Security Magazine logo
  • Sign In
  • Create Account
  • Sign Out
  • My Account
  • NEWS
  • MANAGEMENT
  • PHYSICAL
  • CYBER
  • BLOG
  • COLUMNS
  • EXCLUSIVES
  • SECTORS
  • EVENTS
  • MEDIA
  • MORE
  • EMAG
  • SIGN UP!
cart
facebook twitter linkedin youtube
  • NEWS
  • Security Newswire
  • Technologies & Solutions
  • MANAGEMENT
  • Leadership Management
  • Enterprise Services
  • Security Education & Training
  • Logical Security
  • Security & Business Resilience
  • Profiles in Excellence
  • PHYSICAL
  • Access Management
  • Fire & Life Safety
  • Identity Management
  • Physical Security
  • Video Surveillance
  • Case Studies (Physical)
  • CYBER
  • Cybersecurity News
  • More
  • COLUMNS
  • Cyber Tactics
  • Leadership & Management
  • Security Talk
  • Career Intelligence
  • Leader to Leader
  • Cybersecurity Education & Training
  • EXCLUSIVES
  • Annual Guarding Report
  • Most Influential People in Security
  • The Security Benchmark Report
  • The Security Leadership Issue
  • Top Guard and Security Officer Companies
  • Top Cybersecurity Leaders
  • Women in Security
  • SECTORS
  • Arenas / Stadiums / Leagues / Entertainment
  • Banking/Finance/Insurance
  • Construction, Real Estate, Property Management
  • Education: K-12
  • Education: University
  • Government: Federal, State and Local
  • Hospitality & Casinos
  • Hospitals & Medical Centers
  • Infrastructure:Electric,Gas & Water
  • Ports: Sea, Land, & Air
  • Retail/Restaurants/Convenience
  • Transportation/Logistics/Supply Chain/Distribution/ Warehousing
  • EVENTS
  • Industry Events
  • Webinars
  • Solutions by Sector
  • Security 500 Conference
  • MEDIA
  • Videos
  • Podcasts
  • Polls
  • Photo Galleries
  • Videos
  • Cybersecurity & Geopolitical Discussion
  • Ask Me Anything (AMA) Series
  • MORE
  • Call for Entries
  • Classifieds & Job Listings
  • Continuing Education
  • Newsletter
  • Sponsor Insights
  • Store
  • White Papers
  • EMAG
  • eMagazine
  • This Month's Content
  • Advertise
Security Magazine logo
search
cart
facebook twitter linkedin youtube
  • Sign In
  • Create Account
  • Sign Out
  • My Account
Security Magazine logo
  • NEWS
    • Security Newswire
    • Technologies & Solutions
  • MANAGEMENT
    • Leadership Management
    • Enterprise Services
    • Security Education & Training
    • Logical Security
    • Security & Business Resilience
    • Profiles in Excellence
  • PHYSICAL
    • Access Management
    • Fire & Life Safety
    • Identity Management
    • Physical Security
    • Video Surveillance
    • Case Studies (Physical)
  • CYBER
    • Cybersecurity News
    • More
  • BLOG
  • COLUMNS
    • Cyber Tactics
    • Leadership & Management
    • Security Talk
    • Career Intelligence
    • Leader to Leader
    • Cybersecurity Education & Training
  • EXCLUSIVES
    • Annual Guarding Report
    • Most Influential People in Security
    • The Security Benchmark Report
    • The Security Leadership Issue
    • Top Guard and Security Officer Companies
    • Top Cybersecurity Leaders
    • Women in Security
  • SECTORS
    • Arenas / Stadiums / Leagues / Entertainment
    • Banking/Finance/Insurance
    • Construction, Real Estate, Property Management
    • Education: K-12
    • Education: University
    • Government: Federal, State and Local
    • Hospitality & Casinos
    • Hospitals & Medical Centers
    • Infrastructure:Electric,Gas & Water
    • Ports: Sea, Land, & Air
    • Retail/Restaurants/Convenience
    • Transportation/Logistics/Supply Chain/Distribution/ Warehousing
  • EVENTS
    • Industry Events
    • Webinars
    • Solutions by Sector
    • Security 500 Conference
  • MEDIA
    • Videos
      • Cybersecurity & Geopolitical Discussion
      • Ask Me Anything (AMA) Series
    • Podcasts
    • Polls
    • Photo Galleries
  • MORE
    • Call for Entries
    • Classifieds & Job Listings
    • Continuing Education
    • Newsletter
    • Sponsor Insights
    • Store
    • White Papers
  • EMAG
    • eMagazine
    • This Month's Content
    • Advertise
  • SIGN UP!
PhysicalSecurity Enterprise ServicesSecurity Leadership and ManagementSecurity & Business ResilienceSecurity Education & TrainingPhysical Security

Disrupting the status quo: Data-driven analysis of terrorism

By Aaron Tran
data-analysis-freepik9786543.jpg
September 14, 2021

As any effective manager knows, you can’t manage what you can’t measure. Since September 11, 2001, how best to measure – and therefore manage – terrorism risk has been an ongoing quest. Protecting people, property and information from security threats at an operational level requires reliable measurement methods as a solid foundation for security precautions, plans, policies and other responses. 


Current terrorism risk assessment measurement methods rely on subjective and intuitive judgments and have questionable accuracy and reliability. Structured forms of risk assessments, like risk matrixes, create standard scores or ranks from the information input by human users. While they produce consistent and reliable results, they are only as good as the information entered into them. In other words, quality inputs produce quality outputs. The inputs to these risk assessments are subject to bias and fallacies, like all human interactions. They are, essentially, qualitative judgments translated into quantitative values. 


Human flaws undermine most existing forms of measurement. Individuals tend to be overconfident in their ability to intuitively and subjectively assess risks. What’s more, individual judgment is inconsistent – even when presented with the exact same situation, no two people’s reactions are identical. Even experienced risk managers are likely to rely on a common human trait, that is, making judgments on the last, most easily retrievable and vivid memory or image of a particular subject. Such risk assessments are a source of risk in themselves.


Every successful terrorist attack is a failure of terrorism risk management. To maximize our chances of success, we need assessment methods driven by systematic data-driven analysis. There have been rapid advances in technological approaches to risk assessment, but to date, developments in data-driven analysis of terrorism have been largely academic.


They are also fairly high-level, looking at terrorism risk at a national or regional level rather than the very localized level required by risk managers and security professionals who are focused on risk across and within specific buildings and sites.


Academic research is helpful in identifying the root causes of terrorism at a national and regional level, typically focusing on distribution and frequency, such as how many terrorist attacks might occur in one country compared to another. This information is valuable for policymaking but has limited application for operational decision-making regarding terrorism risk.


What is needed for managers is terrorism risk assessments that establish the likelihood of an attack, its chances of success, and the extent of damage, cost, or losses. This information has very specific and significant implications for operational decision-making and management of terrorism risk, such as what additional security measures, plans and policies should be implemented. 


Data-driven methods can provide these kinds of risk assessments. But absolutely crucial, they must also be accessible and practical enough to be used by a range of different organizations to inform their operational risk management decisions. 


A barrier, to date, has been not only the lack of practicality in data-driven approaches but also the cost. Statistical modeling of risk is more resource-intensive than existing methods due to the need to gather and maintain databases, select appropriate modeling methods, train and test algorithms, and then interpret the results.


While the cost of developing these data-driven risk assessment systems may be relatively high, once the system is established, the per-unit cost of conducting risk assessments using data-driven methods is significantly less, while potentially providing far superior results and information.


Statistical modeling of risk is complex and requires specialist knowledge that is outside the skill set of most security and risk practitioners. However, this can be addressed by developing software that conducts the statistical analysis, with the user simply providing the required inputs. 


This article originally ran in Security, a twice-monthly security-focused eNewsletter for security end users, brought to you by Security Magazine. Subscribe here.



KEYWORDS: Counterintelligence data analysis risk assessment risk management terrorism

Share This Story

Looking for a reprint of this article?
From high-res PDFs to custom plaques, order your copy today!

Aaron tran

Aaron Tran is the Co-Founder of Vardogyir. Tran has worked as a consultant and terrorism researcher on projects across critical infrastructure, energy, and government. He has worked on strategic reviews of current security policies and procedures for critical infrastructure assets. Tran graduated from the University of New South Wales where his work was recognized through several industry awards and scholarships for his research on terrorism and national security.

 

Recommended Content

JOIN TODAY
To unlock your recommendations.

Already have an account? Sign In

  • Security's Top Cybersecurity Leaders 2024

    Security's Top Cybersecurity Leaders 2024

    Security magazine's Top Cybersecurity Leaders 2024 award...
    Top Cybersecurity Leaders
    By: Security Staff
  • cyber brain

    The intersection of cybersecurity and artificial intelligence

    Artificial intelligence (AI) is a valuable cybersecurity...
    Logical Security
    By: Pam Nigro
  • artificial intelligence AI graphic

    Assessing the pros and cons of AI for cybersecurity

    Artificial intelligence (AI) has significant implications...
    Cybersecurity
    By: Charles Denyer
close

1 COMPLIMENTARY ARTICLE(S) LEFT

Loader

Already Registered? Sign in now.

Subscribe For Free!
  • Security eNewsletter & Other eNews Alerts
  • eMagazine Subscriptions
  • Manage My Preferences
  • Online Registration
  • Mobile App
  • Subscription Customer Service

Security’s Top 5 – 2024 Year in Review

Security’s Top 5 – 2024 Year in Review

Middle East Escalation, Humanitarian Law and Disinformation – Episode 25

Middle East Escalation, Humanitarian Law and Disinformation – Episode 25

The Money Laundering Machine: Inside the global crime epidemic - Episode 24

The Money Laundering Machine: Inside the global crime epidemic - Episode 24

More Videos

Sponsored Content

Sponsored Content is a special paid section where industry companies provide high quality, objective, non-commercial content around topics of interest to the Security audience. All Sponsored Content is supplied by the advertising company and any opinions expressed in this article are those of the author and not necessarily reflect the views of Security or its parent company, BNP Media. Interested in participating in our Sponsored Content section? Contact your local rep!

close
  • Crisis Response Team
    Sponsored byEverbridge

    Automate or Fall Behind – Crisis Response at the Speed of Risk

  • Perimeter security
    Sponsored byAMAROK

    Why Property Security is the New Competitive Advantage

  • Duty of Care
    Sponsored byAMAROK

    Integrating Technology and Physical Security to Advance Duty of Care

Popular Stories

White post office truck

Department of Labor Sues USPS Over Texas Whistleblower Termination

Internal computer parts

Critical Software Vulnerabilities Rose 37% in 2024

Coding

AI Emerges as the Top Concern for Security Leaders

Keyboard

Marks & Spencer Hackers Tricked IT Workers Into Resetting Passwords

Person working on laptop

Governance in the Age of Citizen Developers and AI

2025 Security Benchmark banner

Events

June 24, 2025

Inside a Modern GSOC: How Anthropic Benchmarks Risk Detection Tools for Speed and Accuracy

For today's security teams, making informed decisions in the first moments of a crisis is critical.

September 29, 2025

Global Security Exchange (GSX)

 

View All Submit An Event

Products

Security Culture: A How-to Guide for Improving Security Culture and Dealing with People Risk in Your Organisation

Security Culture: A How-to Guide for Improving Security Culture and Dealing with People Risk in Your Organisation

See More Products

Related Articles

  • jupiterone_reinventing-cybersecurity-book-teaser_hero.jpg

    Female & non-binary security practitioners challenge status quo with collection of stories

    See More
  • digital landscape

    Unlocking digital trust: The power of collaboration in a data-driven world

    See More
  • covid-19 vaccine

    Data privacy risks of employee vaccine status collection

    See More

Events

View AllSubmit An Event
  • February 20, 2025

    Ideological Tensions in the Workplace: Understanding and Mitigating Risks of Violence

    ON DEMAND: Organizations face evolving threats, including workplace violence stemming from ideological tensions, political polarization, economic disparities, and other factors.
View AllSubmit An Event
×

Sign-up to receive top management & result-driven techniques in the industry.

Join over 20,000+ industry leaders who receive our premium content.

SIGN UP TODAY!
  • RESOURCES
    • Advertise
    • Contact Us
    • Store
    • Want More
  • SIGN UP TODAY
    • Create Account
    • eMagazine
    • eNewsletter
    • Customer Service
    • Manage Preferences
  • SERVICES
    • Marketing Services
    • Reprints
    • Market Research
    • List Rental
    • Survey/Respondent Access
  • STAY CONNECTED
    • LinkedIn
    • Facebook
    • YouTube
    • X (Twitter)
  • PRIVACY
    • PRIVACY POLICY
    • TERMS & CONDITIONS
    • DO NOT SELL MY PERSONAL INFORMATION
    • PRIVACY REQUEST
    • ACCESSIBILITY

Copyright ©2025. All Rights Reserved BNP Media.

Design, CMS, Hosting & Web Development :: ePublishing

Security Magazine logo
search
cart
facebook twitter linkedin youtube
  • Sign In
  • Create Account
  • Sign Out
  • My Account
Security Magazine logo
  • NEWS
    • Security Newswire
    • Technologies & Solutions
  • MANAGEMENT
    • Leadership Management
    • Enterprise Services
    • Security Education & Training
    • Logical Security
    • Security & Business Resilience
    • Profiles in Excellence
  • PHYSICAL
    • Access Management
    • Fire & Life Safety
    • Identity Management
    • Physical Security
    • Video Surveillance
    • Case Studies (Physical)
  • CYBER
    • Cybersecurity News
    • More
  • BLOG
  • COLUMNS
    • Cyber Tactics
    • Leadership & Management
    • Security Talk
    • Career Intelligence
    • Leader to Leader
    • Cybersecurity Education & Training
  • EXCLUSIVES
    • Annual Guarding Report
    • Most Influential People in Security
    • The Security Benchmark Report
    • The Security Leadership Issue
    • Top Guard and Security Officer Companies
    • Top Cybersecurity Leaders
    • Women in Security
  • SECTORS
    • Arenas / Stadiums / Leagues / Entertainment
    • Banking/Finance/Insurance
    • Construction, Real Estate, Property Management
    • Education: K-12
    • Education: University
    • Government: Federal, State and Local
    • Hospitality & Casinos
    • Hospitals & Medical Centers
    • Infrastructure:Electric,Gas & Water
    • Ports: Sea, Land, & Air
    • Retail/Restaurants/Convenience
    • Transportation/Logistics/Supply Chain/Distribution/ Warehousing
  • EVENTS
    • Industry Events
    • Webinars
    • Solutions by Sector
    • Security 500 Conference
  • MEDIA
    • Videos
      • Cybersecurity & Geopolitical Discussion
      • Ask Me Anything (AMA) Series
    • Podcasts
    • Polls
    • Photo Galleries
  • MORE
    • Call for Entries
    • Classifieds & Job Listings
    • Continuing Education
    • Newsletter
    • Sponsor Insights
    • Store
    • White Papers
  • EMAG
    • eMagazine
    • This Month's Content
    • Advertise
  • SIGN UP!