Ethical Decision-Making and Stakeholder DilemmasIntroductionLeadership is tested most seriously when legitimate interests conflict, information is incomplete, and every available option imposes some cost. A manager may need to decide whether to recall a product before regulators require it, disclose a cyber incident before all facts are known, dismiss a high-performing employee accused of misconduct, or approve a supplier whose low price supports customers but whose labour practices are questionable. These are not merely compliance problems. They are ethical governance problems involving judgement, power, accountability and uncertainty. Ethical decision-making is the disciplined process of identifying what is morally and institutionally at stake, evaluating alternatives, consulting appropriate stakeholders, deciding responsibly, and learning from the outcome. It differs from personal preference, public-relations management and purely economic calculation. It also differs from simple rule-following: rules are essential, but rules may be incomplete, contradictory or silent in novel situations. For leaders, the central question is not only “What can we do?” or “What will maximise profit?” It is also “What ought we to do, given our responsibilities to affected people, the organisation, society and future stakeholders?” Learning ObjectivesBy the end of this chapter, learners should be able to: - Recognise ethical issues in operational, strategic and governance decisions.
- Distinguish legal compliance, ethical responsibility and fiduciary judgement.
- Map stakeholders according to impact, legitimacy, urgency and power.
- Generate and compare alternatives using consequence, rights, justice and virtue perspectives.
- Make and communicate decisions under uncertainty.
- Use escalation, documentation and review mechanisms to strengthen accountability.
- Evaluate the limitations and risks of ethical decision frameworks.
1. The Nature of Ethical Decision-MakingAn ethical dilemma exists when important values or duties conflict and no available option fully satisfies all legitimate interests. A dilemma is not simply a difficult decision. Difficulty may result from technical complexity, limited resources or time pressure. An ethical dilemma involves questions of harm, fairness, rights, dignity, responsibility or integrity. Consider four distinctions: | Question | Primary concern | Typical example |
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| Is it legal? | Compliance with enforceable rules | Whether a disclosure meets securities law | | Is it profitable? | Economic value and sustainability | Whether a project generates an acceptable return | | Is it ethical? | Duties, harms, rights and fairness | Whether vulnerable users are exposed to unreasonable risk | | Is it governable? | Accountability, oversight and control | Whether the decision can be reviewed and defended |
A decision can be legal but unethical, profitable but unsustainable, or ethically defensible but poorly governed because it lacks documentation or oversight. Responsible leadership seeks an integrated answer rather than treating one dimension as a substitute for all others. Ethical intensityThe seriousness of an issue varies. Ethical intensity is generally higher when the potential harm is severe, the number of affected people is large, the probability of harm is substantial, the consequences are concentrated on vulnerable groups, or social agreement about the wrongness of the conduct is strong. Immediacy and psychological or physical proximity also influence attention. High-intensity issues require stronger controls: senior review, independent advice, documented reasoning, stakeholder consultation and post-decision monitoring. Low visibility does not make an issue ethically unimportant; it may simply indicate that affected stakeholders lack voice. Bounded ethicalityPeople often intend to act ethically but make poor decisions because of cognitive bias, organisational pressure or limited attention. Common influences include: - Confirmation bias: seeking evidence that supports a preferred course.
- Anchoring: relying too heavily on an initial number or proposal.
- Groupthink: suppressing dissent to preserve apparent consensus.
- Diffusion of responsibility: assuming that someone else is accountable.
- Moral disengagement: describing harm through sanitised language, such as “externalities” or “rightsizing.”
- Outcome bias: judging a decision only by its result rather than by the quality of reasoning available at the time.
Ethical systems therefore need institutional safeguards, not merely virtuous individuals. 2. Theoretical Lenses for Ethical JudgementNo single theory resolves every dilemma. A robust analysis uses several lenses and makes disagreements explicit. ConsequentialismConsequentialist reasoning evaluates alternatives by their expected effects. The decision-maker considers benefits, harms, probability, timing, distribution and reversibility. A simple risk expression is: Expected loss = Probability of adverse event × Magnitude of harm Probability is expressed between 0 and 1, and magnitude must be defined consistently—for example, in financial cost, number of affected people or a carefully designed risk scale. This expression is useful for comparing risks, but it cannot capture all ethical value. A low-probability violation of a fundamental right may remain unacceptable even when expected loss is small. Consequentialism is valuable for public safety, resource allocation and risk management. Its limitation is that aggregate benefit may be used to justify sacrificing a minority. Deontological reasoningDeontological ethics focuses on duties, principles and respect for persons. It asks whether an action is consistent with obligations such as honesty, promise-keeping, confidentiality, non-discrimination and informed consent. It also asks whether people are being treated as ends rather than merely as instruments. This perspective protects individuals against purely utilitarian calculations. However, duties can conflict. Confidentiality may conflict with a duty to prevent serious harm; loyalty may conflict with a duty to report misconduct. Conflicts require interpretation, hierarchy of duties and, often, escalation. Justice and fairnessJustice analysis examines how benefits, burdens, opportunities and risks are distributed. It includes: - Distributive justice: Who receives benefits or bears costs?
- Procedural justice: Was the process impartial, transparent and participatory?
- Interactional justice: Were people treated with dignity and respect?
- Corrective justice: How will wrongs be repaired?
A decision may produce an efficient total outcome yet be unjust because costs fall disproportionately on low-power stakeholders. Virtue ethicsVirtue ethics asks what a good leader or institution would do. Relevant virtues include courage, honesty, prudence, fairness, humility and compassion. This lens is particularly useful when rules are incomplete and when culture matters. Its limitation is that people may disagree about which virtues are decisive or may use character language to avoid analysing concrete consequences. Care ethics and relational responsibilityCare ethics emphasises dependence, vulnerability, relationships and contextual responsibility. It is especially relevant to decisions involving patients, employees, children, communities, customers with disabilities and other groups whose interests may be invisible in formal models. Care does not mean favouritism; it means recognising that equal treatment can sometimes require attention to unequal vulnerability. A pluralistic approachA practical governance process does not mechanically calculate a single ethical score. It uses several lenses to identify unacceptable options, reveal trade-offs and clarify what must be protected. The aim is reasoned judgement, not artificial precision. 3. Recognising and Framing the IssueIssue recognition is the first control point. Poor framing can make an unethical decision appear inevitable. A useful issue statement contains five elements: - Conduct: What is happening or proposed?
- Affected parties: Who may benefit, bear risk or lose a right?
- Values: Which duties, principles or interests are engaged?
- Uncertainty: What is known, unknown or disputed?
- Decision boundary: What must be decided, by whom and by when?
For example, “Should we launch?” is too broad. A stronger statement is: “Should the company release the medical device this quarter when testing indicates a low but unresolved risk of malfunction for elderly users, in order to meet contractual commitments?” Leaders should ask: - Would reasonable people view this as harmful, deceptive, unfair or disrespectful?
- Who lacks a voice in the current discussion?
- Are we relying on a technical definition to avoid a moral question?
- What would we disclose if the decision became public?
- Would the decision be acceptable if we were in the least powerful stakeholder’s position?
The publicity test is useful but insufficient. Public approval is not the same as ethical validity, and unpopular decisions can be morally justified. 4. Stakeholder Mapping and Dilemma AnalysisA stakeholder is any person, group or institution that affects, is affected by, or has a legitimate interest in a decision. Stakeholder analysis should not become a popularity contest. Power matters for managing implementation, but legitimacy and vulnerability matter for ethical attention. Stakeholder dimensions| Dimension | Question |
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| Impact | How significantly will this party be affected? | | Power | Can the party influence the decision or its consequences? | | Legitimacy | Is the party’s claim recognised as appropriate or rightful? | | Urgency | How quickly does the claim require attention? | | Vulnerability | Is the party unusually exposed or unable to protect itself? | | Voice | Can the party participate meaningfully in the process? |
A regulator may possess power and legitimacy. A temporary worker may have low power but high vulnerability and impact. A future generation may have no direct voice but may hold a strong moral claim in environmental decisions. Stakeholder mapping process- List direct, indirect, intended and unintended stakeholders.
- Describe the impact on each group, avoiding vague labels.
- Identify rights, expectations, contracts and dependencies.
- Assess conflicts among stakeholder claims.
- Identify absent or silenced stakeholders.
- Decide how each group will be informed, consulted or protected.
- Record assumptions and evidence.
Stakeholder consultation is not always a vote. Leaders retain responsibility for judgement, especially when stakeholders seek outcomes that violate law or fundamental rights. Consultation can nevertheless improve information, fairness and acceptance. 5. Generating and Evaluating AlternativesEthical failure often begins when a team assumes that only two options exist. Leaders should generate at least three meaningful alternatives, including delay, partial implementation, pilot testing, compensation, redesign, independent review or refusal. A practical evaluation matrix is shown below. | Criterion | Key question |
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| Consequences | What benefits and harms are likely? | | Rights and duties | Does the option violate a right or obligation? | | Fairness | How are burdens and benefits distributed? | | Feasibility | Can the organisation implement it competently? | | Reversibility | Can harm be stopped or repaired? | | Transparency | Can the reasoning be explained honestly? | | Precedent | What behaviour does this authorise in future? | | Governance | Is authority, oversight and documentation adequate? |
Rights analysisRights analysis should identify the right, its holder, the proposed interference and the justification. For example: - What right is involved—privacy, safety, freedom from discrimination, due process or property?
- Is the right absolute or subject to lawful limitation?
- Is the interference necessary and proportionate?
- Are less intrusive alternatives available?
- Does the affected person have notice, choice, appeal or remedy?
A commercially attractive option that depends on uninformed consent or discriminatory exclusion should normally be rejected or redesigned. Consequence analysis under uncertaintyUncertainty does not eliminate responsibility. Separate: - Known facts from assumptions;
- Uncertainty about probability from uncertainty about the nature of harm;
- Reversible from irreversible consequences;
- Average effects from effects on vulnerable minorities.
Where potential harm is serious and irreversible, precaution may justify delay, further testing or protective action even when probability is disputed. Precaution is not a licence for paralysis. The response should be proportionate, evidence-based and subject to review. Scenario analysis can compare optimistic, central and adverse conditions. Sensitivity analysis asks whether the preferred decision changes when a key assumption changes. Decision-makers should avoid presenting uncertain estimates as precise facts. 6. Decision Rights, Escalation and DocumentationEthical decisions require clear authority. A responsible process identifies who recommends, who decides, who must be consulted and who monitors implementation. Authority should not be inferred merely from seniority or technical ownership. Escalation triggersEscalation to a higher authority, ethics officer, legal adviser, risk committee, board committee or regulator may be required when: - serious harm or fundamental rights are at stake;
- the decision involves a conflict of interest;
- senior executives are implicated;
- legal obligations are uncertain or conflicting;
- information is materially incomplete;
- the organisation lacks competence to assess the risk;
- retaliation or suppression of dissent is suspected;
- the decision could create significant precedent or reputational damage.
Escalation is not an admission of failure. It is a control that matches decision authority to risk and complexity. DocumentationA defensible decision record should include: - The issue and decision deadline.
- Relevant facts, sources and unresolved questions.
- Stakeholders and expected effects.
- Alternatives considered and rejected.
- Ethical and legal analysis.
- Conflicts of interest and recusals.
- Consultation and dissenting views.
- Decision authority and rationale.
- Controls, conditions and monitoring indicators.
- Review date and criteria for changing the decision.
Documentation should be contemporaneous, accurate and accessible to authorised reviewers. It should not be written as a post hoc justification. Records must also respect privacy, confidentiality, privilege and data-retention rules. 7. Communication and ImplementationA decision is ethical only partly because of its content; implementation and communication also matter. Leaders should explain: - what has been decided;
- why it was decided;
- who may be affected;
- what protections or remedies exist;
- what remains uncertain;
- how concerns can be raised;
- when the decision will be reviewed.
Communication should be truthful without disclosing protected information. “We have considered the issue” is not meaningful transparency unless the organisation explains the basis of the decision and its safeguards. Implementation controls may include segregation of duties, approval thresholds, access restrictions, independent testing, incident reporting, whistleblowing channels, supplier audits and board oversight. Incentives should reinforce ethical conduct. A code of conduct cannot compensate for targets that reward concealment or reckless speed. 8. Post-Decision Review and Organisational LearningReview is essential because uncertainty may resolve only after implementation. A post-decision review asks: - Did the actual effects match the forecast?
- Were any stakeholders overlooked?
- Did controls operate as intended?
- Were complaints handled fairly?
- Did incentives or power relationships distort the process?
- What new evidence has emerged?
- Should the decision be continued, modified, paused or reversed?
The review should distinguish a bad outcome from a bad process. A well-reasoned decision can produce an adverse result because of unforeseeable events. Conversely, a favourable result can conceal defective reasoning or unacceptable risk-taking. Both process quality and outcome evidence matter. A mature organisation treats ethical incidents as learning opportunities without using “learning” to avoid accountability. Corrective action may include compensation, apology, redesign, discipline, control improvements, training or disclosure. 9. Detailed Illustrative Case: The Affordable Analytics PlatformBackgroundThis fictional case illustrates the application of the chapter’s framework. InsightWorks, a financial-services technology company, has developed an automated credit-screening platform. The platform reduces processing time and enables small lenders to offer lower-cost loans. A pilot indicates that approval rates are higher overall, but applicants from one minority neighbourhood are rejected at a rate 22% higher than comparable applicants elsewhere. The company argues that the difference may reflect legitimate repayment-risk variables. However, the model uses historical repayment data that may encode earlier discrimination. A major customer wants deployment within six weeks. The sales director warns that delay may cause the contract to be lost. The compliance team has not concluded whether current regulation requires an audit before deployment. Problem framingThe issue is not simply whether the model is technically accurate. The decision is whether to deploy, delay, restrict or redesign a system that may create unequal access to credit while serving a legitimate affordability objective. Known facts include the observed disparity, the commercial deadline and the model’s dependence on historical data. Unknowns include causal explanations, error rates by group, the effect of alternative variables and the availability of human review. Stakeholder analysis| Stakeholder | Interest or risk | Power | Ethical concern |
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| Loan applicants | Access, privacy and fair treatment | Low individually | Discrimination and lack of explanation | | Minority communities | Collective effect on opportunity | Medium | Historical disadvantage may be reproduced | | Lenders | Cost, speed and compliance | High | Operational and legal exposure | | InsightWorks employees | Integrity and employment | Medium | Pressure to suppress concerns | | Regulators | Market fairness and lawful conduct | High | Public protection and accountability | | Investors | Sustainable value and risk control | Medium | Reputational and financial loss |
Alternatives- Deploy immediately with no additional controls.
- Cancel the product.
- Delay deployment for an independent bias and validation audit.
- Conduct a limited, monitored pilot with human review, applicant notice, appeal rights and strict thresholds for suspension.
- Redesign the model, remove or transform problematic variables, and retest before deployment.
AnalysisImmediate deployment may preserve revenue but creates substantial risks of unfair denial, legal challenge and loss of trust. Cancellation avoids model-related harm but removes potential benefits and may not be proportionate if the problem can be corrected. An independent audit is stronger than internal assurance because the dispute involves both technical uncertainty and commercial pressure. A controlled pilot can preserve learning while limiting exposure, but only if applicants are not treated as involuntary test subjects and if meaningful remedies exist. Redesign addresses root causes but may require more time. From a consequentialist perspective, the expected benefits of faster processing must be compared with the severity and distribution of discriminatory harm. From a rights perspective, applicants deserve fair treatment, understandable reasons and an opportunity to challenge adverse outcomes. From a justice perspective, the unequal impact on a historically disadvantaged group requires heightened scrutiny. From a governance perspective, deployment without independent review would be difficult to defend. Approach and solutionThe executive committee chooses a conditional pilot rather than immediate full deployment. Conditions include: - an independent fairness and performance audit;
- testing of error rates and outcomes across relevant groups;
- human review for borderline and adverse decisions;
- clear applicant explanations and an appeal route;
- no use of sensitive information except where legally and ethically justified for fairness testing;
- a suspension threshold if disparity or error exceeds predefined limits;
- board-risk-committee reporting;
- a review after the first pilot period.
The chief data officer records the technical evidence, while the compliance officer documents legal analysis and unresolved issues. The company discloses to the client that the pilot is conditional and rejects the sales director’s request to conceal the disparity. OutcomeThe audit finds that two variables act as proxies for historical exclusion. Removing them reduces the disparity substantially with only a modest increase in processing time. The model is redesigned, tested and later deployed with continuing monitoring. The company also creates a model-governance committee and updates incentives so that product teams are evaluated on fairness and reliability, not only launch speed. Learning points- A technical performance measure is not a complete ethical evaluation.
- Stakeholders with low power may bear the greatest risk.
- Conditional pilots can combine precaution with learning.
- Independent review is important when commercial incentives threaten impartiality.
- Documentation and appeal mechanisms convert abstract commitments into governance controls.
- Ethical review should continue after launch because model behaviour and social effects can change.
10. Technology, AI and Contemporary Governance ChallengesAI-assisted decisions intensify familiar ethical problems. Models may be opaque, trained on biased data, difficult to contest and capable of operating at scale. Accountability can become unclear when responsibility is divided among developers, vendors, managers and users. Good governance should establish: - a named accountable owner for each high-impact system;
- documented purpose, data provenance and limitations;
- testing for accuracy, disparate impact, robustness and security;
- human oversight proportionate to risk;
- explanation and appeal mechanisms;
- access controls and privacy protection;
- monitoring for performance drift;
- vendor due diligence and audit rights;
- incident response and withdrawal procedures.
AI does not remove managerial responsibility. “The algorithm decided” is not an adequate ethical explanation. Leaders must determine whether automation is appropriate, what discretion remains with humans and how affected people can obtain remedy. Other contemporary challenges include global supply chains, climate transition, misinformation, employee surveillance, geopolitical sanctions and platform power. These issues demonstrate why stakeholder analysis must include indirect, future and cross-border effects. 11. Limitations and Common Failure ModesEthical frameworks improve reasoning but do not guarantee correct decisions. Their limitations include: - Incommensurability: dignity, safety, profit and trust cannot always be reduced to a common scale.
- Power distortion: consultation may appear participatory while powerful actors control the agenda.
- Information asymmetry: affected stakeholders may lack technical knowledge or organisational access.
- Framework shopping: decision-makers may select the theory that supports a preferred answer.
- False precision: numerical risk estimates may conceal weak assumptions.
- Moral licensing: a prior ethical action may be used to excuse later misconduct.
- Delay as avoidance: additional analysis can become a way to evade a necessary decision.
- Compliance substitution: legal advice may be treated as a complete ethical judgement.
To reduce these risks, leaders should invite dissent, separate fact-finding from advocacy, use independent review, disclose uncertainty, protect speaking-up channels and revisit assumptions. 12. An Integrated Decision ProtocolThe following protocol can be used in board, executive and operational settings: Recognise. Identify harm, rights, fairness, conflicts and unusual vulnerability. Frame. State the decision, deadline, facts, unknowns and ethical question. Map. Identify affected, responsible, powerful, legitimate and vulnerable stakeholders. Generate. Develop multiple alternatives, including delay, redesign, safeguards and refusal. Test. Apply consequence, rights, justice, care, virtue, legal and governance lenses. Escalate. Match authority and independent review to seriousness and uncertainty. Decide. Choose, record rationale, state conditions and assign accountability. Communicate. Explain the decision honestly and provide voice, remedy and appeal where appropriate. Monitor. Track actual effects, complaints, incidents and changing assumptions. Review. Continue, modify, suspend or reverse the decision when evidence warrants. This protocol is not a mechanical substitute for judgement. Its value lies in making reasoning visible, challenging premature closure and linking ethics to governance. Chapter SummaryEthical decision-making is a structured form of responsible judgement under competing interests and uncertainty. It begins with recognising ethical significance rather than reducing every issue to legality or financial performance. Stakeholder mapping identifies who is affected, who has power, whose claims are legitimate and who may be vulnerable or unheard. Consequentialist, deontological, justice, virtue and care perspectives reveal different dimensions of a dilemma. Effective leaders generate several alternatives, analyse consequences and rights, consider distribution and reversibility, and apply precaution when potential harm is serious. Escalation and documentation strengthen accountability, while transparent communication and post-decision review turn ethical intention into organisational learning. The central professional discipline is to make decisions that can be responsibly explained, independently examined and corrected when evidence changes. Ethical governance is therefore not a single approval event; it is a continuing cycle of recognition, analysis, decision, oversight and learning. Key TermsAccountability: The obligation to explain decisions and accept responsibility for their consequences. Bounded ethicality: The tendency for judgement to be limited by bias, pressure, incentives and cognitive constraints. Care ethics: An approach that emphasises relationships, vulnerability and contextual responsibility. Consequentialism: Ethical reasoning based primarily on expected benefits and harms. Deontology: Ethical reasoning based on duties, principles and respect for rights. Distributive justice: Fair distribution of benefits, burdens and risks. Due process: Fair procedures, notice, participation and opportunity to challenge a decision. Ethical dilemma: A conflict among important values or duties in which no option fully satisfies all legitimate claims. Ethical intensity: The perceived seriousness of an ethical issue based on factors such as harm, probability, concentration and urgency. Escalation: Referring a decision to a more appropriate authority or independent specialist. Fairness: The ethical quality of treating people impartially and distributing burdens appropriately. Moral disengagement: Psychological processes that allow people to minimise or justify harmful conduct. Precaution: Taking proportionate protective action when serious harm is plausible but uncertainty remains. Procedural justice: Fairness of the process through which decisions are made. Rights analysis: Examination of entitlements, duties, limitations and remedies. Stakeholder: A person or group affected by, able to affect, or legitimately interested in a decision. Transparency: Honest disclosure of relevant reasoning, uncertainty, impacts and safeguards. Virtue ethics: An approach focused on character and the qualities of a good decision-maker. Review QuestionsShort Answer Questions- What distinguishes an ethical dilemma from an ordinary difficult decision?
- Identify four dimensions that may be used in stakeholder mapping.
- Why is legal compliance not always sufficient for ethical leadership?
- What information should be included in an ethical decision record?
- Explain the purpose of post-decision review.
Long Answer Questions- Compare consequentialist, deontological and justice-based analyses of an organisational dilemma.
- Explain how bounded ethicality can distort managerial judgement and how governance systems can reduce these distortions.
- Discuss the role of precaution when evidence is incomplete but potential harm is serious.
- Analyse the relationship among stakeholder consultation, decision rights and accountability.
- Explain how AI-enabled decisions create distinctive ethical and governance challenges.
Analytical / Application Questions- A company discovers that a profitable product may expose a small group of vulnerable customers to severe but uncertain harm. Apply the integrated decision protocol and recommend a course of action.
- A senior executive asks an employee to omit an adverse finding from a board report until further evidence is available. Analyse the ethical, governance and escalation issues.
- Design a stakeholder map and decision matrix for a proposed employee-surveillance system, including safeguards, review criteria and possible alternatives.
Multiple Choice Questions with AnswersQuestion 1Which statement best describes an ethical dilemma? A. A decision involving only technical complexity B. A conflict among important values or duties where no option satisfies every legitimate claim C. Any decision that is unpopular with employees D. A decision for which the law provides a clear answer Correct Answer: B. A conflict among important values or duties where no option satisfies every legitimate claim Question 2Which stakeholder may require heightened ethical attention despite having low formal power? A. A vulnerable group substantially affected by the decision B. A senior executive with final approval authority C. A supplier with strong bargaining power D. A shareholder with a diversified portfolio Correct Answer: A. A vulnerable group substantially affected by the decision Question 3What is the main limitation of relying only on consequentialist reasoning? A. It cannot consider any organisational benefits B. It always requires mathematical calculations C. It may justify sacrificing minority rights for aggregate gains D. It rejects all forms of risk assessment Correct Answer: C. It may justify sacrificing minority rights for aggregate gains Question 4Which action is most appropriate when a decision involves serious potential harm and major uncertainty? A. Proceed immediately because uncertainty removes responsibility B. Use proportionate precaution, further evidence and protective controls C. Allow the most powerful stakeholder to decide D. Avoid documenting the uncertainty Correct Answer: B. Use proportionate precaution, further evidence and protective controls Question 5Which item is least appropriate in a contemporaneous ethical decision record? A. Relevant facts and unresolved questions B. Stakeholders and expected effects C. Alternatives considered and rejected D. A post hoc justification written to conceal dissent Correct Answer: D. A post hoc justification written to conceal dissent Question 6Why is escalation an important governance mechanism? A. It transfers all responsibility away from the original decision-maker B. It matches decision authority and independent review to risk and complexity C. It guarantees that stakeholders will agree D. It eliminates the need for documentation Correct Answer: B. It matches decision authority and independent review to risk and complexity Question 7What does procedural justice primarily examine? A. Whether benefits are maximised in aggregate B. Whether the decision-making process is fair and impartial C. Whether the organisation has high profits D. Whether a leader possesses admirable personal traits Correct Answer: B. Whether the decision-making process is fair and impartial Question 8In the illustrative analytics case, why was immediate deployment ethically problematic? A. The platform used any historical data at all B. It had no possible commercial benefit C. It involved an observed disparity and unresolved risk of reproducing discrimination D. The sales director opposed deployment Correct Answer: C. It involved an observed disparity and unresolved risk of reproducing discrimination Question 9Which statement about AI accountability is most accurate? A. Responsibility belongs entirely to the algorithm vendor B. Automated systems remove the need for human judgement C. A named organisational owner should remain accountable for system use and effects D. An algorithmic decision cannot be ethically reviewed Correct Answer: C. A named organisational owner should remain accountable for system use and effects Question 10What is the purpose of post-decision review? A. To prove that the original decision was necessarily correct B. To compare actual effects with forecasts and modify action when evidence warrants C. To replace all prior documentation D. To prevent stakeholders from raising complaints Correct Answer: B. To compare actual effects with forecasts and modify action when evidence warrants
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