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AI for Cyber Defense Teaching Security Skills in Underserved Colleges


Posted on by Samuel Addington

The cybersecurity workforce deficit continues to expand at an alarming rate. The 2024 ISC2 Cybersecurity Workforce Study reveals a global shortage of 4.8 million professionals - a 19% increase from the previous year. The detection of threats and protection of infrastructure now depends on artificial intelligence technology which transforms security operations, however, community colleges and underfunded institutions struggle to teach AI-based cybersecurity due to limited resources.

The good news? Educators can teach students AI-based defense techniques through creative methods using free resources and ethical teaching approaches in any classroom size. The combination of creative teaching methods with free educational resources and proper ethical guidelines enables any classroom to develop students who will become future cybersecurity experts.

The Gap: AI Access and Cyber Talent Inequity

Top-tier universities are already integrating AI into their cybersecurity programs using simulations and adaptive tools. Meanwhile, many smaller colleges—especially those serving first-generation or low-income students—struggle to deliver even the basics. This disparity risks reinforcing inequities in who gains access to future-focused cyber careers.

The 2024 workforce study shows that AI/ML skills now represent the most significant talent gap across cybersecurity roles. One-third of employers now view AI expertise as essential. Students without access to these tools and experiences risk exclusion from a rapidly evolving job market.

What Works: AI in the Underserved Cyber Classroom

I have worked with students and instructors during the previous year to develop practical methods for teaching AI-based cybersecurity education without requiring expensive laboratory equipment. Here are three methods that worked well in our classrooms.

1. Phishing Simulation with AI

The AI tools such as ChatGPT and Bing AI create realistic phishing messages which students need to identify through their analysis of security indicators. The content of the emails should match the typical campus environment and current news events to make the exercise more relevant. The exercises maintain their relevance while students learn to identify patterns.

2. Log Analysis with AI Support

Students receive sanitized systems or network logs. With AI tools, they summarize findings and flag potential anomalies. This process introduces them to basic threat detection while offering AI-assisted feedback.

3. Concept Reinforcement and Code Help

Students use AI to clarify complex topics or review Python code for vulnerabilities. This fosters independent learning and builds confidence in their problem-solving skills.

All of these tools—like ChatGPT Free and Bing AI—are accessible at no cost. The key is setting clear expectations, so AI supports learning without replacing critical thinking.

Ethical and Responsible Use

Introducing AI into education requires thoughtful planning. At our institution, students follow three simple rules:

1. Disclose when and how AI was used

2. Reflect on what insights came from them vs. the tool

3. Never paste sensitive data into public AI tools

These guidelines align with recommendations from the Achieving the Dream 2025 Task Force on AI in Community Colleges. Our curriculum includes discussions on algorithmic bias, hallucinations, and accountability—vital topics for future security professionals.

Results: Confidence, Engagement, and Equity

These AI-based approaches have improved student performance and engagement. Learners who once struggled with technical concepts now complete assignments faster, ask deeper questions, and show greater enthusiasm for the subject.

One student shared, “I asked the AI to explain something three different ways until it made sense. It helped me without making me feel dumb or waiting for office hours.” That kind of personalized support can make all the difference—especially for nontraditional or first-generation learners.

More importantly, these tools help level the playing field. Students who once lacked access to advanced cybersecurity instruction now gain hands-on practice with core competencies like phishing detection, log analysis, and secure coding.

What Instructors Can Do Now

If teaching in a resource-constrained setting, try this:

  • Add an AI usage policy to your syllabus
  • Pilot a phishing or log analysis activity using free tools
  • Include a short reflection prompt: “How did AI help you? What did it get wrong?”
  • Start a class discussion on ethics and bias in security AI

You don’t need to “teach AI” — just teach with it and let students explore responsibly.

AI as an Equalizer in Cyber Education

The cybersecurity workforce gap stems as much from inequitable access to training as from a lack of talent. With thoughtful integration, community colleges can deliver practical, inclusive cybersecurity education that prepares students for the demands of AI-driven defense.

Cybersecurity can no longer be viewed as a compartmentalized aspect of business; therefore, by introducing AI in classrooms now—ethically and affordably—we help prepare the future workforce and directly strengthen the resilience of the entire field.

The combination of AI, ethics, and accessibility ensures that every student can contribute to the next generation of cybersecurity.

Contributors
Samuel Addington

Lecturer, California State University Long Beach

Blogs posted to the RSAConference.com website are intended for educational purposes only and do not replace independent professional judgment. Statements of fact and opinions expressed are those of the blog author individually and, unless expressly stated to the contrary, are not the opinion or position of RSAC™ Conference, or any other co-sponsors. RSAC Conference does not endorse or approve, and assumes no responsibility for, the content, accuracy or completeness of the information presented in this blog.


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