19 datasets found
  1. Global social engineering attack distribution 2023, by type

    • statista.com
    Updated Feb 2, 2026
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    Statista (2026). Global social engineering attack distribution 2023, by type [Dataset]. https://www.statista.com/statistics/1493497/globla-social-engineering-attack-by-type/
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    Dataset updated
    Feb 2, 2026
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2023
    Area covered
    Worldwide
    Description

    In 2023, half of the social engineering attacks worldwide were scams, making it the most common type of cyberattack in this category. Phishing ranked second, with **** percent of the attacks, while business e-mail compromise (BEC) made up nearly ** percent of the total spear-phishing attacks.

  2. Most common social engineering methods used by cybercriminals in Poland 2023...

    • statista.com
    Updated Jan 8, 2026
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    Statista (2026). Most common social engineering methods used by cybercriminals in Poland 2023 [Dataset]. https://www.statista.com/statistics/1314924/poland-social-engineering-methods-used-by-cybercriminals/
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    Dataset updated
    Jan 8, 2026
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Mar 2023 - Apr 2023
    Area covered
    Poland
    Description

    ******** and*************************************n was the most common social engineering method used by cybercriminals in Poland in 2023.

  3. Global distribution of social engineering attacks abusing Gmail.com 2023, by...

    • statista.com
    Updated Feb 2, 2026
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    Statista (2026). Global distribution of social engineering attacks abusing Gmail.com 2023, by type [Dataset]. https://www.statista.com/statistics/1493511/global-social-engineering-attacks-gmailcom/
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    Dataset updated
    Feb 2, 2026
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2023
    Area covered
    Worldwide
    Description

    In 2023, business e-mail compromise (BEC) scams were the most common type of social engineering attacks using Gmail.com. Roughly **** percent of such cyberattacks detected on Gmail.com were identified as BEC scams. General scamming ranked second, with over ** percent, and phishing was identified in *** percent of social engineering attacks abusing Gmail.com.

  4. Global e-mail services abused in social engineering attacks 2023

    • statista.com
    Updated Feb 2, 2026
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    Statista (2026). Global e-mail services abused in social engineering attacks 2023 [Dataset]. https://www.statista.com/statistics/1493498/social-engineering-attack-e-mail-services/
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    Dataset updated
    Feb 2, 2026
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2023
    Area covered
    Worldwide
    Description

    In 2023, Gmail was the e-mail service most frequently abused in social engineering attacks worldwide, with 22 percent of such attacks using it. Outlook, Hotmail, and other services ranked far behind.

  5. Data Breaches

    • kaggle.com
    zip
    Updated Sep 24, 2025
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    Jishnu12345 (2025). Data Breaches [Dataset]. https://www.kaggle.com/datasets/jishnu12345/data-breaches
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    zip(94104 bytes)Available download formats
    Dataset updated
    Sep 24, 2025
    Authors
    Jishnu12345
    License

    MIT Licensehttps://opensource.org/licenses/MIT
    License information was derived automatically

    Description

    📘 Dataset Overview

    The dataset records real-world data breach incidents across multiple years and sectors, capturing key information about how and when companies experienced data losses.

    AttributeDescriptionExample
    organisationName of the company or entity affected by the data breach.MailMyPrescriptions.com, Sequoia Capital Operations, LLC
    yearThe year in which the breach occurred.2020, 2023
    records_lostNumber of records or personal data entries compromised in the breach.368537, 841836
    sectorIndustry or business category of the affected organization.Finance, Technology, Retail, Telecom
    methodThe primary cause or attack vector used in the breach.Hacking, Social Engineering, Malware Attack, Brute Force Attack

    🧩 Dataset Characteristics

    • Total Records:** 4,926
    • Total Columns:** 5
    • Data Types:**

      • 3 categorical (organisation, sector, method)
      • 2 numerical (year, records_lost)
    • Years Covered: Multiple years up to at least 2023

    • No missing values, making it clean and ready for analysis.

    📊 Possible Uses

    1. Trend Analysis: Track how data breaches evolve over years—see which years had the highest number of incidents or largest record losses.
    2. Sector Vulnerability Study: Identify which sectors (like Finance or Technology) are most frequently targeted or have the largest breaches.
    3. Attack Pattern Insights: Compare breach causes (e.g., Malware vs. Social Engineering) across industries.
    4. Predictive Modeling: Use ML models to predict the severity of future breaches (records lost) based on sector, method, and year.

    ⚠️ Notes

    • records_lost values vary widely; consider using log scaling for better visualization.
    • method might include overlapping or similar attack types—can be standardized (e.g., “Hacking” vs “Cyber Attack”).
    • As with all breach datasets, ensure ethical handling and do not use for targeting real entities.
  6. Volume of vishing attacks on global organizations 2020-2023

    • statista.com
    Updated Feb 2, 2026
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    Statista (2026). Volume of vishing attacks on global organizations 2020-2023 [Dataset]. https://www.statista.com/statistics/1306269/volume-vishing-attacks-organizations/
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    Dataset updated
    Feb 2, 2026
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Worldwide
    Description

    According to surveys of working adults and IT professionals conducted in 2023, almost ***** in ** respondents reported having encountered vishing attacks. This represents a slight decrease from ** percent in the year prior. Vishing attacks are a type of social engineering attacks performed over phone calls or voice messages for phishing.

  7. Cybersecurity Training Market Growth Analysis - Size and Forecast 2025-2029...

    • technavio.com
    pdf
    Updated Feb 11, 2025
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    Technavio (2025). Cybersecurity Training Market Growth Analysis - Size and Forecast 2025-2029 | Technavio [Dataset]. https://www.technavio.com/report/cybersecurity-training-market-industry-analysis
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    pdfAvailable download formats
    Dataset updated
    Feb 11, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Description

    snapshot-tab-pane Cybersecurity Training Market Size 2025-2029The cybersecurity training market size is forecast to increase by USD 5.9 billion, at a CAGR of 16.8% between 2024 and 2029.The market is driven by the escalating threat of cyberattacks and data breaches, which necessitates continuous education and skill development for IT professionals. This dynamic market is further fueled by the constant evolution of cyber threats, necessitating organizations to stay updated with the latest security trends and techniques. Strategic partnerships and collaborations between cybersecurity training providers and organizations play a pivotal role in addressing the skills gap and enhancing cybersecurity posture. However, the market faces challenges, including the rapidly changing landscape of cyberattacks, which necessitates flexible and adaptive training programs.Additionally, the shortage of cybersecurity talent and the high cost of training pose significant obstacles for organizations seeking to bolster their cybersecurity defenses. To capitalize on market opportunities and navigate challenges effectively, companies must prioritize agile training programs, collaborative partnerships, and cost-effective solutions.What will be the Size of the Cybersecurity Training Market during the forecast period?Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report. Request Free SampleThe market continues to evolve, reflecting the dynamic nature of the cyber threat landscape. Businesses across various sectors invest in incident response planning, social engineering training, vulnerability assessments, and network security to mitigate risks. Password management, penetration testing, phishing awareness training, risk management, threat modeling, and purple teaming are integral components of comprehensive security strategies. Zero trust security, security auditing, employee training programs, firewall management, threat intelligence, blue teaming, and phishing simulations are essential for maintaining a robust cybersecurity posture. Regulatory compliance, cloud security, security metrics, and security architecture are also key areas of focus. Gamified security training, simulated attacks, access control, data breaches, data encryption, cybersecurity insurance, and security awareness campaigns are ongoing initiatives to enhance security and mitigate risks.Red teaming, multi-factor authentication, PCI DSS, disaster recovery planning, and compliance frameworks are additional strategies to ensure business continuity and protect against evolving threats. The cybersecurity landscape is ever-changing, and organizations must remain vigilant and adaptable to stay ahead of emerging risks. Continuous learning and training are crucial to maintaining a strong cybersecurity posture and ensuring business resilience.How is this Cybersecurity Training Industry segmented?The cybersecurity training industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in "USD million" for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. Delivery ModeOnline trainingClassroom trainingCorporate trainingTypeCloud securityEthical hackingCybersecurity fundamentalsNetwork securityDigital forensicsGeographyNorth AmericaUSCanadaEuropeFranceGermanySpainUKAPACChinaIndiaJapanSouth KoreaRest of World (ROW)By Delivery Mode InsightsThe online training segment is estimated to witness significant growth during the forecast period.The market is undergoing a transformative phase, with online training emerging as the preferred mode of delivery. This shift is driven by the convenience, cost-effectiveness, and scalability that online platforms offer. Learners can access training materials at their own pace, from any location, making it an ideal solution for businesses with geographically dispersed teams. The rise of remote work and digital learning has further accelerated this trend. Online training platforms provide a comprehensive range of resources, including video lectures, webinars, interactive modules, and hands-on simulations. These tools enable learners to grasp theoretical concepts while gaining practical experience in real-world cybersecurity scenarios.They offer content on various topics such as incident response planning, social engineering training, vulnerability assessments, network security, password management, penetration testing, phishing awareness training, risk management, threat modeling, purple teaming, business continuity planning, compliance training, security assessments, zero trust security, security auditing, employee training programs, firewall management, threat intelligence, blue teaming, phishing simu

  8. Cyber Security Market Growth Analysis - Size and Forecast 2025-2029 |...

    • technavio.com
    pdf
    Updated Aug 9, 2025
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    Technavio (2025). Cyber Security Market Growth Analysis - Size and Forecast 2025-2029 | Technavio [Dataset]. https://www.technavio.com/report/cybersecurity-market-industry-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Aug 9, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Description

    snapshot-tab-pane Cyber Security Market Size 2025-2029The cyber security market size is valued to increase USD 269.8 billion, at a CAGR of 16.7% from 2024 to 2029. Increase in use of mobile devices will drive the cyber security market.Major Market Trends & InsightsNorth America dominated the market and accounted for a 43% growth during the forecast period.By End-user - Government segment was valued at USD 43.50 billion in 2023By Deployment - On-premises segment accounted for the largest market revenue share in 2023Market Size & ForecastMarket Opportunities: USD 143.61 billionMarket Future Opportunities: USD 269.80 billionCAGR from 2024 to 2029 : 16.7%Market SummaryIn the ever-expanding digital realm, the cybersecurity market assumes a pivotal role as businesses worldwide grapple with the escalating threat landscape. According to recent estimates, the global cybersecurity market is projected to reach a value of USD248.26 billion by 2023, underscoring its significant growth trajectory. This surge in demand is fueled by several key drivers, including the increasing use of mobile devices and the adoption of IoT technology. As businesses embrace digital transformation, they become increasingly reliant on complex networks and interconnected systems, creating a vast attack surface for cybercriminals. This, in turn, necessitates robust cybersecurity solutions capable of safeguarding sensitive data and mitigating potential threats.However, the high cost of deployment remains a significant challenge, necessitating a balance between security and cost-effectiveness. Moreover, the cybersecurity landscape is characterized by rapid evolution, with emerging threats and technologies requiring continuous adaptation and innovation. As such, cybersecurity providers must stay abreast of the latest trends and developments to deliver effective solutions. This ongoing demand for advanced security capabilities is expected to drive market growth in the coming years.What will be the Size of the Cyber Security Market during the forecast period?Get Key Insights on Market Forecast (PDF) Request Free SampleHow is the Cyber Security Market Segmented ?The cyber security industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in "USD billion" for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. End-userGovernmentBFSIICTManufacturingOthersDeploymentOn-premisesCloud-basedProductSolutionServicesSectorLarge enterprisesSMEsTypeCloudEnd-point and IoTNetworkApplicationGeographyNorth AmericaUSCanadaEuropeFranceGermanyRussiaUKAPACChinaIndiaJapanSouth AmericaBrazilRest of World (ROW)By End-user InsightsThe government segment is estimated to witness significant growth during the forecast period.Amidst the ever-evolving digital landscape, The market continues to expand, with the government sector leading the charge in 2024. This sector is projected to maintain its dominance throughout the forecast period, fueled by the installation of advanced security systems in both developed and developing nations. Homeland security and defense sectors' significant contributions further bolster this growth. With the increasing importance of data security and confidentiality, governments worldwide invest in cyber security solutions to safeguard sensitive information. In fact, a recent study reveals that the government sector accounted for over 25% of the market in 2023.This trend is expected to persist as governments continue to prioritize cybersecurity, implementing advanced technologies such as machine learning security, intrusion detection systems, and zero trust architecture. Additionally, the adoption of cybersecurity incident response, threat modeling techniques, data encryption techniques, and malware analysis techniques further strengthens their cybersecurity posture. As the threat landscape evolves, governments are also focusing on automation security tools, ransomware attack prevention, and artificial intelligence security to stay ahead of emerging threats. Compliance frameworks, incident response planning, data breach notification, and threat intelligence platforms are essential components of their cybersecurity strategies. Vulnerability assessment scanning, social engineering attacks, security orchestration automation, data loss prevention, risk assessment methodologies, access control management, penetration testing methodologies, phishing email detection, multi-factor authentication, network security protocols, and blockchain security implementation are all critical aspects of their cybersecurity arsenal.Request Free SampleThe Government segment was valued at USD 43.50 billion in 2019 and showed a gradual increase during the forecast period.Request Free SampleRegional Analysi

  9. Global initial access vectors used in cyberattacks 2021-2023

    • statista.com
    Updated Feb 2, 2026
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    Statista (2026). Global initial access vectors used in cyberattacks 2021-2023 [Dataset]. https://www.statista.com/statistics/1537880/top-initial-access-vectors-worldwide/
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    Dataset updated
    Feb 2, 2026
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Worldwide
    Description

    In 2023, software/API vulnerabilities accounted for 38.6 percent of initial access vectors in cyberattacks, up by around 10 percent compared to 28.2 percent in 2022. Previously compromised credentials represented 20.5 percent of attacks, while social engineering and phishing were responsible for 17 percent of cyberattacks in the examined year.

  10. C

    Cyber Security Insurance in UK Market Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Mar 4, 2026
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    Market Report Analytics (2026). Cyber Security Insurance in UK Market Report [Dataset]. https://www.marketreportanalytics.com/reports/cyber-security-insurance-in-uk-market-99353
    Explore at:
    doc, ppt, pdfAvailable download formats
    Dataset updated
    Mar 4, 2026
    Dataset authored and provided by
    Market Report Analytics
    License

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

    Time period covered
    2026 - 2034
    Area covered
    United Kingdom, Global
    Variables measured
    Market Size
    Description

    The UK cybersecurity insurance market is booming, driven by rising cyber threats and stricter regulations. Discover key trends, market size projections, and leading players in this rapidly expanding sector. Learn about market segmentation, growth drivers and challenges. Recent developments include: September 2023: Cowbell is committed to addressing cyber risk challenges on a global scale, and our expansion into the UK is a testament to this. Cowbell Prime One is tailored towards SME and mid-market customers and allows brokers to customize cyber policies for different risk exposures, such as email scams, ransomware, and social engineering., March 2023: Cyber insurance provider Coalition is set to enter the excess cyber insurance market in the United Kingdom to help protect businesses with enhanced coverage. The firm has confirmed that it will extend its reach to provide full-follow form coverage and protection of up to GBP 10 million (USD 12126000) above a primary layer of insurance from another insurer for both cyber and technology professional indemnity (PI) lines.. Key drivers for this market are: Data Privacy Regulations, Business Interruption. Potential restraints include: Data Privacy Regulations, Business Interruption. Notable trends are: Impact of Cyber Insurance Policy Coverage.

  11. Enron Fraud Email Dataset

    • kaggle.com
    zip
    Updated Dec 28, 2023
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    Advaith S Rao (2023). Enron Fraud Email Dataset [Dataset]. https://www.kaggle.com/datasets/advaithsrao/enron-fraud-email-dataset
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    zip(223918844 bytes)Available download formats
    Dataset updated
    Dec 28, 2023
    Authors
    Advaith S Rao
    License

    Apache License, v2.0https://www.apache.org/licenses/LICENSE-2.0
    License information was derived automatically

    Description

    In 2000, Enron was one of the largest companies in the United States. By 2002, it had collapsed into bankruptcy due to widespread corporate fraud. The data has been made public and presents a diverse set of email information ranging from internal, marketing emails to spam and fraud attempts.

    In the early 2000s, Leslie Kaelbling at MIT purchased the dataset and noted that, though the dataset contained scam emails, it also had several integrity problems. The dataset was updated later, but it becomes key to ensure privacy in the data while it is used to train a deep neural network model.

    Though the Enron Email Dataset contains over 500K emails, one of the problems with the dataset is the availability of labeled frauds in the dataset. Label annotation is done to detect an umbrella of fraud emails accurately. Since, fraud emails fall into several types such as Phishing, Financial, Romance, Subscription, and Nigerian Prince scams, there have to be multiple heuristics used to label all types of fraudulent emails effectively.

    To tackle this problem, heuristics have been used to label the Enron data corpus using email signals, and automated labeling has been performed using simple ML models on other smaller email datasets available online. These fraud annotation techniques are discussed in detail below.

    To perform fraud annotation on the Enron dataset as well as provide more fraud examples for modeling, two more fraud data sources have been used, Phishing Email Dataset: https://www.kaggle.com/dsv/6090437 Social Engineering Dataset: http://aclweb.org/aclwiki

    Label Annotation

    To label the Enron email dataset two signals are used to filter suspicious emails and label them into fraud and non-fraud classes. Automated ML labeling Email Signals

    Automated ML Labeling

    The following heuristics are used to annotate labels for Enron email data using the other two data sources,

    Phishing Model Annotation: A high-precision SVM model trained on the Phishing mails dataset, which is used to annotate the Phishing Label on the Enron Dataset.

    Social Engineering Model Annotation: A high-precision SVM model trained on the Social Engineering mails dataset, which is used to annotate the Social Engineering Label on the Enron Dataset.

    The two ML Annotator models use Term Frequency Inverse Document Frequency (TF-IDF) to embed the input text and make use of SVM models with Gaussian Kernel.

    If either of the models predicted that an email was a fraud, the mail metadata was checked for several email signals. If these heuristics meet the requirements of a high-probability fraud email, we label it as a fraud email.

    Email Signals

    Email Signal-based heuristics are used to filter and target suspicious emails for fraud labeling specifically. The signals used were,

    Person Of Interest: There is a publicly available list of email addresses of employees who were liable for the massive data leak at Enron. These user mailboxes have a higher chance of containing quality fraud emails.

    Suspicious Folders: The Enron data is dumped into several folders for every employee. Folders consist of inbox, deleted_items, junk, calendar, etc. A set of folders with a higher chance of containing fraud emails, such as Deleted Items and Junk.

    Sender Type: The sender type was categorized as ‘Internal’ and ‘External’ based on their email address.

    Low Communication: A threshold of 4 emails based on the table below was used to define Low Communication. A user qualifies as a Low-Comm sender if their emails are below this threshold. Mails sent from low-comm senders have been assigned with a high probability of being a fraud.

    Contains Replies and Forwards: If an email contains forwards or replies, a low probability was assigned for it to be a fraud email.

    Manual Inspection

    To ensure high-quality labels, the mismatch examples from ML Annotation have been manually inspected for Enron dataset relabeling.

    Dataset Breakdown

    FraudNon-Fraud
    2327445090

    Citations

    Enron Dataset Title: Enron Email Dataset URL: https://www.cs.cmu.edu/~enron/ Publisher: MIT, CMU Author: Leslie Kaelbling, William W. Cohen Year: 2015

    Phishing Email Detection Dataset Title: Phishing Email Detection URL: https://www.kaggle.com/dsv/6090437 DOI: 10.34740/KAGGLE/DSV/6090437 Publisher: Kaggle Author: Subhadeep Chakraborty Year: 2023

    CLAIR Fraud Email Collection Title: CLAIR collection of fraud email URL: http://aclweb.org/aclwiki Author: Radev, D. Year: 2008

  12. Fraud Detection And Prevention Market Growth Analysis - Size and Forecast...

    • technavio.com
    pdf
    Updated Jul 10, 2025
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    Technavio (2025). Fraud Detection And Prevention Market Growth Analysis - Size and Forecast 2025-2029 | Technavio [Dataset]. https://www.technavio.com/report/fraud-detection-and-prevention-market-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Jul 10, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Description

    snapshot-tab-pane Fraud Detection And Prevention Market Size 2025-2029The fraud detection and prevention market size is forecast to increase by USD 122.65 billion, at a CAGR of 30.1% between 2024 and 2029.The market is witnessing significant growth, driven by the increasing adoption of cloud-based services. Businesses are recognizing the benefits of cloud solutions, such as real-time fraud detection, scalability, and cost savings. Additionally, technological advancements in fraud detection and prevention solutions and services are enabling organizations to better protect their assets from sophisticated fraud schemes. However, the complex IT infrastructure of modern businesses poses a challenge in implementing and integrating these solutions effectively. The complexity of the IT infrastructure, which integrates cloud computing, big data, and mobile devices, creates a vast network of devices with insufficient security features.To capitalize on market opportunities, companies must stay abreast of these trends and invest in advanced fraud detection technologies. Effective implementation and integration of these solutions, coupled with continuous innovation, will be crucial for businesses seeking to mitigate fraud risks and protect their reputation and financial stability. Furthermore, the constant evolution of fraud techniques necessitates continuous innovation and adaptation from solution providers. Encryption techniques and network security protocols form the foundation of robust cybersecurity defenses, while compliance regulations and penetration testing help identify vulnerabilities and strengthen security posture.What will be the Size of the Fraud Detection And Prevention Market during the forecast period?Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report. Request Free SampleThe market continues to evolve, driven by the constant emergence of new threats and the need for advanced technologies to mitigate risks across various sectors. Real-time fraud alerts, anomaly detection systems, forensic accounting tools, and risk mitigation strategies are integrated into comprehensive solutions that adapt to the ever-changing fraud landscape. Entities rely on these tools to maintain regulatory compliance frameworks and incident response planning, ensuring access control management and vulnerability assessments are up-to-date. Machine learning algorithms and transaction monitoring tools enable the detection of suspicious activity, providing valuable insights into potential threats.Intrusion detection systems and behavioral biometrics offer real-time protection against cyberattacks and payment fraud, while identity verification methods and risk scoring models help prevent account takeover and data loss. Cybersecurity threat intelligence and authentication protocols enhance the overall security strategy, providing a layered approach to fraud prevention. Fraud investigation techniques and loss prevention metrics enable entities to respond effectively to incidents and minimize the impact of data breaches. Social engineering countermeasures and payment fraud detection solutions further fortify the fraud prevention arsenal, ensuring continuous protection against evolving threats. The ongoing dynamism of the market demands a proactive approach, with entities staying informed and agile to maintain a strong defense against fraudulent activities.How is this Fraud Detection And Prevention Industry segmented?The fraud detection and prevention industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in "USD million" for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.Component SolutionsServicesEnd-user Large enterpriseSMEsApplication Transaction monitoringCompliance and risk managementIdentity verificationBehavioral analyticsOthersGeography North America USCanadaEurope FranceGermanyItalyRussiaUKAPAC ChinaIndiaJapanRest of World (ROW) By Component InsightsThe Solutions segment is estimated to witness significant growth during the forecast period. The market is experiencing significant growth due to escalating cyber threats, increasing regulatory compliance requirements, and the need to mitigate financial losses. Biometric authentication, encryption techniques, machine learning algorithms, and intrusion detection systems are among the key solutions driving market expansion. Regulatory frameworks, such as the General Data Protection Regulation (GDPR) and the Health Insurance Portability and Accountability Act (HIPAA), are mandating robust incident response planning, access control management, and data breach prevention strategies. Vulnerability assessments and penetration test

  13. Email Security Market Size to Grow by USD 6.03 Billion from 2024 to 2029 –...

    • technavio.com
    pdf
    Updated Mar 12, 2025
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    Technavio (2025). Email Security Market Size to Grow by USD 6.03 Billion from 2024 to 2029 – Research Report | Technavio [Dataset]. https://www.technavio.com/report/email-security-market-industry-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Mar 12, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Description

    snapshot-tab-pane Email Security Market Size 2025-2029The email security market size is forecast to increase by USD 6.03 billion, at a CAGR of 14.2% between 2024 and 2029.The market is experiencing significant growth and transformation, driven by the increasing trend towards remote work and employee mobility. This shift has led to an escalating need for robust email security solutions to protect sensitive business information from cyber threats. Another key trend is the widespread adoption of cloud-based email security services, enabling organizations to benefit from scalability, flexibility, and cost savings. However, the availability of open-source email security solutions poses a challenge for market players, as they must differentiate their offerings and provide added value to compete effectively.Companies seeking to capitalize on market opportunities should focus on offering advanced threat detection and response capabilities, seamless integration with other security solutions, and user-friendly interfaces. Navigating the challenges requires a deep understanding of the evolving threat landscape and the ability to adapt quickly to new technologies and customer needs.What will be the Size of the Email Security Market during the forecast period?Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report. Request Free SampleIn the ever-evolving email security landscape, entities continue to integrate various solutions to fortify their defenses against persistent threats. On-premise security, incident response, PCI DSS compliance, artificial intelligence, antivirus protection, threat modeling, penetration testing, access control, and security policy are among the essential components of a robust email security strategy. The market witnesses continuous dynamism, with advancements in areas such as spam detection, malware scanning, email authentication protocols, multi-factor authentication, email filtering, behavioral analytics, security audits, and security software. Threat intelligence, intrusion detection, security services, machine learning, data encryption, phishing prevention, email security appliances, email security gateways, business continuity, single sign-on, vulnerability management, email archiving, risk management, email encryption, hybrid cloud security, and cloud security are other critical aspects of this evolving market.As cybercriminals adopt increasingly sophisticated tactics, organizations must remain vigilant and adapt their email security strategies accordingly. Continuous threat modeling, penetration testing, and vulnerability assessments are essential to identify and address potential weaknesses. Security awareness training is also crucial to ensure that employees are equipped to recognize and respond to phishing attempts and other social engineering attacks. The integration of AI and machine learning technologies is revolutionizing email security, enabling more effective threat detection and response. However, this also presents new challenges, such as the need for robust data encryption and privacy protections. As the market continues to evolve, organizations must stay informed and adapt their strategies to stay ahead of emerging threats.How is this Email Security Industry segmented?The email security industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in "USD million" for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. ApplicationBFSIGovernmentHealthcareIT and telecomOthersComponentProductsServicesDeploymentCloudOn-premisesHybridThreat TypePhishingMalwareSpamData Loss PreventionGeographyNorth AmericaUSMexicoEuropeFranceGermanyItalyUKMiddle East and AfricaUAEAPACAustraliaChinaIndiaJapanSouth KoreaSouth AmericaBrazilRest of World (ROW)By Application InsightsThe bfsi segment is estimated to witness significant growth during the forecast period.The market is witnessing significant growth, particularly in the Banking, Financial Services, and Insurance (BFSI) sector. With the increasing use of digital technologies like cloud computing, mobile banking, and internet banking, financial institutions are becoming prime targets for sophisticated cyber threats such as phishing, ransomware, and business email compromise (BEC). Email security solutions are essential to protect sensitive financial data and maintain customer trust. Advanced measures like encryption, multi-factor authentication (MFA), and AI-driven threat detection systems are being adopted to safeguard communication channels. Email security appliances and gateways, security software, and security services are crucial components of these solutions.Threat intelligence, machine l

  14. Phishing Email Dataset

    • kaggle.com
    zip
    Updated May 24, 2024
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    Naser Abdullah Alam (2024). Phishing Email Dataset [Dataset]. https://www.kaggle.com/datasets/naserabdullahalam/phishing-email-dataset
    Explore at:
    zip(80864554 bytes)Available download formats
    Dataset updated
    May 24, 2024
    Authors
    Naser Abdullah Alam
    License

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

    Description

    PHISHING EMAIL DATASET

    This dataset was compiled by researchers to study phishing email tactics. It combines emails from a variety of sources to create a comprehensive resource for analysis.

    Initial Datasets:

    • Enron and Ling Datasets: These datasets focus on the core content of phishing emails, containing subject lines, email body text, and labels indicating whether the email is spam (phishing) or legitimate.

    • CEAS, Nazario, Nigerian Fraud, and SpamAssassin Datasets: These datasets provide broader context for the emails, including sender information, recipient information, date, and labels for spam/legitimate classification.

    Final Dataset:

    The final dataset combines the information from the initial datasets into a single resource for analysis. This dataset contains:

    • Approximately 82,500 emails
    • 42,891 spam emails
    • 39,595 legitimate emails

    This dataset allows researchers to study the content of phishing emails and the context in which they are sent to improve detection methods.

    Please cite the following two articles if you are using this dataset:

    • Al-Subaiey, A., Al-Thani, M., Alam, N. A., Antora, K. F., Khandakar, A., & Zaman, S. A. U. (2024, May 19). Novel Interpretable and Robust Web-based AI Platform for Phishing Email Detection. ArXiv.org. https://arxiv.org/abs/2405.11619
  15. Network Security Firewall Market Growth Analysis - Size and Forecast...

    • technavio.com
    pdf
    Updated Jun 12, 2025
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    Technavio (2025). Network Security Firewall Market Growth Analysis - Size and Forecast 2025-2029 | Technavio [Dataset]. https://www.technavio.com/report/network-security-firewall-market-industry-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Jun 12, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Description

    snapshot-tab-pane Network Security Firewall Market Size 2025-2029The network security firewall market size is forecast to increase by USD 6.04 billion at a CAGR of 14.7% between 2024 and 2029.The market is experiencing significant growth, driven by the increasing adoption of cloud services and the implementation of Bring Your Own Device (BYOD) policies. These trends have led to an escalating need for robust network security solutions to protect against cyber threats. The market is experiencing significant growth due to the increasing adoption of cloud computing and the bring-your-own-device (BYOD) trend in organizations. A key challenge facing market participants is the shortage of a skilled workforce capable of managing these advanced security systems. Furthermore, the constant emergence of new threats necessitates a high level of expertise and up-to-date knowledge. Another obstacle is the lack of awareness and understanding of the importance of network security firewalls among organizations.The launch of new network security firewall products continues to shape the competitive landscape, as companies strive to provide superior protection against an ever-evolving threat landscape. Companies seeking to capitalize on these opportunities must invest in hiring skilled professionals and staying informed about the latest threats and trends to remain competitive. Despite these challenges, the market presents numerous opportunities for companies offering innovative and effective solutions to meet the evolving needs of businesses in the digital age. The emergence of advanced network security firewall solutions is addressing the challenges posed by the digital transformation, including securing email, servers, and IoT devices.What will be the Size of the Network Security Firewall Market during the forecast period? Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report. Request Free SampleThe market is experiencing significant growth, driven by the increasing sophistication of cyber threats and the need for robust security solutions. Security automation is becoming a key trend, enabling faster response times and reducing the workload on security teams. Network security testing is essential for identifying vulnerabilities and ensuring compliance with PCI DSS and other compliance frameworks. Security analytics plays a crucial role in detecting advanced persistent threats, while disaster recovery solutions help businesses minimize downtime in the event of a breach. Phishing simulations and social engineering training are essential components of a comprehensive security strategy, as human error remains a significant risk.Zero trust security, threat hunting, and incident response are also gaining traction, as organizations seek to proactively identify and mitigate threats. Endpoint security is a critical focus area, with the rise of remote work and the increasing use of personal devices. Log management and network segmentation are essential for maintaining visibility and control over network traffic. Cybersecurity insurance and business continuity planning are becoming increasingly important, as organizations seek to mitigate the financial and reputational damage caused by cyber attacks. The NIST Cybersecurity Framework and other compliance frameworks provide a roadmap for implementing effective security controls. Security operations centers (SOCs) are at the heart of effective security strategies, providing a centralized hub for monitoring and responding to threats.How is this Network Security Firewall Industry segmented?The network security firewall industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in "USD million" for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.Deployment On-premisesCloud-basedType SolutionsServicesApplication Financial servicesRetailMedical authoritiesEducation authoritiesOthersGeography North America USCanadaMexicoEurope FranceGermanyItalySpainUKAPAC ChinaIndiaRest of World (ROW) By Deployment InsightsThe on-premises segment is estimated to witness significant growth during the forecast period. The market encompasses various solutions and services, including web application firewalls, firewall monitoring, security log analysis, anti-malware protection, cloud firewalls, firewall auditing, firewall policies, penetration testing, security training, firewall rules, firewall software, firewall compliance, VPN tunneling, packet filtering, firewall performance, network segmentation, intrusion detection systems, application control, DDoS protection, anti-virus protection, data loss prevention, stateful inspection, network security awareness, s

  16. Digital Identity and Security Market Size to Grow by USD 59.4 Billion from...

    • technavio.com
    pdf
    Updated Apr 4, 2025
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    Technavio (2025). Digital Identity and Security Market Size to Grow by USD 59.4 Billion from 2024 to 2029 – Research Report | Technavio [Dataset]. https://www.technavio.com/report/digital-identity-and-security-market-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Apr 4, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Description

    snapshot-tab-pane Digital Identity And Security Market Size 2025-2029The digital identity and security market size is forecast to increase by USD 59.4 billion, at a CAGR of 17.8% between 2024 and 2029.The market is experiencing significant growth, driven by the increasing adoption of electronic ID cards (eID) and smart infrastructure initiatives. These advancements are transforming the way identities are managed and secured in both public and private sectors. Furthermore, the integration of artificial intelligence (AI), machine learning (ML), and blockchain technologies is enhancing digital identities, offering improved security and convenience. However, the market faces challenges as well. High costs associated with deploying digital identity and security solutions remain a significant barrier for many organizations, necessitating careful planning and strategic investment.Companies seeking to capitalize on market opportunities and navigate challenges effectively must stay informed of these trends and obstacles, ensuring they are well-positioned to meet the evolving needs of their customers and stakeholders.What will be the Size of the Digital Identity And Security Market during the forecast period?Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report. Request Free SampleThe market continues to evolve, with dynamic market activities unfolding across various sectors. Privacy protection remains a top priority as entities navigate the complex digital landscape. Data breaches and threat intelligence are ongoing concerns, necessitating robust security measures. Social engineering and endpoint security are critical components of a comprehensive defense strategy. Intrusion prevention systems employ advanced technologies, such as anomaly detection and machine learning, to identify and mitigate threats. Network security is strengthened through the use of digital certificates and multi-factor authentication. Cloud security and zero trust security models are gaining traction, as organizations seek to mitigate risks associated with remote work and digital transformation.IoT security is a growing area of focus, with biometric authentication and behavioral analytics used to enhance security. Password management and single sign-on solutions streamline access control, while incident response plans ensure swift and effective response to security incidents. Threat detection and security monitoring are essential for maintaining a strong security posture. Risk assessment and penetration testing are crucial for identifying vulnerabilities and addressing weaknesses. Mobile security and identity verification are essential for securing data on the go. Emerging technologies, such as blockchain technology, decentralized identity, and AI-powered security, offer promising solutions to the ever-evolving digital security landscape.How is this Digital Identity And Security Industry segmented?The digital identity and security industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in "USD billion" for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. ComponentSolutionsServicesDeploymentCloud-BasedOn-PremiseHybrid HybridSolution TypeAuthenticationIdentity GovernanceBiometricsFraud DetectionEnd-UserBFSIGovernmentHealthcareRetailTechnologyBlockchainAI-Based SecurityMulti-Factor AuthenticationGeographyNorth AmericaUSCanadaMexicoEuropeFranceGermanyItalySpainUKMiddle East and AfricaUAEAPACChinaIndiaJapanSouth KoreaSouth AmericaBrazilRest of World (ROW)By Component InsightsThe solutions segment is estimated to witness significant growth during the forecast period.The market encompasses software solutions that utilize biometric data for authentication and other essential functions, such as data encryption and vulnerability management. Biometric software supports both identification and verification processes, with the former involving the creation of a digital identity, and the latter, the verification of that identity. Biometric data is securely processed and stored through software, which employs data mining techniques for efficient analysis. Biometric authentication methods, including iris scanning, facial recognition, and fingerprint scanning, are integral to this market. Additionally, multi-factor authentication, security awareness training, and machine learning security enhance the overall security landscape. Cloud security, zero trust security, and network security are crucial components, safeguarding data against breaches and threats.Anomaly detection, threat intelligence, and incident response ensure continuous monitoring and quick response to potential threats. Password management,

  17. M

    Generative AI Statistics By Algorithms, Technology, Deep Learning (2026)

    • scoop.market.us
    Updated Jan 9, 2026
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    Market.us Scoop (2026). Generative AI Statistics By Algorithms, Technology, Deep Learning (2026) [Dataset]. https://scoop.market.us/generative-ai-statistics/
    Explore at:
    Dataset updated
    Jan 9, 2026
    Dataset authored and provided by
    Market.us Scoop
    License

    https://scoop.market.us/privacy-policyhttps://scoop.market.us/privacy-policy

    Time period covered
    2022 - 2032
    Area covered
    Global
    Description

    Editors Choice

    • The Global Generative AI Market size is expected to be worth around USD 255.8 Billion by 2033, from USD 13.5 billion in 2023, growing at a CAGR of 34.2% during the forecast period from 2024 to 2033.
    • 49% of US adults are interested in AI-powered search.
    • 31% of respondents in the United States are dubious of AI-powered search results.
    • Despite current economic challenges, 63% of company decision-makers aim to increase or maintain AI spending.
    • 61% of respondents (Global Audience) are suspicious of AI technologies.
    • In the first two months of 2023, Darktrace security researchers reported a 135% increase in social engineering attack emails.Â
    • 82% of employees are concerned about hackers using generative AI to send phishing emails.
    • Americans who are aware of AI-generated news articles such as those from ChatGPT saw it as a large advance, a medium advance, and no advance at all.
    • Over three years, VC firms invested $1.7 billion or more in generative AI, with AI medicine discovery and software development receiving the most funding.
    https://market.us/wp-content/uploads/2023/10/Global-Generative-AI-Market-1024x595.jpg" alt="Generative AI Market">
  18. Antivirus Market in India Growth Analysis - Size and Forecast 2025-2029 |...

    • technavio.com
    pdf
    Updated May 22, 2025
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    Technavio (2025). Antivirus Market in India Growth Analysis - Size and Forecast 2025-2029 | Technavio [Dataset]. https://www.technavio.com/report/antivirus-market-in-india-industry-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    May 22, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Area covered
    India
    Description

    snapshot-tab-pane India Antivirus Market Size 2025-2029 The India antivirus market size is forecast to increase by USD 124.1 million, at a CAGR of 9.6% between 2024 and 2029.The market is experiencing significant growth, driven by the increasing use of mobile devices and the adoption of cloud-based antivirus software. With the proliferation of smartphones and tablets, the need to secure these devices against malware and viruses has become paramount. Simultaneously, cloud-based antivirus solutions have gained popularity due to their ability to provide real-time protection and ease of use. Another trend is the advent of cloud-based antivirus software, which offers advantages such as real-time protection and easy deployment. However, the market faces challenges. Complex IT infrastructure in organizations can make antivirus implementation and management a complex process. Regulatory hurdles, such as data privacy laws, also impact adoption. Furthermore, supply chain inconsistencies can lead to challenges in ensuring the availability and reliability of antivirus solutions.Companies seeking to capitalize on market opportunities must focus on addressing these challenges by providing user-friendly, cost-effective, and efficient antivirus solutions tailored to the Indian market. Additionally, staying abreast of regulatory requirements and maintaining strong partnerships with IT infrastructure providers can help navigate these challenges effectively. Additionally, the use of artificial intelligence and machine learning technologies in antivirus solutions is a significant trend, enabling better threat detection and response.What will be the size of the India Antivirus Market during the forecast period? Request Free SampleIn the dynamic Indian antivirus market, cybersecurity threats continue to evolve, necessitating robust solutions for businesses. Phishing attacks and malicious websites pose significant risks, leading companies to invest in cybersecurity insurance and compliance management. Cybersecurity frameworks, such as PCI DSS, provide guidelines for data privacy and security assessments. Ransomware attacks and zero-day threats demand advanced threat detection and malware analysis using heuristic analysis and signature-based detection. Access control, secure development practices, and multi-factor authentication are crucial for preventing unauthorized access. Cloud security, security analytics, and security orchestration are essential for managing and mitigating threats in the digital age. Automated vulnerability scans and spam filters further bolster protection against various threat vectors, including pop-ups and phishing emails.Mobile malware and SQL injection attacks targeting businesses necessitate security awareness training and security incident response. Advanced persistent threats, social engineering, and denial-of-service attacks require a proactive approach to risk management. Firewall management, security intelligence, and disaster recovery planning are vital components of a comprehensive cybersecurity strategy. Security automation and managed security services streamline operations, while threat detection and security analytics provide real-time insights. Single sign-on and security incident response ensure business continuity. Wireless security and secure development practices are essential for mitigating risks in today's interconnected world. The market is witnessing significant growth due to several factors. The increasing use of PCs, laptops, smartphones, and social networking sites has led to a wave in cybersecurity threats. How is this market segmented?The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in "USD million" for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.Product LaptopDesktopMobile/tabletEnd-user EnterpriseIndividualGovernmentProduct Type Standalone antivirus softwareIntegrated security suitesCloud-based antivirusGeography APAC IndiaBy Product InsightsThe laptop segment is estimated to witness significant growth during the forecast period. The market is witnessing significant growth, driven by the increasing adoption of digital security solutions in various sectors. Large enterprises are prioritizing data loss prevention, security analytics, and vulnerability scanning to safeguard their sensitive information. Real-time protection, security policies, and behavioral analysis are essential components of modern security management. Virus detection and malware protection remain critical in the face of evolving threat landscape, while cloud-based security and disaster recovery are becoming increasingly popular. The education sector is also investing in digital security, focusing on multi-factor authen

  19. Leading cyberattack patterns by number of breaches APAC Nov 2023-Oct 2024

    • statista.com
    Updated Feb 2, 2026
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    Statista (2026). Leading cyberattack patterns by number of breaches APAC Nov 2023-Oct 2024 [Dataset]. https://www.statista.com/statistics/1619777/apac-top-cyberattack-patterns-in-breaches/
    Explore at:
    Dataset updated
    Feb 2, 2026
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Nov 1, 2023 - Oct 31, 2024
    Area covered
    APAC
    Description

    Between November 2023 and October 2024, system intrusion was the leading pattern in breaches from cyberattacks in the Asia-Pacific region, with ***** breaches. Social engineering patterns followed, showing up in *** breaches in the region during this period.

  20. Not seeing a result you expected?
    Learn how you can add new datasets to our index.

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Statista (2026). Global social engineering attack distribution 2023, by type [Dataset]. https://www.statista.com/statistics/1493497/globla-social-engineering-attack-by-type/
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Global social engineering attack distribution 2023, by type

Explore at:
Dataset updated
Feb 2, 2026
Dataset authored and provided by
Statistahttp://statista.com/
Time period covered
2023
Area covered
Worldwide
Description

In 2023, half of the social engineering attacks worldwide were scams, making it the most common type of cyberattack in this category. Phishing ranked second, with **** percent of the attacks, while business e-mail compromise (BEC) made up nearly ** percent of the total spear-phishing attacks.

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