Resources for IT Learners and Leaders

Key Takeaways Why isn't ATS data enough to hire cybersecurity talent? An applicant tracking system captures a candidate at a single moment, the day they applied, based on what they said about themselves. It doesn't update as their skills grow, and AI-written resumes and automated applications have made that one snapshot less reliable.  What is learning data in hiring? It's evidence generated through training: monitored assessments, hands-on labs, and role-based simulations scored against a standard. Course completions alone don't count, because they show attendance, not ability.  How does combining learning and hiring data improve hiring? When both are mapped to the same skills and stored in one record, employers can compare candidates on verified evidence, track rejected candidates as they close skill gaps, and consider internal and external candidates side by side.  Is skills-based hiring actually working? Not widely yet. Research from the Burning Glass Institute and Harvard Business

If the role requires candidates to arrive with the experience it is supposed to create, the front door is doing the rejecting for you.  Entry-level cyber hiring has developed a small definition problem.  We call the role entry level, then ask for three to five years of experience, a senior certification, exposure to half the security stack, and evidence that the person has already handled the incident we are supposedly hiring them to learn from.  Then we look at the applicant pool and conclude that junior talent is not ready.  Some candidates are not ready. That is what entry level means: they can perform defined work with appropriate supervision while still building range and judgment. The problem is that many job descriptions do not describe that job. They describe a mid-career employee at an entry-level salary and leave the market to sort out the contradiction.  Before we blame the pipeline, we should look at the front door. We built it.  Key takeaways  Why are so many entry-level

The pile got bigger. The signal did not.  If your cyber role receives 1,000 applications on day one, you do not have 1,000 candidates.  You have 1,000 rows, an anxious recruiting team and no better idea who can actually do the job. The dashboard may call that reach. The hiring manager will call it a nightmare. Neither description gets you any closer to a defensible decision.  This is the part of modern hiring we keep mistaking for progress. Candidates can use AI to tailor and submit faster. Employers can use AI to rank and reject faster. Everybody processes more. Almost nobody learns more.  Key takeaways  Does 1,000 applications mean a strong talent pool? No. Volume measures interest, not fit. A queue rewards whatever the filter recognizes fastest.  Why isn't AI screening fixing it? Automation only scales the unit you give it. Feed it resumes and keywords and you get faster processing of the weakest evidence in the system.  Why do qualified people spam

Cybersecurity job openings have increased by 68 percent since 2010, and the talent gap is only widening. If you are considering a career change to cybersecurity, the timing has never been better. This guide walks you through exactly where to start, what to learn, and how to land your first role, even without a technical background. Key Takeaways A career change to cybersecurity in 2026 is realistic even without an IT degree. Approximately 680,000 businesses have a technical skills gap in cybersecurity, and cybersecurity positions take 21 percent longer to fill than other tech jobs. Many transferable skills from fields like finance, education, law, military, and customer support map directly into cybersecurity jobs, especially in governance, risk, and compliance roles. The practical roadmap is straightforward: assess your skills, learn core technical fundamentals, earn one or two cybersecurity certifications, build hands-on projects, and start applying for entry-level positions. Cybersecurity

Key Takeaways Cyber workforce intelligence is a continuously updated, evidence-based view of your cybersecurity workforce's real capabilities, capacity, and gaps across employees, contractors, MSPs, and AI agents. Training tells you who took a course; cyber workforce intelligence shows who can actually execute NIST 800-53 controls, run a 24x7 SOC, or deliver zero trust initiatives in 2026. CISOs and CHROs use cyber workforce intelligence to link people data to risk, budget, and strategy decisions, replacing instinct and spreadsheets with defensible insights. Modern approaches align work roles to frameworks like NICE and the DoD Cyber Workforce Framework, measure coverage, redundancy, and burnout risk, and keep this data current-not just in annual assessments. A workforce intelligence platform such as AdaptIQ operationalizes this by ingesting real work data, mapping to cyber capabilities, and surfacing board-ready views of gaps, risk, and investment options. What Is Cyber Workforce Intelligence?

Three acronyms, endless vendor confusion. SIEM, SOAR, and XDR each solve a different part of the detection and response puzzle, but in 2026 the marketing blur makes it hard to tell where one ends and the next begins. This guide cuts through the noise, breaks down what each tool actually does, and helps you match the right combination to your team's maturity. Key Takeaways SIEM, SOAR, and XDR are complementary detection and response tools that serve distinct functions within security operations. They are not simple replacements for each other, and most organizations in 2026 run at least two of the three. Here are the most important points this article covers: SIEM is the system of record for log management, security information and event management, compliance reporting, and forensic investigations. It collects and analyzes log data from various sources across your entire IT environment. SOAR is the orchestration, automation, and response layer. It takes alerts from SIEM, XDR, and other

Key Takeaways To get into cybersecurity with no experience, start by learning core IT fundamentals (networking, operating systems, command line), then build hands-on cybersecurity skills through a home lab, earn a foundational certification like CompTIA Security+, and apply to entry level security operations roles. This process typically takes 9–18 months of consistent effort. You do not need a bachelor's degree or a computer science background. Many cybersecurity professionals entered from retail, customer support, or completely non-technical fields. Core cybersecurity skills - computer networking, operating systems, scripting, and security fundamentals - plus soft skills like communication and curiosity matter more than years of previous experience. Follow a numbered path: Step 1 = get oriented; Step 2 = build practical skills and a portfolio; Step 3 = convert those skills into a real cybersecurity job. Security operations roles like SOC analyst and junior cybersecurity analyst are realistic

Zero trust got sold as a network project. In 2026, it is an identity and people project, and that is where most rollouts quietly fail. This article breaks down what a zero trust workforce program actually looks like today: how identity replaced the network as the real perimeter, where human failure modes create the biggest gaps, what skills your team needs, and a phased adoption roadmap you can follow over the next 18 to 36 months. Key Takeaways In 2026, zero trust for the workforce is primarily an identity-first security model. It treats people, their credentials, and their devices as the real perimeter, not the corporate LAN or a VPN tunnel. The question "Is zero trust about network or identity?" has a clear answer: identity comes first, and network controls support it. Zero trust assumes no user or device is trusted by default. Effective workforce programs combine strong identity management, strict access controls, continuous monitoring, and a security-aware culture to verify every access

The help desk to cybersecurity career path starts by strengthening core IT basics in a support role, layering in security knowledge and hands-on labs, earning one or two targeted certifications like CompTIA Security+, and then pivoting into junior positions such as SOC analyst or information security analyst. Most people with solid desk experience make this move in 9 to 18 months of focused effort. Here is the step-by-step roadmap. Key Takeaways Transitioning from a help desk role to cybersecurity is a common path in IT, and your troubleshooting, ticket management, and communication skills transfer directly. The realistic career path follows four stages: optimize your help desk job, build security foundations, earn the right certifications, and apply strategically to entry-level security roles. Typical timelines run 9 to 24 months depending on prior desk experience, study hours, and how aggressively you pursue labs, projects, and networking. Communication skills, documentation habits, and

A red team vs blue team exercise is one of the most effective ways to pressure-test your organization's cybersecurity defenses before a real adversary does it for you. These live-fire drills pit an offensive red team against a defensive blue team in controlled, realistic attack simulations that expose gaps no checklist or vulnerability scan can find. This guide breaks down what each role does, how to plan and run an exercise, and how to turn the results into lasting security improvements. Key Takeaways A red team vs blue team exercise is a live adversarial simulation where an offensive red team attacks and a defensive blue team detects, contains, and recovers. It tests the entire chain of prevention, detection, response, and recovery; far more realistic than a simple penetration test or tabletop drill. Red teams, blue teams, purple teams, and white cells each serve distinct roles. Understanding these roles and key differences helps you design exercises that reflect real 2024-2026 attack

Red team wins, blue team loses, nobody improves. That cycle has plagued security organizations for years. Purple teaming fixes it by replacing competition with collaboration - and in 2026, it's quickly becoming the operating model for cyber defense. Key Takeaways Purple teaming is structured collaboration between red and blue teams, focused on faster improvement of detection and response capabilities rather than declaring a winner. Blue teams are responsible for protecting an organization's network and data, while red teams simulate attacks to identify vulnerabilities. Purple teams combine red and blue team efforts for better security by closing the loop between offense and defense in near real time. In 2026, the main benefits of purple teaming include closing security control gaps quickly, adapting to evolving threats such as AI-driven attacks, and driving continuous improvement of cybersecurity defenses. Purple team exercises simulate real-world attack scenarios, and mitigations from

Build Your Cyber Skills Profile A free cybersecurity skills assessment is an online, zero-cost cyber security skills test that lets you build a shareable cyber skills profile in minutes. It evaluates your current cybersecurity knowledge across domains like network security, risk management, and incident response, then maps your results to real entry-level roles so you can see exactly which positions your abilities already qualify you for. Key Takeaways A free cybersecurity skills assessment is a cybersecurity online test that creates a personalized skills profile in minutes, mapping your current knowledge to concrete roles like SOC analyst, GRC analyst, or vulnerability analyst. The assessment uses realistic scenario-based question types covering network defense, secure coding, and basic risk management rather than trivia-style recall. Results map directly to entry-level cybersecurity roles and learning paths, and the profile can be shared with hiring managers, bootcamps, or mentors as