wiseguyreports.com/pages/privacy-policyhttps://www.wiseguyreports.com/pages/privacy-policy

    Time period covered
    Jan 6, 2024
    Area covered
    Global
    Description
    BASE YEAR2024
    HISTORICAL DATA2019 - 2024
    REPORT COVERAGERevenue Forecast, Competitive Landscape, Growth Factors, and Trends
    MARKET SIZE 20235.65(USD Billion)
    MARKET SIZE 20246.38(USD Billion)
    MARKET SIZE 203217.01(USD Billion)
    SEGMENTS COVEREDProducts and Services ,Deployment Model ,Application ,Security Threats ,Regional
    COUNTRIES COVEREDNorth America, Europe, APAC, South America, MEA
    KEY MARKET DYNAMICSRising awareness of cyber threats Increasing adoption of IoT medical devices Government regulations Growing need for data security Advancements in AI and machine learning
    MARKET FORECAST UNITSUSD Billion
    KEY COMPANIES PROFILEDPalo Alto Networks ,IBM ,Check Point Software Technologies ,McAfee, LLC ,Cisco Systems, Inc. ,Symantec Corporation ,Trend Micro Incorporated ,Fortinet, Inc. ,Rapid7, Inc. ,Tenable Holdings, Inc. ,Qualys, Inc. ,FireEye, Inc. ,CrowdStrike Holdings, Inc. ,Mandiant, Inc. ,Dragos, Inc.
    MARKET FORECAST PERIOD2024 - 2032
    KEY MARKET OPPORTUNITIESIncreasing Adoption of Connected Medical Devices Growing Number of Cyberattacks on Healthcare Organizations Rising Awareness of Data Privacy Regulations Government Initiatives to Strengthen Cybersecurity Infrastructure Expansion of CloudBased Healthcare Technologies
    COMPOUND ANNUAL GROWTH RATE (CAGR) 13.03% (2024 - 2032)
  18. C

    Computer Security for Customer Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Mar 9, 2025
    + more versions
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    Archive Market Research (2025). Computer Security for Customer Report [Dataset]. https://www.archivemarketresearch.com/reports/computer-security-for-customer-54414
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    pdf, ppt, docAvailable download formats
    Dataset updated
    Mar 9, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global Computer Security for Consumers market, valued at $24.69 billion in 2025, is projected to experience robust growth, with a Compound Annual Growth Rate (CAGR) of 4.4% from 2025 to 2033. This expansion is driven by several key factors. The increasing sophistication of cyber threats, including ransomware attacks, phishing scams, and data breaches, is compelling consumers to invest more heavily in robust security solutions. The rising adoption of connected devices, such as smartphones, smart homes, and IoT gadgets, expands the attack surface, further fueling demand for comprehensive protection. Furthermore, the increasing awareness of data privacy concerns and stringent government regulations around data protection are pushing both individuals and businesses to prioritize cybersecurity. The market is segmented by security type (Network Security, Identity Theft Protection, Data Manipulation Prevention, Financial Security, Endpoint Security, Antivirus, Anti-malware, and Others) and application (Laptop, Desktop, Mobile, and Other devices). The diversity of these segments reflects the multifaceted nature of consumer cybersecurity needs and provides ample opportunity for vendors to specialize and innovate. Growth is anticipated to be particularly strong in regions like Asia Pacific, fueled by rising internet penetration, increasing smartphone adoption, and a growing middle class with higher disposable incomes. While North America and Europe currently hold significant market shares, rapid digitalization in developing economies will drive considerable market expansion in these regions over the forecast period. Competition in the market is intense, with established players like NortonLifeLock, McAfee, and Kaspersky competing against agile newcomers and regional players. The continuous evolution of cyber threats necessitates ongoing innovation in security technologies, such as AI-powered threat detection, behavioral analysis, and advanced encryption. This ongoing technological advancement will be crucial for maintaining market growth and catering to the ever-evolving demands of consumers.

  19. E

    Email Threat Detection System Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated May 25, 2025
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    Data Insights Market (2025). Email Threat Detection System Report [Dataset]. https://www.datainsightsmarket.com/reports/email-threat-detection-system-1417016
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    doc, ppt, pdfAvailable download formats
    Dataset updated
    May 25, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global Email Threat Detection System market is experiencing robust growth, driven by the escalating sophistication of cyberattacks and the increasing reliance on email for business communication. The market, estimated at $15 billion in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 12% from 2025 to 2033, reaching approximately $45 billion by 2033. This growth is fueled by several key factors, including the rising adoption of cloud-based email security solutions, the proliferation of phishing and ransomware attacks targeting email, and the growing need for advanced threat detection capabilities such as AI-powered anomaly detection and sandboxing. Furthermore, stringent government regulations regarding data privacy and security are compelling organizations to invest heavily in robust email security infrastructure. The market is segmented by deployment type (cloud, on-premises), organization size (SMBs, enterprises), and geography. Major players like Proofpoint, Cisco, Symantec, and Mimecast are driving innovation through continuous product enhancements and strategic partnerships. However, certain restraints are hindering market expansion. The high cost of advanced email threat detection solutions can be a barrier for smaller organizations. Additionally, the complexity of managing and maintaining these systems, particularly in larger enterprises, presents a challenge. The evolving nature of cyber threats also necessitates continuous updates and upgrades, leading to ongoing operational costs. Despite these limitations, the market is poised for significant growth, driven by increased awareness of email security risks and the adoption of advanced security measures by organizations across all sectors. The competitive landscape is characterized by both established players and emerging vendors vying for market share, leading to increased innovation and a diverse range of solutions to meet evolving customer needs.

  20. M

    Mobile Anti Malware Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated May 13, 2025
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    Data Insights Market (2025). Mobile Anti Malware Report [Dataset]. https://www.datainsightsmarket.com/reports/mobile-anti-malware-1364934
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    May 13, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global mobile anti-malware market, valued at $8058.6 million in 2025, is experiencing robust growth, projected to expand at a Compound Annual Growth Rate (CAGR) of 15.8% from 2025 to 2033. This significant expansion is driven by several key factors. The increasing proliferation of mobile devices, coupled with the rising sophistication of mobile malware, necessitates robust security solutions. Consumers and businesses alike are becoming more aware of the potential risks associated with mobile threats, including data breaches, financial losses, and identity theft, fueling demand for effective anti-malware protection. Furthermore, the integration of advanced features such as real-time threat detection, AI-powered malware analysis, and proactive security measures within mobile anti-malware applications is enhancing their appeal and driving adoption. The market is segmented by application (BFSI, Public/Government, Healthcare, Retail, Media & Entertainment, Utilities, Telecom & IT, Others) and operating system (Android OS, Apple OS, Windows OS, Blackberry OS, Other), reflecting the diverse range of users and devices requiring protection. The competitive landscape includes established players like Symantec, McAfee, and Kaspersky Lab, along with agile innovators such as Malwarebytes and Bitdefender, fostering innovation and competition within the market. Geographical expansion, particularly in developing economies with rapidly increasing smartphone penetration, presents significant growth opportunities. The strong CAGR signifies a consistently expanding market, driven by factors like the increasing use of mobile banking and e-commerce, creating a lucrative environment for security vendors. The prevalence of phishing attacks and ransomware targeting mobile devices further reinforces the need for sophisticated anti-malware solutions. However, challenges remain, including the evolving nature of malware, requiring continuous updates and improvements in anti-malware technologies. Furthermore, the issue of user privacy and data security concerns surrounding the collection and use of user data by anti-malware providers needs careful consideration. This necessitates a balance between robust protection and respecting user privacy to sustain market growth. The market's future trajectory hinges on technological advancements, regulatory changes, and the ongoing evolution of mobile threats.

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Rivalytics (2025). Healthcare Ransomware Dataset [Dataset]. https://www.kaggle.com/datasets/rivalytics/healthcare-ransomware-dataset
Organization logo

Healthcare Ransomware Dataset

Analyze attacks, strengthen security, and improve recovery in healthcare

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195 scholarly articles cite this dataset (View in Google Scholar)
CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
Dataset updated
Feb 21, 2025
Dataset provided by
Kagglehttp://kaggle.com/
Authors
Rivalytics
License

Attribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
License information was derived automatically

Description

📌 Context of the Dataset

The Healthcare Ransomware Dataset was created to simulate real-world cyberattacks in the healthcare industry. Hospitals, clinics, and research labs have become prime targets for ransomware due to their reliance on real-time patient data and legacy IT infrastructure. This dataset provides insight into attack patterns, recovery times, and cybersecurity practices across different healthcare organizations.

Why is this important?

Ransomware attacks on healthcare organizations can shut down entire hospitals, delay treatments, and put lives at risk. Understanding how different healthcare organizations respond to attacks can help develop better security strategies. The dataset allows cybersecurity analysts, data scientists, and researchers to study patterns in ransomware incidents and explore predictive modeling for risk mitigation.

📌 Sources and Research Inspiration This simulated dataset was inspired by real-world cybersecurity reports and built using insights from official sources, including:

1️⃣ IBM Cost of a Data Breach Report (2024)

The healthcare sector had the highest average cost of data breaches ($10.93 million per incident). On average, organizations recovered only 64.8% of their data after paying ransom. Healthcare breaches took 277 days on average to detect and contain.

2️⃣ Sophos State of Ransomware in Healthcare (2024)

67% of healthcare organizations were hit by ransomware in 2024, an increase from 60% in 2023. 66% of backup compromise attempts succeeded, making data recovery significantly more difficult. The most common attack vectors included exploited vulnerabilities (34%) and compromised credentials (34%).

3️⃣ Health & Human Services (HHS) Cybersecurity Reports

Ransomware incidents in healthcare have doubled since 2016. Organizations that fail to monitor threats frequently experience higher infection rates.

4️⃣ Cybersecurity & Infrastructure Security Agency (CISA) Alerts

Identified phishing, unpatched software, and exposed RDP ports as top ransomware entry points. Only 13% of healthcare organizations monitor cyber threats more than once per day, increasing the risk of undetected attacks.

5️⃣ Emsisoft 2020 Report on Ransomware in Healthcare

The number of ransomware attacks in healthcare increased by 278% between 2018 and 2023. 560 healthcare facilities were affected in a single year, disrupting patient care and emergency services.

📌 Why is This a Simulated Dataset?

This dataset does not contain real patient data or actual ransomware cases. Instead, it was built using probabilistic modeling and structured randomness based on industry benchmarks and cybersecurity reports.

How It Was Created:

1️⃣ Defining the Dataset Structure

The dataset was designed to simulate realistic attack patterns in healthcare, using actual ransomware case studies as inspiration.

Columns were selected based on what real-world cybersecurity teams track, such as: Attack methods (phishing, RDP exploits, credential theft). Infection rates, recovery time, and backup compromise rates. Organization type (hospitals, clinics, research labs) and monitoring frequency.

2️⃣ Generating Realistic Data Using ChatGPT & Python

ChatGPT assisted in defining relationships between attack factors, ensuring that key cybersecurity concepts were accurately reflected. Python’s NumPy and Pandas libraries were used to introduce randomized attack simulations based on real-world statistics. Data was validated against industry research to ensure it aligns with actual ransomware attack trends.

3️⃣ Ensuring Logical Relationships Between Data Points

Hospitals take longer to recover due to larger infrastructure and compliance requirements. Organizations that track more cyber threats recover faster because they detect attacks earlier. Backup security significantly impacts recovery time, reflecting the real-world risk of backup encryption attacks.

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