10/10 Case Studies and Ethical Analysis

A practical guide to applying ethical theories, comparing alternatives, and writing defensible analyses of difficult real-world decisions.

What Ethical Analysis Does

Ethical analysis turns abstract principles into a disciplined process for deciding what ought to be done. A strong analysis does not merely state an opinion. It identifies relevant facts, recognizes competing values, compares realistic alternatives, uses more than one ethical perspective, acknowledges uncertainty, and reaches a conclusion that others can evaluate.

The central task is to connect reasons to action. Ask what happened, who is affected, what duties and values are involved, what harms and benefits may result, and which response is most responsible.

Takeaway: Ethical analysis is structured judgment, not unsupported personal preference.

Three Ethical Lenses

Three theories provide different but complementary ways to evaluate an action.

Results and overall welfare

asks which option produces the greatest overall benefit and least serious harm. It should consider probability, severity, duration, reversibility, and the distribution of effects. An option that improves average outcomes may still be unacceptable if it creates severe and concentrated harms for a vulnerable group.

Duties, rights, and respect

asks which duties and rights apply. It considers consent, truthfulness, privacy, autonomy, dignity, and whether anyone is being treated merely as a means. It can identify moral boundaries that should not be traded away simply because doing so would produce useful results.

Character and practical judgment

asks what a person or organization acting with integrity, courage, compassion, justice, self-control, and practical wisdom would do. It also asks what habits a decision will strengthen. This perspective is valuable when rules are incomplete or competing considerations require judgment.

These theories can point in different directions. A careful analysis explains the conflict instead of pretending that every perspective reaches the same answer.

Takeaway: Use consequences, duties, and character together so that no single lens hides important moral considerations.

Clarifying the Problem

Before evaluating options, clarify the problem and the quality of the information available.

Frame the ethical question

State the problem as a choice between actions rather than as a vague topic. For example: Should a hospital deploy a screening system immediately, delay deployment for further testing, or use it only with additional human review?

Separate information types

Classify the available information as:

  • Known facts: information supported by evidence.

  • Unknown facts: information that could change the decision.

  • Assumptions: interpretations that have not been verified.

  • Constraints: legal, financial, technical, institutional, or time limits.

If an important fact is missing, identify what should be investigated before acting. Do not silently convert an assumption into a fact.

Identify the decision-maker's responsibility

Clarify who has authority to act, who has a duty to prevent harm, and who must answer for the result. Responsibility may be shared among individuals and institutions.

Takeaway: A precise question and an honest account of uncertainty make later reasoning more reliable.

and Alternatives

Map the people and groups affected by each possible decision. Include direct and indirect effects, and pay special attention to people with high risk, limited power, or little representation.

Ask:

  • Who receives the benefits?

  • Who bears the burdens or risks?

  • Who may be affected in the future?

  • Whose privacy, autonomy, safety, livelihood, or dignity is at stake?

  • Are vulnerable people being asked to bear disproportionate harm?

Then generate more than two options. Realistic alternatives may include:

  1. Immediate action.

  2. Delayed action pending more information.

  3. A limited or pilot implementation.

  4. Action with safeguards, oversight, or compensation.

  5. A different approach that reaches the same goal with less risk.

  6. Refusal to act when the risk is unjustifiable.

A false dilemma makes ethical analysis weaker. A may preserve useful benefits while limiting exposure to harm.

Takeaway: Good analysis represents affected people accurately and searches for practical options beyond an apparent either-or choice.

Comparing Options Through Multiple Lenses

Evaluate every serious option through several perspectives rather than merely naming ethical theories.

Consequences

Compare expected benefits and harms. Consider how likely each outcome is, how serious it would be, how many people would be affected, whether the harm could be reversed, and how benefits and burdens are distributed.

Duties and rights

Ask whether the option respects consent, truthfulness, privacy, autonomy, human dignity, and other relevant obligations. Determine whether a right or duty functions as a limit on what may be done.

Virtue and integrity

Ask what a responsible person or organization would do. Consider prudence, courage, compassion, fairness, honesty, and practical wisdom. Also consider what character traits the decision would reinforce.

Justice and fairness

Examine whether people are treated equitably and whether historic disadvantage is being reproduced. Formal equality may be insufficient when people begin from unequal conditions.

Common good and care

Consider whether the option supports the conditions needed for the wider community to flourish. Also consider dependence, vulnerability, trust, relationships, and particular human needs.

The lenses may conflict. Explain which considerations control the decision and why. Do not use a theory as a label without showing what it reveals about the actual alternatives.

Takeaway: Ethical evaluation is strongest when it makes both agreement and conflict among the perspectives explicit.

Reaching a

After evaluating the options, rank them and explain the basis for the ranking.

Ask:

  • Which reasons are strongest?

  • Which harms are irreversible or catastrophic?

  • Can safeguards reduce the risks?

  • Is the decision proportionate to the goal?

  • Are any rights or duties side constraints that should not be traded away easily?

  • Would the decision remain defensible if publicly disclosed?

  • What evidence would justify changing the decision later?

A has four parts:

  1. Decision: State what should be done.

  2. Main reasons: Identify the ethical considerations that control the judgment.

  3. Response to objections: Address the strongest argument against the preferred option.

  4. Safeguards and review: Explain implementation, monitoring, accountability, and reconsideration.

A qualified recommendation is often appropriate. For example, proceeding only through a monitored pilot with independent auditing can be more responsible than either unconditional acceptance or total rejection.

Takeaway: A recommendation becomes credible when it is proportionate, responsive to objections, and tied to specific safeguards and review conditions.

Applying the Method to Case Studies

The method becomes clearer when applied to concrete cases.

AI-assisted hospital triage

A hospital's artificial-intelligence system appears likely to reduce waiting times and identify high-risk patients, but its training data reflect historic differences in access to care. It has not been independently tested across all relevant racial, age, disability, and language groups.

A consequentialist analysis recognizes possible efficiency gains but also considers unequal error rates and the severity of harm to already disadvantaged groups. A deontological analysis emphasizes fair treatment, privacy, meaningful human review, and accountability. calls for prudence, humility, fairness, and courage when evidence is incomplete. Justice and care draw attention to vulnerability and trust.

The most defensible response is not autonomous deployment. It is a limited, independently monitored pilot with trained clinicians retaining final responsibility. Before expansion, the hospital should test performance across relevant groups, publish evaluation methods and error rates, protect patient data, provide a correction process, and establish clear accountability for harm.

A serious product safety risk

An engineer discovers that a product may fail under a rare but foreseeable condition. Correcting the design would delay release and reduce expected profit.

The analysis should consider both the probability and severity of injury, the number of people exposed, the effectiveness of corrective action, and the engineer's professional duties of honesty and public protection. A low probability does not make a potentially catastrophic risk insignificant. Consumers should not bear undisclosed danger merely to protect investors or preserve a launch date.

A responsible course is to document the evidence, notify appropriate internal safety and compliance officials, recommend delaying release until the risk is addressed, and use external reporting channels if the organization fails to act while serious public danger remains.

Takeaway: In both cases, the strongest response connects benefits to evidence, protects affected people, preserves accountability, and uses staged action when uncertainty matters.

Writing and Reviewing the Final Analysis

Ethical responsibility continues after a decision is made. Examine what happened, whether harms and benefits were distributed as expected, whether anyone was overlooked, and what corrective action is required. Reflection can reveal faulty assumptions and improve future judgment.

A final written analysis can use this structure:

  1. Issue: State the central moral question and the decision-maker's responsibility.

  2. Facts and assumptions: Distinguish verified information from uncertainty.

  3. : Explain who is affected, how, and whose interests are especially vulnerable or underrepresented.

  4. Alternatives: Present at least three realistic actions, including a safeguard-based option when appropriate.

  5. Ethical evaluation: Apply consequentialist, deontological, virtue-ethical, justice-oriented, common-good, and care perspectives as relevant.

  6. Objection and response: Present and answer the strongest opposing argument.

  7. Conclusion and implementation: State the preferred action, reasons, safeguards, responsibilities, and review conditions.

  8. Reflection: Identify what should be learned and what future evidence could change the conclusion.

Avoid these common errors:

  • Reducing ethics to legality.

  • Using only one ethical theory.

  • Ignoring uncertainty.

  • Treating every consequence as equally important.

  • Confusing good intentions with good impacts.

  • Listing without analyzing their interests.

  • Presenting a false dilemma.

  • Avoiding a conclusion.

  • Failing to plan implementation or accountability.

Final takeaway: The best ethical analysis is not necessarily the one that produces complete agreement. It is the one whose facts, assumptions, reasons, limits, safeguards, responsibilities, and conditions for revision are clear enough to withstand critical examination.