29 Oct 2026GS4UPSC 2026 paper
UPSC GS4 2026
The UPSC paper, 2026
19 as set1 · GS4 202610 marks150 words
Owing to paucity of time, a university professor generates a Ph.D. evaluation report using Artificial Intelligence and submits it with some modifications. Discuss this from the perspective of accountability and integrity.
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The professor outsourced a judgement personally entrusted to him and disclosed nothing. The tool is not the wrong; the concealed delegation is.
Accountability
A non delegable duty: Examinership rests on named expertise and cannot pass to a tool.
Traceability lost: If a finding is wrong, responsibility cannot be located between man and machine.
No disclosure: Neither university nor candidate can weigh a report whose basis is hidden.
Answerability: He must defend at the viva reasoning he never performed.
Integrity
Deception by omission: A signature represents personal application of mind.
Unfairness: Years of original work assessed by a system that cannot recognise originality.
Confidentiality: Uploading an unpublished thesis to an external model risks leaking the scholar's work.
Modelling misconduct: A supervisor who cuts corners licenses the same in his students.
The permissible line
Assistive use with disclosure and personal sign off is defensible; substitution of judgement is not.
He could have sought an extension or declined. Integrity is what one does when the shortcut is undetectable.
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Decode: Two named lenses, accountability and integrity. Treat them as separate limbs, not as synonyms.
Implicit demand: Do not condemn AI as such. Locate the wrong precisely, in undisclosed delegation of a personal judgement.
Architecture: The core wrong, the accountability limb, the integrity limb, permissible use.
Articulation: Anchor: Examinership as a fiduciary trust, disclosure, confidentiality of an unpublished thesis, personal sign off. Money line: Integrity is what one does when the shortcut is undetectable.
2 · GS4 202610 marks150 words
A business house is working on a project that could displace a forest community from their habitat. As the administrative officer of that district, what ethical challenges are you likely to face?
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The difficulty is that both duties are mine. Development and protection of a vulnerable community point in opposite directions.
Conflict of duties
Growth against protection: A development mandate against the constitutional duty towards Scheduled Tribes.
Present against future: Jobs and revenue now against irreversible ecological and cultural loss.
Regulator and promoter: The state clears the project and safeguards the displaced, and I embody both.
Procedural and consent challenges
Genuine consent: Ensuring the gram sabha resolution is free and informed, not manufactured.
Information asymmetry: The community must grasp a loss it has never experienced before agreeing.
Compensation against restitution: Money cannot replace habitat, livelihood and shared culture.
Credibility of assessment: Impact studies commissioned by the promoter are rarely disinterested.
Personal pressures
Political and corporate pressure, offers of inducement, and the temptation to record what is expected.
I would insist on independent assessment, an unhurried gram sabha, written reasons and dissent on file. Where I cannot control the outcome, I can guarantee the process.
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Decode: The question asks only for the challenges you would face, in the first person. Name them as dilemmas, not as a description of displacement.
Implicit demand: Group them by type, duty conflict, procedural, personal. Closing with how you would hold the line lifts the answer.
Architecture: Conflicting duties, procedural and consent challenges, personal pressures, the course I would take.
Articulation: Anchor: Gram sabha consent under the Forest Rights Act and PESA, social impact assessment, Niyamgiri. Money line: The hardest challenge is that both duties are legitimate, and only one process can reconcile them.
3 · GS4 202610 marks150 words
An endangered tribe has developed a severe skeletal deformity. A university research has identified a mineral supplement as a possible remedy, though clinical trials are yet to be conducted. Should the District Magistrate (DM) use this research on the tribe? Discuss from the perspective of medical and administrative ethics.
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No. The DM should not authorise an untested supplement on a vulnerable population, however compassionate the motive.
Medical ethics
Non maleficence: An untried supplement may harm, and a small population can absorb no avoidable loss.
Informed consent: Language, literacy and unfamiliarity make genuine comprehension doubtful.
Justice in research: The vulnerable must not carry risk for knowledge benefiting others.
Therapeutic misconception: An official supplement reads as proven treatment, not experiment.
Administrative ethics
Role conflict: The DM is neither physician nor researcher and cannot weigh clinical risk.
Coerced voluntariness: Consent sought by the district head is not free, since refusal feels unsafe.
Accountability: An adverse outcome would have no lawful sanction and no answerable authority.
Trust: A failed intervention would close the community to future public health work.
The correct course
Route it through an ethics committee, regulatory approval and phased trials, while providing proven nutrition and orthopaedic care now.
Compassion and rigour are not opposed. Urgency justifies haste in seeking approval, never in bypassing it.
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Decode: A yes or no question. Answer no at the outset, then justify under the two named lenses and give the right route.
Implicit demand: The suffering is real, so the answer must offer relief through a lawful route rather than merely refusing.
Architecture: The verdict, medical ethics, administrative ethics, the correct course.
Articulation: Anchor: Informed consent, non maleficence, justice in research, institutional ethics committee, national ethical guidelines. Money line: The urgency of suffering justifies haste in seeking approval, never in bypassing it.
4 · GS4 202610 marks150 words
Discuss how national security can be balanced with concerns of human rights.
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A state secures itself to protect liberty, so a measure that hollows out liberty defeats its purpose.
The tests to apply
Legality: Every restriction must rest on law, not executive convenience.
Necessity: The threat must be real and present, not speculative.
Proportionality: The least restrictive means, weighed against the harm caused.
Non discrimination: Measures must not fall on a community by identity rather than conduct.
Institutional safeguards
Judicial review: Courts retain power to test detention, surveillance and emergency powers.
Legislative oversight: Scrutiny of agencies, budgets and interception authorisations.
Time limits: Sunset clauses and review, so extraordinary powers do not become permanent.
Independent institutions: The human rights commission, review boards and internal vigilance.
Procedural discipline and absolute limits
Recorded reasons, custodial safeguards, counsel, and prompt production before a magistrate.
Some rights admit no balancing, notably freedom from torture.
Security bought by rights violation manufactures the alienation it seeks to prevent. Rights are what security exists to protect.
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Decode: A balancing question. Reject the zero sum framing first, then supply the tests and the institutional safeguards.
Implicit demand: Give a usable test, legality, necessity and proportionality, rather than a plea for moderation.
Architecture: Why it is not a trade off, the tests, institutional and procedural safeguards, the absolute limits.
Articulation: Anchor: Legality, necessity and proportionality, Puttaswamy, custodial safeguards, sunset clauses, parliamentary oversight. Money line: Rights are not the price of security; they are what security exists to protect.
5 · GS4 202610 marks150 words
Dr. B. R. Ambedkar had cautioned that employing civil disobedience within a constitutional democracy equates to endorsing 'anarchy'. How should modern democracies navigate the ethical dilemmas posed by civil disobedience movements that aim to promote social justice against policies that may raise genuine concerns?
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Ambedkar's caution was conditional: where constitutional remedies are open, unconstitutional methods are the grammar of anarchy.
When disobedience is ethically defensible
Exhaustion of remedies: Legal, electoral and judicial channels tried and found closed.
Conscientious and public: Open rather than clandestine, addressed to the community's sense of justice.
Non violent: Violence converts protest into coercion and forfeits the moral claim.
Fidelity to law: Willingness to accept the penalty distinguishes disobedience from anarchy.
Proportionality: Disruption caused must not exceed the injustice opposed.
What the state owes
Keep channels open: Unresponsive institutions manufacture the disobedience they then condemn.
Engage the substance: Answer the grievance, do not merely police the disorder.
Proportionate policing: Protect the right to assemble and use minimum force.
Judicial recourse: Courts remain the constitutional route for testing an unjust policy.
What protesters owe
Non violence, respect for the rights of others, and readiness to negotiate.
So read, Ambedkar and Gandhi are not opposed. The warning was against the method, not the grievance.
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Decode: Two limbs, state Ambedkar's caution accurately, then supply the navigation. The navigation must have both a state side and a protester side.
Implicit demand: Ambedkar objected to a method, not to dissent. Establish that distinction or the answer misreads him.
Architecture: What Ambedkar actually said, when disobedience is defensible, duties of the state, duties of the protester.
Articulation: Anchor: The grammar of anarchy in the Constituent Assembly speech of 1949, Rawls's conditions, fidelity to law. Money line: Ambedkar's warning was against the method, not against the grievance.
6 · GS4 202610 marks150 words
In what ways can an Indian Administrative Officer apply Gandhi's notion of 'trusteeship' to ensure fairness in governance?
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Trusteeship held that wealth is held in trust for society. Transferred to office, authority becomes a trust and the officer a steward.
Applications in office
Office as trust: No use of position, staff or influence for private benefit or patronage.
The talisman: Test every decision by its effect on the poorest person one has seen.
Stewardship of resources: Budgets, public land, forests and citizen data are held for the people.
Rendering account: A trustee is answerable, so disclosure and social audit become obligations.
Purity of means: A just outcome does not license an unjust process.
Personal restraint: Simplicity and refusal of privilege, since ostentation contradicts stewardship.
Across generations: Environment and fiscal capacity are held for those who cannot yet claim them.
The limits
Trusteeship is voluntary and relies on conscience, so law, audit and transparency must reinforce it.
A trustee cannot prefer one beneficiary, so fairness follows from the frame. The officer owns the chair briefly and holds it for a lifetime of others.
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Decode: Application question. The weight lies in concrete administrative applications, not in explaining trusteeship at length.
Implicit demand: Trusteeship was framed for wealth; the transfer to public office is the analytical move the examiner wants stated.
Architecture: The idea in one line, its transfer to office, applications, the limits.
Articulation: Anchor: Trusteeship, Gandhi's talisman, purity of means, antyodaya, swadeshi and simplicity. Money line: The officer owns the chair for three years and holds it for a lifetime of others.
7 · GS4 202610 marks150 words
Shakespeare in Henry IV says, "The arms are fair when the intent of bearing them is just". What ethical implications does this have in governance?
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The line makes intent the test of legitimacy for coercive power, a sound insight carrying a real danger.
What is sound in it
Legitimacy of force: The state's monopoly of coercion is justified only by public purpose.
Motive matters: The same lathi charge differs when it protects rather than punishes.
Against timidity: Lawful authority must be used firmly in a just cause, since inaction also wrongs.
Why intent alone is insufficient
Means carry their own morality: Gandhi held the means to be the seed of the end.
Self certification: Every ruler believes his cause just, as emergency and encounter powers show.
Habits persist: An institution used to unlawful means retains them later.
Rights are not conditional: Protection cannot rest on the actor's view of his motive.
The safeguards intent cannot supply
Legality, proportionality, due process and judicial review test the act from outside the actor.
It is defensible about motive and dangerous about authority. Just intent is necessary and never self certifying.
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Decode: Quotation based. Interpret the claim, accept what is sound in it, then expose its danger. Both halves are required.
Implicit demand: The line is a consequentialist justification of coercion. Test it against the deontological objection that intent cannot sanctify means.
Architecture: What the line claims, what is sound in it, why it is insufficient, the safeguards, the positive reading.
Articulation: Anchor: Legitimate use of force, just war conditions, Gandhi on means and ends, proportionality and due process. Money line: Just intent is a necessary condition and never a self certifying one.
8 · GS4 202610 marks150 words
Citing the serious adverse effects of long-term medication, a doctor convinces the family of a female patient for surgery. This led the patient to reluctantly consent for the surgery, though her original choice was to opt for medication. Explain the concepts of paternalism and beneficence by analysing the doctor's action.
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Beneficence is the duty to act for the patient's good. Paternalism overrides her choice for that good, hard paternalism where a competent adult is overridden.
Analysing the action
Beneficent in motive: Disclosing adverse effects and recommending surgery discharges beneficence and veracity.
Hard paternalism in method: She was competent, had chosen medication, and her choice was displaced.
Routed through the family: Persuading relatives converts a clinical conversation into social pressure.
Reluctant consent: Consent under pressure is assent, since voluntariness makes consent valid.
A gendered pattern: Proxy decision making for women is what autonomy protections exist to resist.
What the doctor got right
The clinical advice may be correct, and withholding the risks of long term medication would itself be wrong.
The correct approach
Disclose fully to the patient first, present both options, allow time, involve family only at her request, record her decision.
Beneficence justified advising the surgery; it did not authorise arranging the consent. Where they collide in a competent adult, autonomy prevails.
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Decode: Explain two concepts through the facts. Definitions alone will not do; each must be applied to what the doctor did.
Implicit demand: The decisive fact is that the doctor persuaded the family rather than the patient. Reluctant consent is assent, not autonomous choice.
Architecture: The two concepts defined, the action analysed against each, what was right, the correct approach.
Articulation: Anchor: Beneficence, soft and hard paternalism, voluntariness of consent, proxy decision making for women. Money line: Beneficence justified advising the surgery; it did not authorise arranging the consent.
9 · GS4 202610 marks150 words
Efficiency is doing things right, while effectiveness is doing the right thing. How do you strike a balance between the two to enhance productivity?
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The two are not equal claimants. Effectiveness sets direction and efficiency the pace, so fix the objective first and optimise afterwards.
The two failure modes
Efficient but ineffective: Targets met while purpose is missed, as with toilets built but unused.
Effective but inefficient: The right objective pursued at a cost that cannot be sustained or scaled.
Mechanisms of balance
Define the outcome: Budget against learning, health and income change rather than expenditure.
Guard against goal displacement: When the measure becomes the target, staff optimise the indicator.
Build in feedback: Only the citizen can say whether the right thing is being done.
Leave field discretion: Uniform procedure is efficient centrally and often ineffective locally.
Prune periodically: Efficiency gains in work that should not be done are worthless.
Sequence review: Ask first whether the activity is necessary, then whether it can be faster.
Productivity rises when both are held together, since direction without discipline drifts. Efficiency in the wrong direction is a faster way of failing.
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Decode: The definitions are given, so do not spend words on them. The marks lie in the balancing mechanism.
Implicit demand: Establish the priority, effectiveness first, then efficiency, since efficiency in the wrong direction multiplies error.
Architecture: Why the order matters, the failure modes, mechanisms of balance, an illustration.
Articulation: Anchor: Drucker's distinction, goal displacement, outcome budgeting, beneficiary feedback, field discretion. Money line: Efficiency in the wrong direction is merely a faster way of failing.
10 · GS4 202610 marks150 words
Usually schools, working in remote areas, do not fully comply with government regulations. However, if the rules are enforced strictly, it would lead to most schools closing down. How should an administrator strike a balance between enforcement of rules and educational rights of children?
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Regulations exist to secure the child's right under Article 21A. Enforcement that leaves children with no school protects the rule and destroys its purpose.
Sort the norms first
Non negotiable: Child safety, teacher presence and qualification, and freedom from discrimination.
Adaptable: Land area, boundary wall and building specification, which are proxies for quality, not quality.
The graded method
Provisional recognition: Continue against a signed, time bound improvement plan.
Support before sanction: Grants, training and shared facilities, since most non compliance is incapacity.
No child de-schooled: Never close a school without a functioning alternative within reach.
Escalating consequences: Advisory, then conditional recognition, then withdrawal only for core violations.
Report upward: Recommend contextual norms, since a rule nobody can meet is a defective rule.
The safeguard
Flexibility must not become exemption, so publish each school's compliance status and review it annually.
The administrator enforces the purpose rather than the paragraph. A rule that closes the only school in a village has protected itself and abandoned the child.
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Decode: A balancing question with a clear ethical anchor, the child's right. Give a workable method, not a plea for flexibility.
Implicit demand: Rules serve the right to education, so enforcement that closes schools defeats the rule it enforces. Say this early.
Architecture: The governing principle, sorting the norms, the graded method, the safeguard against misuse.
Articulation: Anchor: Article 21A and the right to education, core against procedural norms, provisional recognition, no de-schooling. Money line: A rule that closes the only school in a village has protected itself and abandoned the child.
11 · GS4 202610 marks150 words
In international relations, ethical considerations are often subjugated to the strategic interests of nation-states. Discuss this from an ethical perspective.
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As description the statement is largely accurate. As justification it is weak.
Why states behave this way
Anarchy: With no enforcing authority, self help and survival dominate, as realism argues.
Fiduciary duty: Leaders answer to citizens whose welfare they are elected to protect.
Reciprocity fails: Unilateral restraint can be exploited, so the ethical actor pays alone.
Why this does not justify it
Moral agency does not end at the border: A state claiming legitimacy at home cannot disclaim it abroad.
Real harm: Arms transfers, support to repressive regimes and climate free riding cost real people.
Norms move states: Decolonisation, apartheid sanctions and the chemical weapons ban changed what interest meant.
Consistency: Selective invocation of values destroys the credibility that makes advocacy work.
Where the two converge
Reputation is a strategic asset, and Panchsheel, vaccine supply and the first responder role bought influence.
The honest position is neither moralism nor cynicism. Ethical foreign policy refuses to define interest narrowly and briefly.
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Decode: Discuss a claim that is largely descriptive. Accept its accuracy, then contest its justification, then show the convergence.
Implicit demand: Do not moralise. Give the realist case its due before answering it, and note that moralism can itself be a cover.
Architecture: Why the claim is accurate, why it is not thereby justified, where interest and ethics converge, India's practice.
Articulation: Anchor: Realism and the fiduciary duty to citizens, norm change on apartheid and decolonisation, Panchsheel, vaccine supply. Money line: An ethical foreign policy is not the abandonment of interest but the refusal to define it narrowly and briefly.
12 · GS4 202610 marks150 words
On the request of his Personal Assistant (PA), the District Magistrate (DM) stops the transfer of a schoolteacher who takes private tuition for his daughter diagnosed with learning disability. In this context, discuss the aspects of empathy versus compliance with rules.
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The impulse is understandable and the act is still wrong, because the reason was never tested against anyone else's equal claim.
The empathetic case
A child with a learning disability needs continuity, and the disability law recognises reasonable accommodation.
Rigid transfer rules can inflict real harm that no file records.
Why the act nevertheless fails
Improper channel: The decision came through a personal assistant, not the transfer committee.
Conflict of interest: The PA's daily access is the influence public office must neutralise.
No recorded reason: An unrecorded favour cannot be reviewed, defended or replicated.
Distributive injustice: Other parents of similar children have no route to the DM's ear.
Precedent: Outcomes begin to depend on proximity, and staff learn quickly.
The distinction
Empathy is impartial concern for all similarly placed; favouritism is concern for whoever can ask.
Convert the sympathy into a rule: decide on merit through the committee, record reasons, frame a criterion any parent can invoke. Empathy chooses the criterion; rules apply it.
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Decode: Two aspects to be discussed. Do not merely condemn; identify what is genuinely empathetic in the act before showing why it fails.
Implicit demand: The distinction between empathy and favouritism is the hinge, and it turns on whether the criterion is generalisable.
Architecture: The empathetic case, why the act nevertheless fails, the distinction, the correct course.
Articulation: Anchor: Reasonable accommodation under the disability law, conflict of interest, recorded reasons, generalisable criteria. Money line: Empathy that operates through proximity is not empathy; it is access.
13 · GS4 202610 marks150 words
Some moral philosophers argue that spending some of your resources—without significantly affecting your financial stability—to help other people who badly suffer is our moral duty and not merely a matter of charity. Justify this claim by explaining the distinction between duty and charity.
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The claim reclassifies assistance rather than increasing it, moving easy help from the optional column to the obligatory.
The distinction
Duty: Owed rather than offered, so omission is a wrong and the beneficiary can claim.
Charity: Praiseworthy to do, not wrong to withhold, the giver choosing the amount.
Why it matters: It decides whether withholding is unkind or blameworthy.
The justification
Singer's principle: Prevent something very bad where no comparable sacrifice is needed.
Distance is irrelevant: We condemn one who lets a child drown to stay clean.
Kantian support: Never assisting cannot be universalised, so beneficence is an imperfect duty.
The cost condition does the work: Stability unaffected, no competing obligation is available.
Indian tradition: Dana is dharma, and the Directive Principles treat welfare as obligation.
The counters
Critics urge it is too demanding, may dilute state responsibility, and can create dependence.
These counters concern how much and through what channel, not whether the obligation exists. What changes is the moral status of not giving.
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Decode: The instruction is to justify, so take the claim's side. The distinction between duty and charity is the tool, not a separate limb.
Implicit demand: Name the argument properly, Singer's, and note the counter briefly so the justification looks reasoned rather than asserted.
Architecture: The distinction, the argument for treating assistance as duty, the counters, the verdict.
Articulation: Anchor: Singer's drowning child, supererogation, Kant's imperfect duty of beneficence, dana as dharma. Money line: What changes is not the amount given but the moral status of not giving.
14 · GS4 202620 marks250 words
Lata, a mother of two children, was admitted to a hospital for acute abdominal pain. Her sister-in-law, Sujatha, accompanied her. Dr. Mansi examined Lata and recommended a diagnostic laparoscopy. Lata's consent was taken to conduct the medical procedure under general anesthesia. During the laparoscopy, Dr. Mansi's team discovered a tumor in Lata's uterus. A closer examination suggested that the tumor could be malignant. One option before Dr. Mansi was to extract a sample for biopsy. In that case, if the tumor was malignant, Lata would have to undergo another surgery for removal of the uterus. An alternative was to remove the uterus immediately. Dr. Mansi had to take a quick decision. As Lata was under general anesthesia, Dr. Mansi explained the situation to Sujatha. Sujatha agreed with Dr. Mansi's recommendations for a hysterectomy, wherein Lata's uterus would be removed to avoid the risk and pain of undergoing another surgery. Dr. Mansi removed Lata's uterus after receiving Sujatha's consent in writing. Lata was informed of this the next day. She was very upset and felt betrayed as she had not consented to the removal of her uterus. Lata complained to the police who tried to convince her that Dr. Mansi had acted with good intention to help a patient. Sujatha was of the same opinion, however Lata was not convinced and decided to approach the court. (a) Discuss the ethical issues involved in this case. (b) Discuss the moral conduct of the doctor in this situation.
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Lata consented to a diagnostic laparoscopy and woke without a uterus. Every issue flows from that gap between what was permitted and what was done.
(a) Ethical issues
Scope of consent: Consent is specific to the procedure described, and hysterectomy lies outside a laparoscopy.
Autonomy and bodily integrity: A competent adult alone decides what is done to her body.
Invalid proxy: A sister in law is no lawful surrogate for a competent adult, so her written consent carries no authority.
No emergency: The exception needs an immediate threat to life; a second surgery was inconvenient, not fatal.
Non maleficence: Irreversible loss of fertility was imposed rather than chosen.
Veracity and trust: She learned afterwards, and the breach damages confidence beyond this patient.
Institutional gap: The hospital had no protocol for consent contingencies arising during surgery.
(b) The doctor's moral conduct
Benevolent in motive: She sought to spare Lata a second anaesthesia, its cost, risk and pain.
Wrong in method: She substituted her judgement on a life altering, non urgent decision.
Aware of the difficulty: Taking written consent shows she knew authority was needed, and sought it from the wrong person.
Good faith mitigates blame but confers no authority, so the police view that intention settles it is mistaken.
What she should have done: Take the biopsy, close, and obtain Lata's own consent on recovery, or take advance contingency consent.
Dr. Mansi is clinically defensible and ethically culpable, and Lata's recourse to court is legitimate. A doctor decides what is medically best; only the patient decides what is done to her body.
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Decode: Two limbs, the issues and then a judgement on the doctor. The second limb demands a verdict, not a restatement.
Implicit demand: The decisive facts are that Lata was competent, the situation was not life threatening, and the consent taken was from a person with no authority to give it.
Architecture: Ethical issues, the doctor's conduct weighed both ways, what she should have done, verdict.
Articulation: Anchor: Scope of consent, bodily autonomy, the invalidity of proxy consent for a competent adult, the emergency exception. Money line: A doctor decides what is medically best; only the patient may decide what is done to her body.
15 · GS4 202620 marks250 words
Ravi is a senior police officer with vast experience in riot control and cyber-policing. Since one year, he has been the Superintendent of Police (SP) of a district with a history of frequent rioting. Last year, Ravi had sought installation of an AI enabled software for predictive policing. This system has been operational for approximately six months. This new system employs advanced algorithms for capturing the biometric data of persons in a crowd and swiftly relating it to a data library. This has enabled the police to identify the persons involved in various crimes. The system has identified an immigrant and low-income neighbourhood as a centre for gang violence and drug trafficking. Aided by this AI analysis, the local police has focused its patrolling, preventive detentions and establishing checkposts. Consequently, public order and law enforcement has visibly improved. Last week, some community leaders, civil rights lawyers and human rights activists visited Ravi's office. They submitted a memorandum that the new system is faulty as it is based on incorrect historical data caused by social biases and discriminatory policing. The memorandum also alleges that the increased surveillance has created a climate of tension amongst residents. This feeling is aggravated by the fact that the residents are not aware of the data noted against their names. (a) What are the ethical issues including biases involved in the use of AI in data-driven policing? (b) Place yourself in Ravi's role and discuss the alternatives available. Justify the action that optimises compliance with ethics.
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The system has delivered real gains in public order, and one neighbourhood is paying for them without being shown the ledger.
(a) Ethical issues and biases
Historical data bias: Past over policing is encoded as propensity, so the model learns the policing pattern.
Feedback loop: More patrolling produces more recorded offences, which the system reads as confirmation.
Proxy discrimination: Locality and immigrant status stand in for identity, offending Articles 14 and 15.
Presumption of innocence: Detention on a predicted act inverts the burden.
Privacy: Biometric capture of crowds without notice or statutory basis fails proportionality.
Opacity: Residents cannot see, contest or correct data held against them.
Automation bias: Officers defer to the machine, and nobody answers for its error.
Legitimacy: Policing rests on consent, and surveillance without trust corrodes cooperation.
(b) Alternatives before me
Continue unchanged: Preserves order, entrenches bias, invites litigation and a larger breakdown later.
Suspend entirely: Restores trust, surrenders a capability that reduced rioting, and reads as capitulation.
Continue under audit and safeguards: Keeps the gains, removes the objectionable elements. I choose this.
My course of action
Commission an independent audit of training data and outputs for disparate impact.
Stop indiscriminate biometric capture until a legal basis exists, restricting matching to notified investigations.
Make the algorithm one input only, never the sole ground for detention, with recorded reasons.
Publish a data policy with notice, grievance and correction rights, and meet the delegation.
Retrain officers against automation bias and seek a statutory framework.
Answering the delegation with an audit rather than a denial is itself good policing. Prediction may direct the patrol; it must never replace evidence or answerability.
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Decode: Two limbs, and the second says place yourself in Ravi's role, so write in the first person and commit to one option.
Implicit demand: Do not reject the technology outright. The gains in public order are real, so the ethical answer is regulated continuation.
Architecture: Ethical issues and biases, alternatives weighed, the chosen course in concrete steps.
Articulation: Anchor: Feedback loops in historical crime data, proxy discrimination, Puttaswamy proportionality, automation bias. Money line: Prediction may direct the patrol; it must never replace suspicion, evidence or the officer's answerability.
16 · GS4 202620 marks250 words
Seema is a senior bureaucrat with a reputation of honesty and professional efficiency. She has recently been posted as the District Collector (DC) to Surinder Nagar, where a large industrial area is being established. The new industrial area had caused many farmers to submit applications for change of land use (CLU) to convert their farmlands into residential areas. There is an unusually large backlog of these applications awaiting processing. Seema noticed that some applications had been approved selectively with no visible chronological pattern. The case files showed a few complaints of some approvals being subject to receipt of large bribes from the applicants. On further fact-finding, Seema realized that a small group of touts was controlling this illegal activity through some subordinate officials in the Collectorate. This had created a fear in the other employees who were reluctant to process any application. The resultant backlog has been piling up thereby hindering local economic progress and causing public dissatisfaction. Seema was faced with a major moral and administrative challenge of dismantling this corruption network without hampering daily administrative operations. An aggressive internal investigation would result in institutional resistance and, possibly, a backlash from labour unions. Conversely, ignoring this situation would encourage the wrongdoers and unnecessarily continue this avoidable harassment to the populace. (a) What are the ethical issues involved in this case? (b) Discuss the options open to Seema. Identify the recommended option and justify it.
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Two obligations pull apart: ending a corruption network, and keeping a collectorate working for farmers who have already waited too long.
(a) Ethical issues
Corruption and breach of trust: A statutory approval has become a saleable commodity.
Abuse of discretion: Selective, non chronological approvals turn a rule bound function into arbitrary power.
Institutional capture: Subordinates colluding with touts have displaced the lawful chain of authority.
Injustice: Honest applicants are penalised for not paying, and honest staff are intimidated into inaction.
Public interest: The backlog is throttling local economic development.
Moral courage: Union backlash and institutional resistance are the price of acting.
(b) Options before Seema
Immediate aggressive inquiry: Signals intent, but risks destroyed evidence, collective resistance and paralysis of work.
Clear the backlog only: Restores service quickly, leaves the network intact and reads as tolerance.
A phased approach, reforming the process first and then acting on evidence: Recommended.
The recommended sequence
Digitise the queue at once, with online tracking, chronological disposal and time limits, so discretion is designed out.
Build documentary evidence quietly and seek vigilance assistance before confronting anyone.
Rotate suspected officials to non sensitive posts, halting the racket without an accusation the file cannot support.
Act on the strongest cases with due process and a hearing, so action reads as targeted, not collective.
Protect honest staff visibly, open a confidential reporting channel, and engage unions on the reform itself.
Hold public grievance camps to clear pending applications and rebuild confidence.
This secures both duties, since service resumes while the case is built. The answer to a corrupt process is a transparent process; punishment deters, but design removes the opportunity.
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Decode: Two limbs, issues then options with a reasoned recommendation. The recommendation must be a sequence, not a slogan.
Implicit demand: The dilemma is between decisive action and continuity of service. Resolve it by reforming the process first, which removes the opportunity while evidence is gathered.
Architecture: Ethical issues, three options weighed, the recommended sequence, justification.
Articulation: Anchor: Abuse of discretion, chronological disposal, digitisation and time limits, vigilance support, whistleblower protection. Money line: The answer to a corrupt process is a transparent process; punishment deters, but design removes the opportunity.
17 · GS4 202620 marks250 words
Vikas is a government officer with over a decade of service in public administration. He has recently moved as the District Collector (DC) of Nainipura, a remote hilly district bordering a forest. Due to Nainipura's low levels of economic development, one of his major duties is to ensure proper functioning of the public distribution system (PDS) amongst the economically weaker sections (EWS). During his on-site visits, Vikas was apprised of a typical administrative challenge in operating the PDS. To prevent leakages, all distributors were required to carry out real-time biometric identification of the beneficiaries, whose fingerprints were tallied with identity card records. This was creating problems as the operating system sometimes rejected fingerprint matching in the cases of growing children, manual labourers and senior citizens. The problem was further compounded in periods of low WiFi connectivity. The distributors, in such cases, resorted to personal discretion when they could identify the recipient. Vikas had to address this problem on priority. Strictly adhering to government regulations would ensure fiscal probity but would greatly trouble the proposed beneficiary, i.e., EWS. It may even impinge on their fundamental right to life as per Article 21 of the Constitution. Conversely, leaving the resolution solely to the discretion of the distributors could lead to misuse and leakages. (a) What are the options open to Vikas? How should he balance fiscal probity with empathy towards the designated beneficiaries? (b) Discuss the ethics of using technology as a gatekeeper for welfare schemes.
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The scheme's purpose is food; authentication is only a means. Any solution that protects the means by defeating the purpose has failed.
(a) Options and the balance
Strict biometric enforcement: Perfect fiscal control, but it excludes the very people the scheme exists for.
Distributor discretion: Inclusive now, but restores the rent seeking that biometrics were meant to end.
Layered authentication with accountability: Recommended, keeping verification while removing its single point of failure.
The recommended design
Provide fallbacks in order: one time password, iris authentication, then any family member.
Allow a manual exception register countersigned by a panchayat representative, photographed and reconciled monthly.
Cap and monitor the exception share by shop, so the fallback is not a diversion route.
Deploy offline capable devices that sync later, since connectivity failure is technical, not moral.
Publicise entitlements and a grievance number at every shop, with gram sabha social audit.
Report the failure rate upward, since a district cannot fix a national design fault.
(b) Technology as gatekeeper
Errors are not symmetric: Wrongly denying a hungry person is graver than wrongly issuing one ration.
Burden of proof shifts: The poorest and least connected must prove their identity to a machine.
Dignity: Repeated public failure at the shop humiliates, and humiliation is a real cost.
Accountability laundering: The machine refused names nobody, removing officials from the chain of responsibility.
Design justice: Build for the hardest case, so redundancy is a requirement, not a concession.
The other side: Technology also curbs diversion, so the answer is layering, not rejection.
Probity and empathy are reconciled by redundancy with audit. Verification protects the entitlement; when it destroys the entitlement it has stopped working.
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Decode: Two limbs, a practical one and a conceptual one. The second is not a repetition of the first and needs its own argument.
Implicit demand: The key ethical move is that exclusion and inclusion errors are not morally symmetric. State it explicitly.
Architecture: Options weighed, the recommended layered design, then the ethics of technological gatekeeping.
Articulation: Anchor: Fingerprint failure among labourers and the elderly, offline authentication, exception registers, social audit, Article 21. Money line: Verification exists to protect the entitlement; when it destroys the entitlement it has stopped doing its job.
18 · GS4 202620 marks250 words
Rajapuram is a border district. Jhara and Biru, its two major communities are in continual conflict with each other. The social fabric is fractured and demands mending. Ethnic tensions between the two communities have erupted into violence resulting in a large number of deaths. The stated causes are conflicting land claims, uneven resource allocation and inadequate political representation in government bodies. Separate relief camps had to be created for the two communities. The situation is volatile and appears to be getting out of control. Rajan has been appointed the District Magistrate (DM) of Rajapuram and tasked to quickly get the situation under control. His immediate tasks include restoring administrative authority, reopening the highway and initiating peace talks. On taking over his appointment, Rajan realized that the inter-community rivalry had even seeped into the local administration and police. With functional neutrality being the immediate casualty, it had made both communities distrustful of the government. The neighbouring country could utilize the opportunity to spur insurgent activity and further aggravate the situation. Rajan favoured a controlled approach starting with opening the highway to restore food and medical supplies. He toyed with the idea of requisitioning CRPF units to help restore administrative control. (a) Discuss the ethical issues that need to be addressed in this case. (b) What are the options open to Rajan? Which option would ensure protection of his non-partisan image without compromising ethics?
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Rajan's difficulty is that the instrument he must use, the local administration and police, is itself seen as a party.
(a) Ethical issues
Equal protection: The state owes both communities identical security, relief and access to justice.
Compromised impartiality: Partisan officials make every administrative act read as a communal act.
Humanitarian duty: Food and medicine cannot wait on the sequencing of political talks.
Proportionate force: Restoring order without collective punishment or excessive coercion.
Justice against peace: Accountability cannot be traded away, yet prosecution timing affects the calm.
Rumour: Information must be corrected without slipping into censorship.
National security: An external actor may exploit disorder, raising the cost of delay.
Moral courage: Resisting pressure to favour the locally dominant community.
(b) Options before Rajan
Force first through local police: Fast, but uses the machinery both sides distrust.
Dialogue first without security cover: Attractive, but one incident by spoilers destroys the talks.
A sequenced approach using a neutral force alongside dialogue: This best protects his image.
The recommended course
Requisition central forces precisely because they are external, deploying them visibly and symmetrically.
Reopen the highway under escort for food and medicine, announced as serving both communities equally.
Sideline compromised officials, constitute mixed teams, and place a neutral senior officer over relief.
Guarantee identical camp standards and invite joint inspection by representatives of each side.
Register cases irrespective of community, say so publicly, and convene a peace committee.
Coordinate with intelligence on external interference, and record every decision for later scrutiny.
Every step must be describable identically to both communities. Non partisanship is shown by symmetry of action, never by declarations of neutrality.
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Decode: Two limbs, and the second names the criterion, a non partisan image preserved without compromising ethics. Test each option against that criterion.
Implicit demand: The local machinery is itself compromised, so any option relying on it fails. That is why an external force is the ethical choice, not merely the convenient one.
Architecture: Ethical issues, options weighed against the criterion, the chosen sequence.
Articulation: Anchor: Equal protection, proportionate force, symmetry of action, humanitarian access, external neutral force. Money line: Non partisanship is demonstrated by symmetry of action, never by declarations of neutrality.
19 · GS4 202620 marks250 words
Ajit has been recently promoted as the Head of the Department of Weapon Sales (DWS) in the Ministry of Defence Production (MDP). His charter of duties includes international sales of weapons produced domestically by MDP. In two recent wars, MDP weapons have performed admirably, resulting in many countries showing interest in buying them, particularly long-range artillery and missiles. Country A and country B have asked for these weapons. However, production constraints restrict DWS to accept only one purchase order. Country A is a developing nation with a sound technology base. MDP is planning R&D collaboration with it for the next generation of weapons. It is not part of any security alliance and needs weapons for protection from a troublesome neighbour. It seeks a large acquisition on a long-term loan. Country B is also a developing nation. Military strength is its priority, with the military budget often ingressing into allocations for human resources and infrastructure development. It is in security alliance with a superpower who has a large military base there and periodically allots it financial grants. It is a member of an economic bloc with which the government is currently negotiating a free trade agreement. It is not a signatory of NPT but possesses smaller nuclear weapons and delivery systems. It supports some guerrilla forces abroad. It has sought a smaller acquisition and is prepared to make some advance payment. It is currently negotiating arms purchases from another nation too. Ajit discussed this case with his counterparts in the related departments. Therein, the significant economic benefits, employment generation and stronger diplomatic relations arising from this sale were highlighted. It was also emphasized that refusing the deal could result in country B purchasing weapons from some other supplier. Ajit was aware that in arms sales, due diligence at each stage was pivotal to ensure conformity to national policy and international treaties. (a) Discuss the options available to Ajit. Which option should he select and why? (b) How can Ajit balance nation's economic and strategic interests with ethical considerations?
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Only one order can be accepted, so the choice lies between a smaller sale with cash and a larger one with a partner.
(a) The options
Sell to Country B: Advance payment and ties with a bloc negotiating a trade agreement.
Sell to Country A: A larger order and research collaboration, repaid over a long term loan.
Defer or refuse both: Forfeits the economic gain and diplomatic opening, so it is indefensible.
The recommended choice: Country A
Diversion risk: B supports guerrilla forces abroad, so weapons may reach non state actors.
Proliferation: It holds nuclear weapons outside the non proliferation treaty, so added range destabilises.
Technology compromise: A superpower base on its soil raises a real prospect of reverse engineering.
Purpose: A's need is defensive, while B's military spending already displaces human development.
Strategic return: Research collaboration with A outlasts B's advance payment.
Credit risk: Stage deliveries against milestones, seek a sovereign guarantee and use escrow.
(b) Balancing interest with ethics
Legality as the floor: Export control lists, treaty obligations and Security Council embargoes bind absolutely.
End use discipline: End user certification, no re transfer, inspection rights and penalties for diversion.
Case by case scrutiny: Assess conflict involvement and rights record rather than applying blanket rules.
Institutional process: Inter ministerial clearance with documented due diligence, protecting the decision from capture.
Reject the someone else will sell argument: It would license every sale and is no reason.
The long view: A reputation as a responsible exporter is itself a strategic asset.
Country A satisfies the economic, strategic and ethical tests together. Due diligence is not an obstacle to arms exports; it is what makes them defensible.
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Decode: Two limbs, a choice with reasons and then a general balancing framework. The choice must rest on the facts given, not on sentiment.
Implicit demand: The stem supplies the discriminating facts: support to guerrilla forces, non signatory to the NPT, a foreign base. Build the reasoning on those.
Architecture: The options, the recommended choice with reasons, risk mitigation, the balancing framework.
Articulation: Anchor: End use certification, diversion to non state actors, proliferation risk, technology compromise, export control regime. Money line: Due diligence is not an obstacle to arms exports; it is what makes them defensible.