A bank is using an AI system to approve or reject loan applications. The system uses historical data to predict creditworthiness. Which societal concern is most directly associated with this application?

Increased cybersecurity threats

Loss of human jobs in the banking sector

Algorithmic bias leading to unfair lending decisions

A logistics company wants to use AI to optimize delivery routes. They have GPS data, traffic patterns, and delivery schedules. Which components of the AI ecosystem are essential for this project?

Data (GPS, traffic), algorithms (route optimization), and software platforms (mapping APIs).

Only algorithms, because they are the intelligence.

Only hardware like GPS devices and servers.

Only data, because more data always leads to better results.

An agricultural technology company is developing an AI system that uses drone imagery to detect crop diseases. The system will advise farmers on pesticide application. Which societal impact is most important for the company to consider during development?

Environmental impact of pesticide overuse

Increased data privacy concerns for farmers

Higher crop yields for large farms only

An organization is developing an AI system for hiring. The legal team has raised concerns about compliance with anti-discrimination laws. Which stakeholder should take the lead in ensuring the system's fairness and legal compliance?

The external AI vendor, because they provide the system.

The HR department, because they use the system.

The legal and compliance team, in collaboration with data scientists and HR.

The data science team, because they build the model.

EC-CouncilCertified Responsible AI Governance and Ethics

Domain 1Objective 1

AI Foundations and Technology Ecosystem CRAGE Practice Questions (Page 7)

Part of the AI Foundations and Responsible AI Principles domain, which makes up ~15% of our current practice bank.

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Questions 31–35

31application · medium
A hospital is deploying an AI system to assist radiologists in detecting tumors from X-rays. The system's recommendations are used by radiologists to make final diagnoses. Which stakeholder group has the ultimate responsibility for patient outcomes?
Select an answer first
32application · medium
A bank is using an AI system to approve or reject loan applications. The system uses historical data to predict creditworthiness. Which societal concern is most directly associated with this application?
Select an answer first
33application · medium
A logistics company wants to use AI to optimize delivery routes. They have GPS data, traffic patterns, and delivery schedules. Which components of the AI ecosystem are essential for this project?
Select an answer first
34application · medium
An agricultural technology company is developing an AI system that uses drone imagery to detect crop diseases. The system will advise farmers on pesticide application. Which societal impact is most important for the company to consider during development?
Select an answer first
35application · medium
An organization is developing an AI system for hiring. The legal team has raised concerns about compliance with anti-discrimination laws. Which stakeholder should take the lead in ensuring the system's fairness and legal compliance?
Select an answer first

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