D685 2026/2027 EXAM QUESTIONS COMPLETE WITH
100% VERIFIED ANSWERS
Table of Contents
Section Domain Approx. Page
Questions Reference
1 AI Ethics and Principles 40 Module 1
2 Bias and Mitigation 40 Module 2
Strategies
3 AI Technologies and 40 Module 3
Applications
4 Data Privacy, Security, and 40 Module 4
Governance
5 Societal Impact and 40 Module 5
Regulation
Section 1: AI Ethics and Principles
1. Which dimension of ethics is ensured by mitigating biases in AI
algorithms and decision-making processes to prevent discriminatory
outcomes?
A) Transparency
B) Accountability
C) Fairness
D) Privacy
,Correct Answer: C
Rationale: Fairness focuses on preventing discrimination and ensuring
equitable treatment across different groups.
2. What is the principle of ethics that includes considerations of how
AI technologies influence widespread access to resources and
opportunities?
A) Societal impact
B) Individual privacy
C) Algorithmic efficiency
D) Data minimization
Correct Answer: A
Rationale: Societal impact evaluates the broader consequences of AI on
communities and access to resources.
3. Which principle ensures that users can understand how an AI
system arrived at a specific decision?
A) Fairness
B) Explainability
C) Robustness
D) Sustainability
Correct Answer: B
Rationale: Explainability requires that the logic and decision-making
processes of AI are understandable to humans.
4. What does the principle of accountability in AI ethics entail?
A) Ensuring AI systems are free of all errors
B) Holding individuals or organizations responsible for AI outcomes
C) Making all AI source code publicly available
D) Ensuring AI systems never fail
,Correct Answer: B
Rationale: Accountability means taking responsibility for the actions and
decisions made by AI systems.
5. Which ethical principle is primarily concerned with protecting
individuals' personal information from unauthorized access?
A) Fairness
B) Privacy
C) Transparency
D) Beneficence
Correct Answer: B
Rationale: Privacy focuses on safeguarding personal data and user
consent.
6. Which AI ethical principle aims to maximize benefits while
minimizing potential harm?
A) Beneficence
B) Non-maleficence
C) Autonomy
D) Justice
Correct Answer: B
Rationale: Non-maleficence is the principle of doing no harm, or
minimizing harm.
7. What does the principle of human-centered AI emphasize?
A) Replacing human workers with AI
B) Prioritizing human needs, values, and well-being in AI design
C) Ensuring AI systems operate without human oversight
D) Maximizing AI profits
Correct Answer: B
, Rationale: Human-centered AI ensures technology serves humanity and
respects human rights.
8. Which principle requires AI developers to be open about the
capabilities and limitations of their systems?
A) Transparency
B) Privacy
C) Fairness
D) Security
Correct Answer: A
Rationale: Transparency involves clear communication about how AI
works and its limitations.
9. What is the primary goal of ethical AI governance?
A) To maximize shareholder value
B) To ensure AI is developed and used responsibly
C) To accelerate AI deployment regardless of risks
D) To eliminate all human jobs
Correct Answer: B
Rationale: Ethical AI governance provides frameworks for responsible
development and use.
10. Which ethical principle supports the idea that AI should benefit all
of humanity, not just a select few?
A) Exclusivity
B) Inclusivity
C) Autonomy
D) Secrecy
Correct Answer: B
100% VERIFIED ANSWERS
Table of Contents
Section Domain Approx. Page
Questions Reference
1 AI Ethics and Principles 40 Module 1
2 Bias and Mitigation 40 Module 2
Strategies
3 AI Technologies and 40 Module 3
Applications
4 Data Privacy, Security, and 40 Module 4
Governance
5 Societal Impact and 40 Module 5
Regulation
Section 1: AI Ethics and Principles
1. Which dimension of ethics is ensured by mitigating biases in AI
algorithms and decision-making processes to prevent discriminatory
outcomes?
A) Transparency
B) Accountability
C) Fairness
D) Privacy
,Correct Answer: C
Rationale: Fairness focuses on preventing discrimination and ensuring
equitable treatment across different groups.
2. What is the principle of ethics that includes considerations of how
AI technologies influence widespread access to resources and
opportunities?
A) Societal impact
B) Individual privacy
C) Algorithmic efficiency
D) Data minimization
Correct Answer: A
Rationale: Societal impact evaluates the broader consequences of AI on
communities and access to resources.
3. Which principle ensures that users can understand how an AI
system arrived at a specific decision?
A) Fairness
B) Explainability
C) Robustness
D) Sustainability
Correct Answer: B
Rationale: Explainability requires that the logic and decision-making
processes of AI are understandable to humans.
4. What does the principle of accountability in AI ethics entail?
A) Ensuring AI systems are free of all errors
B) Holding individuals or organizations responsible for AI outcomes
C) Making all AI source code publicly available
D) Ensuring AI systems never fail
,Correct Answer: B
Rationale: Accountability means taking responsibility for the actions and
decisions made by AI systems.
5. Which ethical principle is primarily concerned with protecting
individuals' personal information from unauthorized access?
A) Fairness
B) Privacy
C) Transparency
D) Beneficence
Correct Answer: B
Rationale: Privacy focuses on safeguarding personal data and user
consent.
6. Which AI ethical principle aims to maximize benefits while
minimizing potential harm?
A) Beneficence
B) Non-maleficence
C) Autonomy
D) Justice
Correct Answer: B
Rationale: Non-maleficence is the principle of doing no harm, or
minimizing harm.
7. What does the principle of human-centered AI emphasize?
A) Replacing human workers with AI
B) Prioritizing human needs, values, and well-being in AI design
C) Ensuring AI systems operate without human oversight
D) Maximizing AI profits
Correct Answer: B
, Rationale: Human-centered AI ensures technology serves humanity and
respects human rights.
8. Which principle requires AI developers to be open about the
capabilities and limitations of their systems?
A) Transparency
B) Privacy
C) Fairness
D) Security
Correct Answer: A
Rationale: Transparency involves clear communication about how AI
works and its limitations.
9. What is the primary goal of ethical AI governance?
A) To maximize shareholder value
B) To ensure AI is developed and used responsibly
C) To accelerate AI deployment regardless of risks
D) To eliminate all human jobs
Correct Answer: B
Rationale: Ethical AI governance provides frameworks for responsible
development and use.
10. Which ethical principle supports the idea that AI should benefit all
of humanity, not just a select few?
A) Exclusivity
B) Inclusivity
C) Autonomy
D) Secrecy
Correct Answer: B
