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AI and Its Impact on Test Preparation

Steve Linthicum

Well-known member
  • Jul 31, 2019
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    slinthicum.edublogs.org
    Below is the content of an email I sent yesterday to a fellow CompTIA instructor. Thoughts?

    --------------------------------------------
    Another good reason to be retired:

    ChatGPT Request:

    Identify five standard multiple choice questions that are likely to appear in the CompTIA SY0-701 exam?

    ChatGPT said:​

    Sure! I can create five sample multiple-choice questions similar to what you might see on the CompTIA Security+ SY0-701 exam. These questions are designed to reflect the core domains: Attacks, Threats, Vulnerabilities; Architecture and Design; Implementation; Operations and Incident Response; Governance, Risk, and Compliance.

    Question 1: Threats and Vulnerabilities

    A network administrator notices unusually high outbound traffic from a workstation. After investigation, they find malware that is sending sensitive data to an external server. Which type of malware is most likely responsible?
    A. Ransomware
    B. Trojan horse
    C. Worm
    D. Spyware
    Answer: D. Spyware
    Explanation: Spyware is designed to gather information from a system without the user’s knowledge, often sending it to external servers.

    Question 2: Architecture and Design

    Which of the following security controls is an example of defense-in-depth?
    A. Deploying a firewall
    B. Implementing antivirus software
    C. Using multi-factor authentication, firewalls, and intrusion detection systems together
    D. Requiring strong passwords
    Answer: C. Using multi-factor authentication, firewalls, and intrusion detection systems together
    Explanation: Defense-in-depth involves using multiple layers of security controls to protect systems.

    Question 3: Implementation

    An organization wants to secure wireless network communications to prevent eavesdropping. Which of the following protocols provides the strongest encryption for Wi-Fi?
    A. WEP
    B. WPA2 with AES
    C. WPA with TKIP
    D. Open Wi-Fi with VPN
    Answer: B. WPA2 with AES
    Explanation: WPA2 with AES is currently considered the most secure standard for Wi-Fi encryption.

    Question 4: Operations and Incident Response

    During an incident, a security analyst wants to ensure they capture volatile data before shutting down a compromised server. Which of the following should they collect first?
    A. Hard drive logs
    B. RAM contents
    C. Backup tapes
    D. System event logs
    Answer: B. RAM contents
    Explanation: Volatile data like information in RAM is lost when the system is powered down, so it should be captured first during incident response.

    Question 5: Governance, Risk, and Compliance

    Which framework is commonly used to manage information security risk and provides guidelines for creating a comprehensive cybersecurity program?
    A. GDPR
    B. NIST Cybersecurity Framework (CSF)
    C. PCI DSS
    D. HIPAA
    Answer: B. NIST Cybersecurity Framework (CSF)
    Explanation: The NIST CSF provides a risk-based approach for organizations to manage and improve cybersecurity.

    If you want, I can generate 20–30 more practice questions that cover all SY0-701 domains with the same style and difficulty level as the real exam. This would be very useful for focused study.
    Do you want me to do that?
     
    CompTIA should make half the exam PBQs and interactive VM questions. Too many students are cramming for exams and using ChatGPT to pass exams with little to no understanding of the concepts.
    If they study too much with these kinds of questions, they won't pass anyway, even with the existing MC questions.
     
    Yes, these types of questions are not that different from typical practice questions you find in common study guides. Which is not surprising because AI has been trained on (stolen/plagiarized) work that authors and content creators have spent ample time and effort creating. Then it simply mimics what it has seen in its training corpus when generating new content. So, I don't think this changes much in terms of what is being revealed about actual exam questions. These questions, in any case, test conceptual understanding and are not necessarily sufficient to pass without being a part of a comprehensive course. The only major impact I predict is that less and less students will resort to purchasing (overpriced) study guides and training bundles.

    -Moez
     
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    Yes, these types of questions are not that different from typical practice questions you find in common study guides. Which is not surprising because AI has been trained on (stolen/plagiarized) work that authors and content creators have spent ample time and effort creating. Then it simply mimics what it has seen in its training corpus when generating new content. So, I don't think this changes much in terms of what is being revealed about actual exam questions. These questions, in any case, test conceptual understanding and are not necessarily sufficient to pass without being a part of a comprehensive course. The only major impact I predict is that less and less students will resort to purchasing (overpriced) study guides and training bundles.

    -Moez
    For the average person, paying for a semester-long course or a boot camp is cost-prohibitive. They are already resorting to cheap or free online videos, AI, and brain dumps.

    The major impact that I predict is a huge increase in the number of people who can memorize topics, but have no practical hands-on knowledge.

    And then they wonder why they have trouble finding jobs.......
     
    @Gregory Childers wrote: "CompTIA should make half the exam PBQs and interactive VM questions." Sounds like good advice, particularly for non-profit entities. But......

    ChateGPT request:

    Cost of standard multiple choice exam questions versus performance based questions

    ChatGPT said:​

    Got it — you’re asking about the relative cost of developing traditional multiple-choice questions (MCQs) versus performance-based questions (PBQs) for exams (like CompTIA, NBDE, etc.).
    Here’s the breakdown:

    1. Standard Multiple-Choice Questions (MCQs)

    • Development Time & Cost
      • Typically cheaper to create.
      • A subject matter expert (SME) drafts the stem, options, and key.
      • Requires psychometric review and pilot testing, but overall production is straightforward.
    • Estimated Cost Range
      • Industry studies put MCQ development at $200–$1,000 per question (depending on complexity, SME rates, and review).
    • Ongoing Maintenance
      • Minimal. Updates needed only if content becomes outdated.

    2. Performance-Based Questions (PBQs)

    • Development Time & Cost
      • Much more expensive because they simulate “real-world” tasks.
      • Requires SMEs plus instructional designers, software developers, and test platform engineers.
      • Testing and validation take longer.
    • Estimated Cost Range
      • Can run $2,000–$10,000+ per item, depending on:
        • Simulation complexity (drag-and-drop vs. virtual labs vs. live environment).
        • Custom coding required.
        • Scoring design (partial credit, adaptive scoring, etc.).
    • Ongoing Maintenance
      • High. Software updates, platform compatibility, and content refreshes all increase lifecycle cost.
     
    • Love
    Reactions: precious
    Below is the content of an email I sent yesterday to a fellow CompTIA instructor. Thoughts?

    --------------------------------------------
    Another good reason to be retired:

    ChatGPT Request:

    Identify five standard multiple choice questions that are likely to appear in the CompTIA SY0-701 exam?

    ChatGPT said:​

    Sure! I can create five sample multiple-choice questions similar to what you might see on the CompTIA Security+ SY0-701 exam. These questions are designed to reflect the core domains: Attacks, Threats, Vulnerabilities; Architecture and Design; Implementation; Operations and Incident Response; Governance, Risk, and Compliance.

    Question 1: Threats and Vulnerabilities

    A network administrator notices unusually high outbound traffic from a workstation. After investigation, they find malware that is sending sensitive data to an external server. Which type of malware is most likely responsible?
    A. Ransomware
    B. Trojan horse
    C. Worm
    D. Spyware
    Answer: D. Spyware
    Explanation: Spyware is designed to gather information from a system without the user’s knowledge, often sending it to external servers.

    Question 2: Architecture and Design

    Which of the following security controls is an example of defense-in-depth?
    A. Deploying a firewall
    B. Implementing antivirus software
    C. Using multi-factor authentication, firewalls, and intrusion detection systems together
    D. Requiring strong passwords
    Answer: C. Using multi-factor authentication, firewalls, and intrusion detection systems together
    Explanation: Defense-in-depth involves using multiple layers of security controls to protect systems.

    Question 3: Implementation

    An organization wants to secure wireless network communications to prevent eavesdropping. Which of the following protocols provides the strongest encryption for Wi-Fi?
    A. WEP
    B. WPA2 with AES
    C. WPA with TKIP
    D. Open Wi-Fi with VPN
    Answer: B. WPA2 with AES
    Explanation: WPA2 with AES is currently considered the most secure standard for Wi-Fi encryption.

    Question 4: Operations and Incident Response

    During an incident, a security analyst wants to ensure they capture volatile data before shutting down a compromised server. Which of the following should they collect first?
    A. Hard drive logs
    B. RAM contents
    C. Backup tapes
    D. System event logs
    Answer: B. RAM contents
    Explanation: Volatile data like information in RAM is lost when the system is powered down, so it should be captured first during incident response.

    Question 5: Governance, Risk, and Compliance

    Which framework is commonly used to manage information security risk and provides guidelines for creating a comprehensive cybersecurity program?
    A. GDPR
    B. NIST Cybersecurity Framework (CSF)
    C. PCI DSS
    D. HIPAA
    Answer: B. NIST Cybersecurity Framework (CSF)
    Explanation: The NIST CSF provides a risk-based approach for organizations to manage and improve cybersecurity.

    If you want, I can generate 20–30 more practice questions that cover all SY0-701 domains with the same style and difficulty level as the real exam. This would be very useful for focused study.
    Do you want me to do that?
    I tell my Security+ students they’re taking the class so they can do a job that requires cybersecurity knowledge. The Security+ certification is a prerequisite. They have to shine during the job interview and during the first 90 days at the new job, or else they will find themselves unemployed and asking “what do I do now?”
     
    @Gregory Childers wrote: "CompTIA should make half the exam PBQs and interactive VM questions." Sounds like good advice, particularly for non-profit entities. But......

    ChateGPT request:

    Cost of standard multiple choice exam questions versus performance based questions

    ChatGPT said:​

    Got it — you’re asking about the relative cost of developing traditional multiple-choice questions (MCQs) versus performance-based questions (PBQs) for exams (like CompTIA, NBDE, etc.).
    Here’s the breakdown:

    1. Standard Multiple-Choice Questions (MCQs)

    • Development Time & Cost
      • Typically cheaper to create.
      • A subject matter expert (SME) drafts the stem, options, and key.
      • Requires psychometric review and pilot testing, but overall production is straightforward.
    • Estimated Cost Range
      • Industry studies put MCQ development at $200–$1,000 per question (depending on complexity, SME rates, and review).
    • Ongoing Maintenance
      • Minimal. Updates needed only if content becomes outdated.

    2. Performance-Based Questions (PBQs)

    • Development Time & Cost
      • Much more expensive because they simulate “real-world” tasks.
      • Requires SMEs plus instructional designers, software developers, and test platform engineers.
      • Testing and validation take longer.
    • Estimated Cost Range
      • Can run $2,000–$10,000+ per item, depending on:
        • Simulation complexity (drag-and-drop vs. virtual labs vs. live environment).
        • Custom coding required.
        • Scoring design (partial credit, adaptive scoring, etc.).
    • Ongoing Maintenance
      • High. Software updates, platform compatibility, and content refreshes all increase lifecycle cost.
    I have difficulty believing that MC questions cost $200-$1000 to develop when CompTIA uses unpaid volunteer SMEs to develop the question bank.
     
    My recollection (that dates back a couple of years) is when participating in a meeting at CompTIA's headquarters that related to question creation along with exam objectives creation, I refused to accept compensation because I was an employee with a California community college and I was being compensated by way of salary during my participation time.
     
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    I have difficulty believing that MC questions cost $200-$1000 to develop when CompTIA uses unpaid volunteer SMEs to develop the question bank.
    I am afraid to ask how much the ambiguous PBQs cost. Here we go… How much do the ambiguous PBQ’s cost?

    How about the questions that prompted you to move five items from the left column to the appropriate squares and sequence in the right column?
     
    Below is the content of an email I sent yesterday to a fellow CompTIA instructor. Thoughts?

    --------------------------------------------
    Another good reason to be retired:

    ChatGPT Request:

    Identify five standard multiple choice questions that are likely to appear in the CompTIA SY0-701 exam?

    ChatGPT said:​

    Sure! I can create five sample multiple-choice questions similar to what you might see on the CompTIA Security+ SY0-701 exam. These questions are designed to reflect the core domains: Attacks, Threats, Vulnerabilities; Architecture and Design; Implementation; Operations and Incident Response; Governance, Risk, and Compliance.

    Question 1: Threats and Vulnerabilities

    A network administrator notices unusually high outbound traffic from a workstation. After investigation, they find malware that is sending sensitive data to an external server. Which type of malware is most likely responsible?
    A. Ransomware
    B. Trojan horse
    C. Worm
    D. Spyware
    Answer: D. Spyware
    Explanation: Spyware is designed to gather information from a system without the user’s knowledge, often sending it to external servers.

    Question 2: Architecture and Design

    Which of the following security controls is an example of defense-in-depth?
    A. Deploying a firewall
    B. Implementing antivirus software
    C. Using multi-factor authentication, firewalls, and intrusion detection systems together
    D. Requiring strong passwords
    Answer: C. Using multi-factor authentication, firewalls, and intrusion detection systems together
    Explanation: Defense-in-depth involves using multiple layers of security controls to protect systems.

    Question 3: Implementation

    An organization wants to secure wireless network communications to prevent eavesdropping. Which of the following protocols provides the strongest encryption for Wi-Fi?
    A. WEP
    B. WPA2 with AES
    C. WPA with TKIP
    D. Open Wi-Fi with VPN
    Answer: B. WPA2 with AES
    Explanation: WPA2 with AES is currently considered the most secure standard for Wi-Fi encryption.

    Question 4: Operations and Incident Response

    During an incident, a security analyst wants to ensure they capture volatile data before shutting down a compromised server. Which of the following should they collect first?
    A. Hard drive logs
    B. RAM contents
    C. Backup tapes
    D. System event logs
    Answer: B. RAM contents
    Explanation: Volatile data like information in RAM is lost when the system is powered down, so it should be captured first during incident response.

    Question 5: Governance, Risk, and Compliance

    Which framework is commonly used to manage information security risk and provides guidelines for creating a comprehensive cybersecurity program?
    A. GDPR
    B. NIST Cybersecurity Framework (CSF)
    C. PCI DSS
    D. HIPAA
    Answer: B. NIST Cybersecurity Framework (CSF)
    Explanation: The NIST CSF provides a risk-based approach for organizations to manage and improve cybersecurity.

    If you want, I can generate 20–30 more practice questions that cover all SY0-701 domains with the same style and difficulty level as the real exam. This would be very useful for focused study.
    Do you want me to do that?
    Google Gemini and ChatGPT are excellent for both studying and also monetizing practice questions. This is true for AWS, GCP, FinOps, Databricks, etc. Honestly, it saves me hours of time and all I have to do is read and confirm it grammatically correct. Of course, Grammarly does that good too. I do agree that ALL certification vendors need to adjust for the times and go to a more hands on approach like the Linux Foundation does with Certified Kubernetes Admins (CKA), etc. The reality is that the days of "thinking, working and for that matter progressing" is over.
     
    • Like
    Reactions: MBA
    For the average person, paying for a semester-long course or a boot camp is cost-prohibitive. They are already resorting to cheap or free online videos, AI, and brain dumps.

    The major impact that I predict is a huge increase in the number of people who can memorize topics, but have no practical hands-on knowledge.

    And then they wonder why they have trouble finding jobs.......
    AI will make the people in the world more stupid. The average IQ of people will drop in the next few years.
    No one will be able to really think through a Problem.
    AI will then start to train more an more on Content created by other LLM, because people post that on the internet.. Which then makes the AI somehow stupid as well.

    I can go back to jobs require working with your Hands also.. It will take some robots a few more years to do that... i wanna see a Robot remove a Car Engine an take it apart and together that it is running. Wether an 911 Boxer or an Mustang V8. they will fail more often then i would..

    Today Students are not really willing often to learn Content. No chance, that they would sit for 10 days in a Boot Camp Course and take 5 Exams in that Time, even on Sunday... 5 Days incl. Traveling and 9-5 Course time.. That is what they often want...
     
    • Like
    Reactions: MBA
    The movie "idiocracy" comes to mind! 😱
    @Gregory Childers wrote: "CompTIA should make half the exam PBQs and interactive VM questions." Sounds like good advice, particularly for non-profit entities. But......

    ChateGPT request:

    Cost of standard multiple choice exam questions versus performance based questions

    ChatGPT said:​

    Got it — you’re asking about the relative cost of developing traditional multiple-choice questions (MCQs) versus performance-based questions (PBQs) for exams (like CompTIA, NBDE, etc.).
    Here’s the breakdown:

    1. Standard Multiple-Choice Questions (MCQs)

    • Development Time & Cost
      • Typically cheaper to create.
      • A subject matter expert (SME) drafts the stem, options, and key.
      • Requires psychometric review and pilot testing, but overall production is straightforward.
    • Estimated Cost Range
      • Industry studies put MCQ development at $200–$1,000 per question (depending on complexity, SME rates, and review).
    • Ongoing Maintenance
      • Minimal. Updates needed only if content becomes outdated.

    2. Performance-Based Questions (PBQs)

    • Development Time & Cost
      • Much more expensive because they simulate “real-world” tasks.
      • Requires SMEs plus instructional designers, software developers, and test platform engineers.
      • Testing and validation take longer.
    • Estimated Cost Range
      • Can run $2,000–$10,000+ per item, depending on:
        • Simulation complexity (drag-and-drop vs. virtual labs vs. live environment).
        • Custom coding required.
        • Scoring design (partial credit, adaptive scoring, etc.).
    • Ongoing Maintenance
      • High. Software updates, platform compatibility, and content refreshes all increase lifecycle cost.
    I think the Most CompTIA PBQ are based on a predesign Software System, and will not be updated over the Exam time.

    in CASP there once a VM to solve some Challenges, that is the only time i saw a CompTIA Exam with that.
    Und i assume, that this will also not updated over the Time with Patches, since its run in a secure Enviroment only for the Exam duration and then it will be destroyed..
    They might for CompTIA more expensive then an normal Question, but not that much..