A global financial institution uses an AI system for loan approvals. The system is deployed in the EU and in a country with no specific AI transparency regulations. The EU requires the institution to provide explanations for automated decisions. The institution wants to maintain a single global process. What is the best approach?

Avoid providing explanations in any country to minimize legal risk

Implement the EU's transparency requirements globally, including in the country without specific regulations

Apply EU transparency only to EU customers and use a different process elsewhere

Apply the local country's regulations to all customers, including EU customers

How does transparency contribute to accountability in AI governance?

By eliminating the need for human oversight of AI systems

By automatically enforcing all applicable laws and regulations

By making it possible to trace decisions back to the responsible parties and processes

By ensuring that AI systems are always free from bias

A retail company uses an AI system to recommend products to customers. The company wants to be transparent with customers about how recommendations are generated. Which approach is most appropriate?

Publish the full machine learning model code on the company website

Do not provide any explanation to avoid confusing customers

Send each customer a detailed technical report of the model's feature weights

Provide a brief, clear explanation within the app, such as 'Recommended based on your purchase history and browsing behavior'

Why is transparency important during the monitoring phase of the AI lifecycle?

To automatically fix any bugs in the AI system

To reduce the amount of data required for retraining

To make the AI system faster and more efficient

To ensure that the AI system's performance remains stable and any changes are visible to stakeholders

EC-CouncilCertified Responsible AI Governance and Ethics

Domain 5Objective 4

Transparency CRAGE Practice Questions (Page 10)

Part of the AI Security Architecture, Privacy, and Trust domain, which makes up ~19% of our current practice bank.

49questions here

10free pages

6concepts

Questions 46–49

46expert · hard
A global financial institution uses an AI system for loan approvals. The system is deployed in the EU and in a country with no specific AI transparency regulations. The EU requires the institution to provide explanations for automated decisions. The institution wants to maintain a single global process. What is the best approach?
Select an answer first
47foundation · easy
How does transparency contribute to accountability in AI governance?
Select an answer first
48application · medium
A retail company uses an AI system to recommend products to customers. The company wants to be transparent with customers about how recommendations are generated. Which approach is most appropriate?
Select an answer first
49foundation · easy
Why is transparency important during the monitoring phase of the AI lifecycle?
Select an answer first

Finished these 4 questions?

Review the revealed explanations, or continue through the curriculum.

No more pagesBack to CRAGE

Free Basic Practice is a study aid with revealable answers — not a scored exam. Examers.io is independent and not affiliated with or endorsed by EC-Council. “CRAGE” is a trademark of its owner, used for identification only.

Transparency CRAGE Practice Questions (Page 10)

Questions 46–49

How does transparency contribute to accountability in AI governance?

A retail company uses an AI system to recommend products to customers. The company wants to be transparent with customers about how recommendations are generated. Which approach is most appropriate?

Why is transparency important during the monitoring phase of the AI lifecycle?

Keep studying — AI Security Architecture, Privacy, and Trust