CCNA AI Risk Program Management Questions — Page 2 of 2

Multi-Selectmedium

Which TWO types of documentation are critical for AI Transparency requirements?

Select 2 answers

A.Data Sheets for Datasets explaining the provenance and makeup of training data.

B.Model Cards detailing intended use, limitations, and performance.

C.A weekly calendar of team meetings.

D.The employee handbook.

E.A list of all employees who have access to the office.

AnswersA, B

Data transparency is crucial for assessing data-driven risks.

Why this answer

Model Cards (transparency) and Data Sheets for Datasets (provenance) are the standard documentation requirements for transparent AI.

Practice this question →

Multi-Selectmedium

Which TWO metrics are most appropriate for measuring the effectiveness of an AI Risk Program?

Select 2 answers

A.The average salary of data scientists.

B.Number of coffee machines in the building.

C.Number of social media followers of the company.

D.Total number of AI-related incidents reported and remediated.

E.Percentage of AI models that have undergone a formal risk assessment.

AnswersD, E

This tracks program responsiveness and risk occurrence.

Why this answer

Percentage of models risk-assessed and the number of incidents are clear quantitative KPIs for program success.

Practice this question →

MCQeasy

Which of the following is a classic example of 'AI Hallucination' that needs monitoring?

A.The system is running slowly

B.The system requires too much electricity

C.The system password has expired

D.The system generates confident but factually incorrect information

AnswerD

Hallucination is the generation of incorrect, fabricated, but plausible-looking info.

Why this answer

Hallucinations are incorrect or nonsensical outputs that can pose reputational risks to an organization.

Practice this question →

MCQmedium

Why is it critical to have 'Human-in-the-Loop' (HITL) for high-risk AI decisions?

A.To make the computer faster

B.To replace the need for model testing

C.To provide accountability and a safeguard against errors

D.To save money on hardware

AnswerC

Human review is a fundamental control for managing high-risk automated decisions.

Why this answer

HITL ensures that a person reviews critical decisions, providing an essential safeguard against machine errors.

Practice this question →

Multi-Selecteasy

Which TWO teams should be involved in the initial risk review for an AI chatbot?

Select 2 answers

A.Data Science/ML Engineering

B.Legal Department

C.The company mailroom staff

D.The local fitness coach

E.The custodial cleaning staff

AnswersA, B

They understand the technical limitations of the bot.

Why this answer

Chatbots interact directly with users, requiring input from Legal (for compliance) and Data Science (for technical behavior).

Practice this question →

MCQhard

When an AI model fails in production, what is the 'Post-Mortem' goal?

A.To identify root causes and update risk management practices

B.To hide the failure from management

C.To fire the developer responsible

D.To delete all logs associated with the model

AnswerA

The primary goal is organizational learning and risk reduction.

Why this answer

The goal is to identify the root cause so that the AI risk framework can be updated to prevent recurrence.

Practice this question →

MCQeasy

Which team is usually responsible for the 'Technical Implementation' of risk controls in an AI model?

A.Internal Audit

B.Human Resources

C.Legal Department

D.Data Science/Machine Learning Team

AnswerD

The team building the model must implement the controls.

Why this answer

Data Science and Machine Learning Engineers are responsible for embedding the risk controls (e.g., constraints, filters) into the models themselves.

Practice this question →

MCQhard

In an AI risk program, how should 'Residual Risk' be treated?

A.It must be formally documented and periodically reviewed against risk appetite

B.It should be ignored if below a specific performance threshold

C.It should always be zero for production systems

D.It should be formally accepted by the risk owner if it exceeds appetite

AnswerA

Formal acceptance and periodic review are required to keep the risk within defined bounds.

Why this answer

Residual risk is the risk that remains after controls are applied; it must be periodically reviewed against the established appetite.

Practice this question →