Ethical Theories and Moral Reasoning

Introduction

Corporate social responsibility (CSR) requires more than compliance with law or charitable activity. It requires organisations to make defensible judgments about what they ought to do when interests conflict, information is incomplete, and the consequences of a decision are uncertain. Should a company close an unsafe facility even if closure causes unemployment? Is it acceptable to use customer data for a beneficial service if customers did not clearly consent? Should a supplier be rejected because of labour conditions that are legal in its country but inconsistent with the buyer’s standards?

Ethical theories provide structured ways of answering such questions. They do not remove judgment, and they do not always produce one universally accepted answer. Their value lies in helping decision-makers identify relevant stakeholders, clarify assumptions, expose hidden trade-offs, and justify decisions transparently. Moral reasoning is the disciplined process of moving from facts and values to a conclusion about what should be done.

This chapter introduces utilitarianism, duty ethics, rights-based ethics, justice theories, virtue ethics, care ethics, and cultural perspectives. It then develops a practical framework for workplace and corporate decisions. The objective is not to select one theory for every situation, but to understand how different theories illuminate different dimensions of responsible conduct.

Learning Objectives

By the end of this chapter, learners should be able to:

1. Explain the meaning and role of ethical theories in CSR and corporate governance.
2. Apply utilitarian, duty-based, rights, justice, virtue, care, and cultural approaches to workplace decisions.
3. Distinguish legal compliance from ethical responsibility.
4. Identify stakeholders, duties, rights, harms, benefits, and distributive effects in a corporate dilemma.
5. Compare competing ethical arguments and reach a reasoned, professionally defensible recommendation.
6. Recognise the limitations of individual ethical theories and use a pluralistic approach in practice.

1. Ethics, Morality and Moral Reasoning

Ethics is the systematic study of principles concerning right and wrong conduct. Morality refers more broadly to beliefs, standards, and practices about right and wrong held by individuals or communities. In everyday use the terms overlap, but ethics generally implies critical reflection on moral beliefs.

Ethical reasoning differs from preference. A preference expresses what someone likes; an ethical judgment gives reasons that can be examined and, in many contexts, should be capable of being justified to others. For example, a manager may prefer a particular supplier, but choosing that supplier because the manager receives a secret payment is not merely a preference issue: it involves conflicts of interest, deception, and unfairness.

Ethical reasoning normally involves the following steps:

1. Recognise the ethical issue. Ask whether the decision affects welfare, rights, dignity, fairness, trust, or responsibilities.
2. Establish the facts. Separate verified information from assumptions and identify missing evidence.
3. Identify stakeholders. Consider employees, customers, suppliers, communities, investors, regulators, future generations, and the environment where relevant.
4. Identify options. Avoid treating the first apparent choice as the only choice.
5. Apply ethical principles. Examine consequences, duties, rights, justice, character, relationships, and cultural context.
6. Evaluate competing reasons. Consider whose interests may be overlooked and whether the reasoning is consistent.
7. Decide and act. Allocate responsibility, communicate the decision, and implement safeguards.
8. Review the outcome. Ethical responsibility includes learning from unintended consequences.

A useful distinction is between descriptive and normative analysis. Descriptive analysis asks what people or organisations actually do. Normative analysis asks what they ought to do. CSR is normative as well as descriptive: it evaluates corporate conduct rather than merely reporting it.

2. Utilitarianism: Judging Actions by Consequences

Utilitarianism is a consequentialist theory. It judges an action by the overall balance of benefits and harms it produces. Classical utilitarian thinkers such as Jeremy Bentham and John Stuart Mill argued, in different ways, that actions should promote wellbeing or happiness and reduce suffering.

A simplified decision rule is:

The rule is not a complete numerical formula for every business decision. It is a reasoning aid. Benefits and harms may be difficult to measure, may occur at different times, and may affect people unequally. A responsible utilitarian assessment should therefore identify:

• the probability of each significant outcome;
• the scale and duration of benefits and harms;
• who receives the benefits and who bears the harms;
• direct, indirect, and long-term consequences;
• risks of irreversible or catastrophic damage; and
• whether less harmful alternatives exist.

For uncertain outcomes, an analyst may use expected value as a structured aid:

Here, pᵢ is the estimated probability of outcome i, and vᵢ is the value assigned to that outcome. This approach assumes that probabilities and values can be estimated sufficiently well for comparison. It should not be presented as objectively precise when the evidence is weak, and it must not be used to justify violating basic rights simply because a numerical total appears favourable.

Corporate applications

Utilitarian reasoning is relevant to product safety, environmental policy, public health, pricing, resource allocation, and risk management. For example, a company considering a product recall may compare the cost of recalling products with the expected injuries, loss of trust, and regulatory consequences of leaving a defect unaddressed. A broad assessment includes not only immediate financial costs but also consumer safety and long-term social welfare.

Strengths and limitations

Utilitarianism encourages decision-makers to consider all affected parties rather than only shareholders or senior managers. It is practical for comparing policies and examining consequences over time. However, it faces several difficulties:

• consequences are often uncertain and hard to quantify;
• minority interests may be sacrificed for majority benefit;
• monetary valuation can trivialise dignity, rights, or ecological loss;
• decision-makers may manipulate forecasts to support a preferred result; and
• long-term or indirect effects may be ignored.

A utilitarian argument should therefore be accompanied by rights and justice checks. A beneficial outcome does not automatically make every means acceptable.

3. Duty Ethics: Respecting Moral Rules and Responsibilities

Duty ethics, often associated with Immanuel Kant, evaluates conduct by principles, intentions, and obligations rather than by outcomes alone. A duty is a moral requirement to act or refrain from acting. Duties may arise from promises, professional roles, contracts, laws, institutional responsibilities, or respect for persons.

Kant’s categorical imperative is commonly expressed through two ideas. First, a person should act only according to a principle that could be willed as a universal rule. Second, people must be treated as ends in themselves, never merely as instruments for another’s purposes.

In a corporate setting, these ideas support questions such as:

• Could the organisation consistently endorse this practice for all firms?
• Is the company being truthful, or is it manipulating people?
• Are employees and customers treated as persons with dignity, or merely as means to profit?
• Has the organisation honoured its promises and responsibilities?

Duty ethics distinguishes perfect duties, such as prohibitions against lying or coercion, from imperfect duties, such as developing talents or helping others. The distinction is not always absolute in modern business ethics, but it helps explain why some conduct is viewed as unacceptable even when it produces useful results.

For example, falsifying emissions data may temporarily protect jobs and shareholder value. A duty-based analysis nevertheless rejects the deception because it violates duties of honesty, undermines informed decision-making, and treats regulators and the public as means.

Strengths and limitations

Duty ethics protects consistency, honesty, and human dignity. It provides resistance to the argument that a serious wrong is acceptable whenever it produces enough benefits. Its limitations include possible conflicts between duties, difficulty determining which duties have priority, and insufficient attention to consequences. A rigid rule may produce avoidable harm when circumstances are exceptional. Professional judgment is therefore required when duties conflict.

4. Rights-Based Ethics

Rights-based ethics focuses on entitlements that individuals or groups may legitimately claim. Rights can be legal, moral, civil, political, economic, social, or human rights. Examples include rights to privacy, bodily security, freedom from discrimination, fair treatment, participation, and freedom of association.

A rights analysis asks:

1. Whose rights are affected?
2. What is the content and basis of the right?
3. Is the right being respected, restricted, or violated?
4. If rights conflict, which restriction is justified and proportionate?
5. What remedy or safeguard is required?

Rights are not unlimited. One person’s freedom may be restricted to protect another person from violence or serious harm. However, restrictions should have a legitimate purpose, be necessary, be proportionate, and be applied fairly.

In employment, rights-based issues include discrimination, safe working conditions, freedom from harassment, privacy in monitoring, freedom of association, and fair disciplinary procedures. In digital business, customer rights include meaningful information about data collection, appropriate consent, security, and access to remedies.

Rights-based reasoning is especially important where a vulnerable group bears the costs of a decision. A company should not defend intrusive surveillance merely by claiming that it improves productivity if it collects excessive personal information without adequate notice or safeguards.

5. Justice and Fairness

Justice concerns fair treatment and the equitable distribution of benefits, burdens, opportunities, and procedures. It is not identical to equality. Equality gives everyone the same allocation; equity may require different support to address unequal starting conditions or vulnerability.

Several dimensions of justice are relevant to corporations:

• Distributive justice: Are benefits and burdens distributed fairly?
• Procedural justice: Are decision-making processes impartial, transparent, and participatory?
• Interactional justice: Are people treated with dignity, respect, and adequate explanation?
• Corrective justice: Is harm repaired and responsibility assigned appropriately?
• Recognition justice: Are the identities, experiences, and claims of marginalised groups taken seriously?

A pay decision, for example, should not be assessed only by total payroll cost. It should also consider whether comparable work receives comparable pay, whether performance criteria are applied consistently, whether employees can challenge decisions, and whether historical discrimination has influenced outcomes.

John Rawls’s theory of justice proposes that principles should be selected from an imagined original position, behind a veil of ignorance, where decision-makers do not know their future social status. The thought experiment encourages impartiality. Rawls’s difference principle permits inequalities only when they benefit the least advantaged, while his account also emphasises equal basic liberties and fair equality of opportunity.

Justice theories help organisations evaluate restructuring, executive remuneration, access to essential products, taxation, supply-chain risks, and environmental impacts. Their limitation is that people may disagree about what counts as a fair distribution or which principle should take priority.

6. Virtue Ethics: Developing Good Character

Virtue ethics asks not only “What rule should I follow?” or “What outcome should I produce?” but also “What kind of person or organisation should I become?” It focuses on stable qualities of character, such as honesty, courage, fairness, compassion, temperance, practical wisdom, and responsibility.

Aristotle described virtue as a cultivated disposition to choose well, guided by practical wisdom. Virtue is not the same as a single generous act. It is shown through consistent conduct, especially under pressure. In corporate life, an ethical culture depends on whether leaders reward truth-telling, admit mistakes, resist corruption, and consider the effects of decisions on people beyond the organisation.

The corporate equivalent of character is sometimes discussed as organisational integrity. A company demonstrates integrity when its stated values are reflected in incentives, reporting systems, leadership behaviour, and operational decisions. A code of ethics that praises honesty while rewarding employees who conceal problems creates a conflict between formal values and lived culture.

Virtue ethics is useful for ambiguous situations in which rules do not provide a complete answer. A manager may ask what a fair, courageous, and practically wise leader would do. However, virtue language can be vague, and organisations may claim to value virtues while using them selectively. Virtues must therefore be connected to accountable policies and measurable practices.

7. Care Ethics and Relationships

Care ethics emerged partly as a critique of moral theories that emphasised abstract rules and autonomous individuals while neglecting relationships, dependency, emotion, and context. It asks how decisions affect relationships and whether the needs of vulnerable or dependent people are being responsibly addressed.

Care involves attentiveness, responsibility, competence, responsiveness, and a willingness to recognise dependence. In organisations, a care perspective may examine the effect of restructuring on employees with caring responsibilities, the needs of customers with disabilities, the experiences of migrant workers, or the relationship between a company and a local community.

Care ethics does not mean that managers should favour friends or ignore impartial standards. Rather, it recognises that ethical responsibilities often arise from relationships and that equal treatment can sometimes produce unequal hardship. For example, a workplace policy requiring identical schedules may appear neutral but create significant barriers for employees with caregiving responsibilities. A care-informed approach explores reasonable flexibility while maintaining operational fairness.

Its limitations include the risk of partiality, emotional bias, and excessive burdens being placed on those expected to care. Organisations should combine care with justice, rights, and clear accountability.

8. Cultural Perspectives and Ethical Relativism

Business operates across cultures with different norms concerning authority, communication, gifts, family obligations, privacy, gender roles, time, and acceptable negotiation. Cultural awareness is essential to avoid ethnocentrism—the assumption that one’s own culture is the only legitimate standard.

Ethical relativism holds that moral judgments depend substantially on cultural or social context. A weaker and more useful version of cultural sensitivity asks decision-makers to understand local meanings before judging conduct. A stronger version, claiming that whatever a culture accepts is morally right, creates serious problems: it could excuse exploitation, discrimination, or corruption whenever local practice supports them.

A responsible cross-cultural approach distinguishes between:

• legitimate variation in customs and communication;
• local laws and institutional expectations;
• practices that conflict with universal or widely recognised human rights; and
• conduct that is merely a convenient excuse for commercial advantage.

Companies should respect local culture while maintaining non-negotiable standards concerning safety, dignity, forced labour, child labour, non-discrimination, bribery, and truthful reporting. Consultation with local stakeholders and independent experts can reduce cultural misunderstanding. The goal is neither cultural imperialism nor moral indifference, but respectful engagement guided by defensible minimum standards.

9. Comparing Ethical Theories

Theories illuminate different questions. The following comparison is a practical guide rather than a claim that each theory operates in isolation.

A mature analysis tests a decision through several lenses. For instance, a factory closure may produce long-term social benefits through pollution reduction (utilitarianism), require honest communication and promise-keeping (duty ethics), raise questions about workers’ rights and fair transition support (rights and justice), demand courage and responsibility from leaders (virtue ethics), and require attention to affected families and communities (care ethics). Cultural perspectives add insight into local expectations and appropriate consultation.

10. A Practical Framework for Corporate Moral Reasoning

The following framework can be used in CSR committees, management meetings, procurement reviews, and employee grievance processes.

Step 1: Define the decision

State the ethical question precisely. “Should we reduce costs?” is too broad. “Should we replace protective equipment with a cheaper product that meets the minimum legal standard but has a higher failure rate?” is more useful.

Step 2: Map stakeholders and impacts

Record who may benefit, who may bear risks, who has decision-making power, and who may be absent from the meeting. Include future stakeholders and environmental interests when relevant.

Step 3: Verify facts and uncertainty

Identify evidence, assumptions, time horizons, and unknowns. Seek specialist advice where the issue involves safety, data protection, labour rights, or environmental science.

Step 4: Generate alternatives

Include options such as delaying a decision, piloting a solution, compensating affected parties, improving safeguards, or redesigning the product. Ethical reasoning is weakened when the choice is falsely presented as “profit or responsibility.”

Step 5: Apply the ethical lenses

Ask:

• What are the likely benefits and harms?
• What duties and promises apply?
• Whose rights may be affected?
• Is the distribution and process fair?
• What would integrity and practical wisdom require?
• What relationships and vulnerabilities deserve care?
• What cultural meanings and legitimate local expectations matter?

Step 6: Test the decision

Use publicity, reversibility, consistency, and stakeholder tests. Would the organisation be willing to explain the decision publicly? Could it accept the same principle when roles are reversed? Can harm be corrected? Is the decision consistent with stated values?

Step 7: Implement safeguards and accountability

Assign responsibility, document reasons, provide appeal or remedy channels, monitor outcomes, and revise the decision when new evidence appears.

11. Illustrative Case: The Responsible Data Partnership

This is a fictional illustrative case.

Background

NexaCare, a health-services company, proposes sharing anonymised customer data with a technology firm to develop an artificial-intelligence tool that predicts which patients may need additional support. The partnership could improve early intervention and reduce costs. However, some data records may be re-identifiable when combined with other datasets. Customers were informed that their data would support service delivery, but the original notice did not clearly mention commercial research partnerships.

Problem

The board must decide whether to approve the partnership immediately, reject it, or redesign it with stronger protections. The technology firm argues that delay will allow competitors to move ahead. Patient advocates argue that health information is particularly sensitive and that people should have meaningful control over its use.

Analysis through ethical theories

A utilitarian analysis recognises potential benefits: earlier support, improved service planning, and potentially better health outcomes. It must also consider privacy harms, discrimination from inaccurate predictions, loss of trust, and the possibility that sensitive data could be misused.

A duty-based analysis asks whether NexaCare has been candid about the proposed use and whether it is honouring its responsibility to treat patients as persons rather than as data sources. Proceeding without adequate disclosure may violate duties of honesty and respect.

A rights-based analysis focuses on privacy, informed choice, equal treatment, and access to remedy. Patients may reasonably claim that sensitive information should not be repurposed without a clear basis and appropriate safeguards.

A justice analysis asks who benefits from the innovation and who bears the risks. If disadvantaged communities are more heavily represented in the dataset, they may bear disproportionate surveillance or erroneous classification while benefits flow to shareholders or affluent customers.

A virtue ethics analysis considers whether the board demonstrates prudence, honesty, courage, and responsibility by resisting commercial pressure until safeguards are credible. Care ethics highlights the vulnerability and dependence of patients and the importance of preserving trust in the care relationship.

Approach and solution

NexaCare redesigns the proposal. It conducts a privacy and human-rights impact assessment, obtains independent ethics review, improves the notice and consent process where appropriate, limits data collection, uses strong access controls, tests the model for discriminatory effects, prohibits decisions based solely on the prediction, and creates a complaint and correction process. The partnership begins as a limited pilot with defined evaluation criteria and a right to terminate if harms emerge.

Outcome

The pilot produces useful results but reveals lower accuracy for one demographic group. NexaCare pauses expansion, investigates the data imbalance, and requires model improvement before continuing. Although the launch is delayed, the company preserves trust and avoids presenting an unreliable system as objective.

Learning points

1. A promising outcome does not justify weak consent or avoidable privacy risk.
2. “Anonymised” is not automatically risk-free; re-identification risk must be assessed.
3. Ethical governance should include monitoring after deployment, not only approval before launch.
4. A pluralistic analysis exposes issues that one theory alone may miss.
5. Responsible innovation requires remedies, transparency, and the ability to stop or redesign a project.

12. Professional and Governance Implications

Ethical reasoning should be embedded in governance rather than left to individual goodwill. Boards and senior managers should establish clear responsibilities for CSR, ethics, risk, compliance, data governance, and stakeholder engagement. Policies should be supported by training, protected reporting channels, independent investigation, and proportionate consequences for misconduct.

Incentive systems are particularly important. If bonuses depend only on sales volume, employees may conceal risks or pressure customers. Balanced performance systems can include safety, quality, customer outcomes, employee wellbeing, environmental performance, and ethical conduct. Nevertheless, metrics should supplement—not replace—judgment.

Technology and AI create additional ethical challenges. Automated systems can reproduce historical bias, obscure responsibility, increase surveillance, and produce confident but inaccurate recommendations. Organisations should define the purpose of a system, assess data quality, test disparate impacts, maintain human oversight, secure information, explain decisions to affected people where feasible, and provide correction and appeal mechanisms.

13. Challenges and Limitations in Moral Reasoning

Ethical decision-making is affected by predictable organisational pressures. Moral disengagement allows people to describe harmful conduct as normal business practice. Groupthink suppresses dissent. Conflicts of interest distort judgment. Ethical fading occurs when a moral issue is framed only as a financial or operational problem. Incrementalism makes small compromises appear harmless even when they accumulate into serious misconduct.

To counter these pressures, organisations should invite dissent, separate decision ownership from review, document assumptions, use independent assurance, rotate sensitive responsibilities, and protect whistleblowers. Leaders should model ethical openness by rewarding early reporting rather than punishing employees who raise uncomfortable facts.

No theory guarantees moral certainty. A decision may produce benefits and still violate rights; a fair procedure may still lead to a painful outcome; a caring response may create inconsistency. The aim is not to eliminate disagreement but to make reasoning explicit, evidence-based, inclusive, and accountable.

Chapter Summary

Ethical theories provide complementary methods for analysing corporate and workplace decisions. Utilitarianism focuses on overall consequences; duty ethics emphasises obligations, honesty, and respect for persons; rights ethics protects legitimate entitlements; justice ethics examines fair distribution and process; virtue ethics develops character and organisational integrity; care ethics highlights relationships, vulnerability, and responsibility; and cultural perspectives encourage contextual understanding without excusing serious abuses.

Effective moral reasoning begins by identifying the ethical issue, verifying facts, mapping stakeholders, generating alternatives, applying several ethical lenses, testing the proposed decision, and establishing safeguards and remedies. CSR professionals should recognise that legal compliance is a minimum standard, not always the complete ethical answer. Sound corporate ethics combines principled judgment, stakeholder engagement, responsible governance, and continuous review.

Key Terms

Ethics: Systematic reflection on right and wrong conduct.

Morality: Beliefs and standards concerning right and wrong.

Moral reasoning: A structured process for justifying ethical judgments.

Utilitarianism: The view that conduct should produce the greatest overall benefit or wellbeing.

Consequentialism: The approach of judging actions primarily by their outcomes.

Duty ethics: An approach that evaluates conduct according to duties, rules, and respect for persons.

Categorical imperative: Kantian principle requiring universalizable action and respect for persons as ends.

Rights-based ethics: Analysis focused on protecting legitimate individual or group entitlements.

Justice: Fair treatment and distribution of benefits, burdens, opportunities, and procedures.

Distributive justice: Fair allocation of benefits and burdens.

Procedural justice: Fairness and impartiality of decision-making processes.

Virtue ethics: An approach focused on good character and practical wisdom.

Care ethics: An approach emphasising relationships, dependency, vulnerability, and responsibility.

Ethical relativism: The view that moral judgments depend substantially on cultural or social context.

Stakeholder: A person or group affected by, or able to affect, an organisation’s decisions.

Conflict of interest: A situation in which personal interests may improperly influence professional judgment.

Moral disengagement: Psychological processes that allow people to justify harmful conduct.

Ethical culture: Shared organisational values and practices that shape ethical behaviour.

Review Questions

5 Short Answer Questions

1. What is the difference between descriptive and normative ethical analysis?
2. State two questions that a utilitarian analysis should ask.
3. What does it mean to treat people as ends rather than merely as means?
4. Distinguish distributive justice from procedural justice.
5. Why should cultural sensitivity not be equated with accepting every local practice?

5 Long Answer Questions

1. Explain the main features, strengths, and limitations of utilitarianism in corporate decision-making.
2. Compare duty ethics and rights-based ethics using a workplace privacy example.
3. Discuss how virtue ethics and care ethics contribute to an ethical organisational culture.
4. Explain why a pluralistic approach is often more appropriate than relying on one ethical theory.
5. Describe the practical framework for moral reasoning and explain how it can improve CSR governance.

3 Analytical / Application Questions

1. A company plans to introduce employee monitoring software that may improve cybersecurity but collects extensive personal information. Analyse the proposal using utilitarianism, rights ethics, justice, and care ethics. Recommend safeguards.
2. A supplier offers substantially lower prices but has weak evidence of worker safety compliance. Apply at least four ethical theories and recommend a procurement decision.
3. A company’s AI recruitment tool rejects applicants from one demographic group at a higher rate. Analyse the issue using duty ethics, justice, virtue ethics, and stakeholder reasoning. Propose an accountable response.

Multiple Choice Questions with Answers

Question 1

Which ethical approach primarily evaluates an action by its overall consequences?

A. Utilitarianism

B. Duty ethics

C. Virtue ethics

D. Care ethics

Correct Answer: A. Utilitarianism

Question 2

In duty ethics, treating people as ends means that an organisation should:

A. Use people whenever the financial return is high

B. Respect people as having their own dignity and purposes

C. Prioritise majority preferences in every decision

D. Avoid considering intentions

Correct Answer: B. Respect people as having their own dignity and purposes

Question 3

Which form of justice concerns whether decision-making procedures are impartial and transparent?

A. Corrective justice

B. Distributive justice

C. Procedural justice

D. Recognition justice

Correct Answer: C. Procedural justice

Question 4

A rights-based analysis of employee monitoring would most directly examine the employee’s:

A. Right to privacy and appropriate notice

B. Ability to maximise shareholder returns

C. Personal virtue

D. Cultural preference for hierarchy

Correct Answer: A. Right to privacy and appropriate notice

Question 5

Virtue ethics mainly asks:

A. What action creates the largest numerical benefit?

B. What kind of person or organisation should we become?

C. Which practice is most common locally?

D. Which stakeholder has the greatest financial power?

Correct Answer: B. What kind of person or organisation should we become?

Question 6

Why can strong ethical relativism create a problem for multinational corporations?

A. It prevents companies from learning about culture

B. It may excuse serious abuses whenever a local practice accepts them

C. It requires identical customs in every country

D. It eliminates the need for stakeholder consultation

Correct Answer: B. It may excuse serious abuses whenever a local practice accepts them

Question 7

Which is an example of care-ethics reasoning?

A. Considering how a restructuring affects dependent employees and families

B. Selecting the option with the highest projected profit only

C. Applying a rule without considering context

D. Ignoring relationships to ensure neutrality

Correct Answer: A. Considering how a restructuring affects dependent employees and families

Question 8

What is the first practical step in a sound corporate moral-reasoning process?

A. Announce the preferred decision

B. Define the ethical issue precisely

C. Calculate shareholder returns

D. Select a cultural standard

Correct Answer: B. Define the ethical issue precisely

Question 9

Which practice best supports ethical organisational culture?

A. Rewarding results regardless of how they are achieved

B. Discouraging employees from reporting problems

C. Aligning incentives with safety, quality, and ethical conduct

D. Relying on a code of ethics without enforcement

Correct Answer: C. Aligning incentives with safety, quality, and ethical conduct

Question 10

In the illustrative data-partnership case, why was the AI pilot paused?

A. The technology firm withdrew from the market

B. The system showed lower accuracy for one demographic group

C. The company received no financial benefit at all

D. Customers rejected all digital services

Correct Answer: B. The system showed lower accuracy for one demographic group