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CIPT Exam Objectives - Test CIPT Score Report
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IAPP Certified Information Privacy Technologist (CIPT) Sample Questions (Q35-Q40):NEW QUESTION # 35
How can bias be mitigated when designing automated decision-making tools?
- A. Use open-source libraries.
- B. Ensure population groups are proportionately represented in feature development.
- C. Provide the tool with access to all population attributes.
- D. Over-represent some population groups to ensure proper algorithmic learning.
Answer: B
Explanation:
CIPT's module on AI/ML privacy and fairness emphasizes representative training data as a primary strategy for bias mitigation. Ensuring the dataset reflects all relevant population groups proportionately:
* Reduces skew caused by over- or under-representation
* Helps the model generalize fairly
* Prevents discriminatory outcomes linked to incomplete or biased training inputs
* Aligns with fairness and accountability principles presented in CIPT, NIST AI RMF, and ISO/IEC
24027 (bias in AI)
Thus, proportional representation in data and feature engineering is a core method AND specifically highlighted in CIPT materials.
Why other options are not valid bias-mitigation strategies:
* A. Over-represent groups # Causes statistical distortion and introduces artificial weighting; increases bias.
* C. Provide access to all attributes # Including sensitive attributes can increase discriminatory risk and violate data minimization principles.
* D. Use open-source libraries # Library type does not mitigate bias; bias comes from data, model choices, and governance.
So the correct mitigation method is:
# B
NEW QUESTION # 36
A credit card with the last few numbers visible is an example of what?
- A. Masking data
- B. Sighting controls.
- C. Synthetic data
- D. Partial encryption
Answer: A
Explanation:
Explanation/Reference: https://money.stackexchange.com/ ... ing-good-practices- rules-law-regulations
NEW QUESTION # 37
Information classification helps an organization protect confidential and nonpublic information primarily because?
- A. It is legally required under most regulations.
- B. It helps identify sensitive and critical information that require very strict safeguards.
- C. It falls under the security principles of confidentiality, integrity, and availability.
- D. It promotes employee accountability for safeguarding confidential information.
Answer: B
Explanation:
Information classification helps an organization protect confidential and nonpublic information primarily because it helps identify sensitive and critical information that require very strict safeguards.
NEW QUESTION # 38
SCENARIO
It should be the most secure location housing data in all of Europe, if not the world. The Global Finance Data Collective (GFDC) stores financial information and other types of client data from large banks, insurance companies, multinational corporations and governmental agencies. After a long climb on a mountain road that leads only to the facility, you arrive at the security booth. Your credentials are checked and checked again by the guard to visually verify that you are the person pictured on your passport and national identification card. You are led down a long corridor with server rooms on each side, secured by combination locks built into the doors. You climb a flight of stairs and are led into an office that is lighted brilliantly by skylights where the GFDC Director of Security, Dr. Monique Batch, greets you. On the far wall you notice a bank of video screens showing different rooms in the facility. At the far end, several screens show different sections of the road up the mountain Dr. Batch explains once again your mission. As a data security auditor and consultant, it is a dream assignment: The GFDC does not want simply adequate controls, but the best and most effective security that current technologies allow.
"We were hacked twice last year," Dr. Batch says, "and although only a small number of records were stolen, the bad press impacted our business. Our clients count on us to provide security that is nothing short of impenetrable and to do so quietly. We hope to never make the news again." She notes that it is also essential that the facility is in compliance with all relevant security regulations and standards.
You have been asked to verify compliance as well as to evaluate all current security controls and security measures, including data encryption methods, authentication controls and the safest methods for transferring data into and out of the facility. As you prepare to begin your analysis, you find yourself considering an intriguing question: Can these people be sure that I am who I say I am?
You are shown to the office made available to you and are provided with system login information, including the name of the wireless network and a wireless key. Still pondering, you attempt to pull up the facility's wireless network, but no networks appear in the wireless list. When you search for the wireless network by name, however it is readily found.
What type of wireless network does GFDC seem to employ?
- A. A user verified network.
- B. A reluctant network.
- C. A wireless mesh network.
- D. A hidden network.
Answer: D
NEW QUESTION # 39
Data oriented strategies Include which of the following?
- A. Inform, Control, Enforce, Demonstrate.
- B. Minimize. Separate, Abstract, Hide.
- C. Consent. Contract, Legal Obligation, Legitimate interests.
- D. Encryption, Hashing, Obfuscation, Randomization.
Answer: B
Explanation:
Data-oriented strategies aim to protect data through various methods. The strategies listed under "Minimize, Separate, Abstract, Hide" are focused on reducing the amount of data collected (Minimize), ensuring data is kept separate to avoid unintended access (Separate), abstracting data to limit exposure (Abstract), and hiding data to keep it concealed from unauthorized users (Hide). These strategies help in enhancing data privacy and security by applying principles of data minimization and access control. (Reference: IAPP CIPT Study Guide, Chapter on Data Protection Strategies and Techniques)
NEW QUESTION # 40
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