Minimalist IAS
2024

UPSC CSE (Main) 2024

GS Paper IV 2024

Ethics, integrity & aptitude.

UPSC's question paper: open the official PDF ↗

(a) The application of Artificial Intelligence as a dependable source of input for administrative rational decision-making is a debatable issue. Critically examine the statement from the ethical point of view. (b) “Ethics encompasses several key dimensions that are crucial in guiding individuals and organizations towards morally responsible behaviour.” Explain the key dimensions of ethics that influence human actions. Discuss how these dimensions shape ethical decision-making in the professional context.

Approach · directive: “critically examine / explain / discuss”

What it asks · (a) Weigh AI's promise for objective, evidence-based administrative decisions against its ethical risks; (b) explain the dimensions of ethics and show how each shapes professional decisions.

The question has 3 parts — answer each

  1. (a) Critically examine, from the ethical point of view, AI as a dependable input for rational administrative decision-making: promise, risks and a verdict
  2. (b) Explain the key dimensions of ethics that influence human actions
  3. (b) Discuss how each dimension shapes ethical choices at work, in a professional setting

Open with · AI can process more evidence than any officer, but a public decision must also be fair, explainable and owned by someone accountable.

Cover

  • (a) For: consistency, speed and pattern detection in welfare targeting, tax and fraud analytics; less discretion and petty corruption.
  • (a) Against: biased training data can encode discrimination; opaque 'black box' outputs defeat reasoned orders and natural justice.
  • (a) Accountability gap — who answers for a wrong algorithmic decision? — plus privacy and consent concerns.
  • (a) Balance: AI as decision support with a human in the loop, algorithmic audits, explainability and grievance redress.
  • (b) Dimensions: values and virtues, duties and rules, consequences, rights and justice, care for relationships, and conscience beyond law.
  • (b) At work: codes turn duties into practice, consequences guide risk, integrity resists pressure, justice ensures fairness to clients and public.
  • (a) Privacy: the Digital Personal Data Protection Act, 2023 recognises the individual's right to protect personal data — AI profiling needs consent and purpose limits.
  • (b) Thinkers: Aristotle (virtue), Kant (duty), Mill (consequences), Rawls (justice), Gilligan (care) — each dimension asks a different question of an action.

Close with · AI can inform judgement but not replace it; the ethical dimensions must govern how the final decision is made and owned.

Add value (verified)

  • NITI Aayog's Responsible AI principles place responsibility on everyone who designs, develops and deploys an AI system. NITI Aayog — Responsible AI: Approach Document for India, Part 1 (Feb 2021) ↗“All stakeholders involved in the design, development and deployment of the AI system must be responsible for their actions.”
  • The Digital Personal Data Protection Bill, 2023 (MeitY salient features, 9 August 2023) recognises both the individual's right to protect personal data and the need to process it for lawful purposes. PIB — Salient Features of the Digital Personal Data Protection Bill, 2023 (MeitY, 9 August 2023) ↗“The Bill provides for the processing of digital personal data in a manner that recognizes both the rights of the individuals to protect their personal data and the need to process such personal data for lawful purposes”
  • Herbert A. Simon received the 1978 Nobel Memorial Prize in Economic Sciences for his research into decision-making within economic organisations (press release, 16 October 1978). Press release: Studies of decision-making lead to Prize in Economics, 16 October 1978 — NobelPrize.org ↗“The Royal Swedish Academy of Sciences has decided to award the 1978 Alfred Nobel Memorial Prize in Economic Sciences to Professor Herbert A. Simon , Carnegie-Mellon University, USA, for his pioneering research into the decision-making process within economic organizations.”
  • Simon's decision-makers have limited capacity for rational action, from incomplete knowledge of consequences, so they settle for a satisfactory rather than the best alternative. Press release: Studies of decision-making lead to Prize in Economics, 16 October 1978 — NobelPrize.org ↗“He replaces this entrepreneur by a number of cooperating decision-makers, whose capacities for rational action are limited, both by a lack of knowledge about the total consequences of their decisions, and by personal and social ties. Since these decision-makers cannot choose the best alternative, as can the classic entrepreneur, they have to be content with”
  • UNESCO's Recommendation on the Ethics of Artificial Intelligence lists ten principles, including fairness and non-discrimination, human oversight and determination, transparency and explainability, and responsibility and accountability. Recommendation on the Ethics of AI — flyer, UNESCO HQ (hosted by the Dutch National Commission for UNESCO) ↗“Principles 1. Proportionality and do no harm 2. Safety and security 3. Fairness and non-discrimination 4. Sustainability 5. Right to privacy and data protection 6. Human oversight and determination 7. Transparency and explainability 8. Responsibility and accountability 9. Awareness and literacy 10. Multi-stakeholder and adaptive governance and collaboration”
  • Rawls's original position rests on the 'veil of ignorance': the parties choose principles of justice without knowing their own characteristics or social position, to ensure impartial judgement. Original Position — Stanford Encyclopedia of Philosophy ↗“The main distinguishing feature of the original position is “the veil of ignorance”: To ensure complete impartiality of judgment, the parties are deprived of all knowledge of their personal characteristics and conceptions of the good, and of social and historical circumstances.”
  • Kant's Humanity Formula: never treat humanity, in oneself or others, as a means only but always as an end in itself. Kant's Moral Philosophy — Stanford Encyclopedia of Philosophy ↗“This formulation states that we should never act in such a way that we treat humanity, whether in ourselves or in others, as a means only but always as an end in itself.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 453 words (UPSC limit 150) · Minimalist IAS

(a) AI as a dependable input for rational administrative decisions: an ethical view

Herbert Simon, awarded the 1978 Nobel in economics for research into decision-making in organisations, showed that a decision-maker's rationality is limited by incomplete knowledge of consequences, so he settles for a satisfactory option. AI promises to widen those limits; ethics asks whether its advice is also fair and answerable.

Ethical testAI's promiseAI's risk
ObjectivityEvidence over hunchBias in training data
TransparencyAuditable, rule-based logic'Black box' outputs
AccountabilityLess discretion, less graftNo one owns the error
  • Promise: analytics on tax returns, welfare lists and disaster data give consistent, rapid, evidence-based inputs at a scale no office can match.
  • Bias at scale: models trained on skewed records can repeat caste, gender or regional discrimination, offending equality before law.
  • Natural justice: an opaque score cannot supply the reasons a fair order needs, nor a hearing for the affected citizen.
  • Accountability and privacy: NITI Aayog's Responsible AI principles (2021) hold all who design, develop and deploy a system responsible; the Digital Personal Data Protection Act, 2023 recognises citizens' right to protect their personal data.
  • Global standard: UNESCO's Recommendation on the Ethics of AI lists human oversight and determination among its ten principles, beside transparency and accountability.

Verdict: AI is a dependable adviser, not a dependable decider. Keep a human in the loop, audit algorithms, explain outputs and give every adverse decision a route of appeal.

(b) Key dimensions of ethics and how they shape professional decisions

Ethics has several dimensions; each asks a different question of the same act, and a sound professional decision must answer all of them.

  • Virtue (character): what would a person of integrity do? Aristotle's virtue ethics makes honesty a settled habit, so an auditor refuses a client's pressure for a clean report.
  • Duty (deontology): which lines are never crossed? Kant forbids treating humanity as a means only, so a doctor seeks informed consent and an officer will not falsify a record.
  • Consequences (utilitarianism): which choice does the most good? Mill's outcome test guides trade-offs such as allocating scarce relief or hospital beds.
  • Justice and rights: is it fair to the weakest? Rawls's veil of ignorance asks us to frame rules without knowing our own position, a check on favouritism in hiring, contracts and transfers.
  • Care and empathy: Gilligan's ethics of care stresses relationships and vulnerability, shaping how nurses, teachers and welfare staff treat people.
  • Context: codes of conduct, law and organisational culture turn these values into daily duties, and decide whether integrity is rewarded or punished.

At work these tests usually converge; where they clash, the professional reasons openly, records the choice and owns it. That ownership is exactly what an algorithm cannot supply.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

(a) “It is not enough to talk about peace, one must believe in it; and it is not enough to believe in it, one must act upon it.” In the present context, the major weapon industries of the developed nations are adversely influencing continuation of number of wars for their own self-interest, all around the world. What are the ethical considerations of the powerful nations in today’s international arena to stop continuation of ongoing conflicts? (b) Global warming and climate change are the outcomes of human greed in the name of development, indicating the direction in which extinction of organisms including human beings is heading towards loss of life on Earth. How do you put an end to this to protect life and bring equilibrium between the society and the environment?

Approach · directive: “what / how”

What it asks · (a) Identify the moral duties of powerful states when arms trade and self-interest prolong wars; (b) propose ethical and practical ways to curb greed-driven climate change.

The question has 2 parts — answer each

  1. (a) Identify the ethical considerations for powerful nations to stop the continuation of ongoing conflicts that arms industries prolong for self-interest
  2. (b) Suggest how to end greed-driven global warming and climate change so as to protect life and restore equilibrium between society and the environment

Open with · Peace and sustainability fail for the same reason — narrow gain placed above shared life; both need belief turned into action.

Cover

  • (a) Duties: value human life over profit, protect civilians, and honour the UN Charter's renunciation of force.
  • (a) Arms restraint: no transfers that fuel atrocities, transparent defence exports, an end to proxy wars and selective sanctions.
  • (a) Act, not talk: mediation, humanitarian corridors, ceasefire diplomacy and a more representative Security Council.
  • (b) Root cause: consumerism and short-termism — Gandhi's reminder that the earth has enough for need, not greed.
  • (b) Individual and institutional: mindful consumption, carbon pricing, renewables, and a just transition for workers.
  • (b) Global: common but differentiated responsibilities, climate finance, and justice to future generations and other species.
  • (a) Consistency: the same standard for allies and rivals — selective outrage and selective sanctions discredit the peace-maker.

Close with · Both demand a move from self-interest to enlightened interest — treating peace and a liveable planet as shared global goods.

Add value (verified)

  • The UN Charter opens with the resolve to spare future generations from war. United Nations Charter (full text), Preamble ↗“to save succeeding generations from the scourge of war, which twice in our lifetime has brought untold sorrow to mankind”
  • India's Mission LiFE urges mindful use over wasteful consumption. PIB — PM launches ‘LiFE Movement’ (June 2022) ↗“The idea promotes an environmentally conscious lifestyle that focuses on ‘mindful and deliberate utilisation’ instead of ‘mindless and wasteful consumption’.”
  • US President Dwight D. Eisenhower's Farewell Address of 17 January 1961 is famed for its reference to the 'military-industrial complex'. Farewell Address — Dwight D. Eisenhower Presidential Library (US National Archives) ↗“President Dwight D. Eisenhower's Farewell Address, famed for its reference to the "military-industrial complex," is one of the most famous speeches in American history. Its meaning has been analyzed and debated by historians ever since. President Eisenhower delivered the speech on January 17, 1961.”
  • The UN Charter's principles bind members to settle disputes by peaceful means and to refrain from the threat or use of force against any state's territorial integrity or political independence. Charter of the United Nations, full text (Article 2) — United Nations ↗“All Members shall settle their international disputes by peaceful means in such a manner that international peace and security, and justice, are not endangered. All Members shall refrain in their international relations from the threat or use of force against the territorial integrity or political independence of any state”
  • India's updated NDC (approved 3 August 2022): cut the emissions intensity of GDP by 45% by 2030 from 2005 levels, and reach about 50% of installed power capacity from non-fossil sources by 2030. Cabinet approves India's Updated Nationally Determined Contribution — PIB, 3 August 2022 ↗“As per the updated NDC, India now stands committed to reduce Emissions Intensity of its GDP by 45 percent by 2030, from 2005 level and achieve about 50 percent cumulative electric power installed capacity from non-fossil fuel-based energy resources by 2030.”
  • The updated NDC is a step towards India's long-term goal of net zero by 2070 and translates the 'Panchamrit' announced at COP26. Cabinet approves India's Updated Nationally Determined Contribution — PIB, 3 August 2022 ↗“This update to India’s existing NDC translates the ‘Panchamrit’ announced at COP 26 into enhanced climate targets. The update is also a step towards achieving India’s long term goal of reaching net-zero by 2070.”
  • In M.K. Ranjitsinh v. Union of India (2024) the Supreme Court recognised a right to be free from the adverse effects of climate change under Articles 14 and 21. Indian Supreme Court declares protection from climate change a fundamental right — Health and Human Rights Journal (Harvard FXB Center), blog ↗“For the first time, the Court recognized that the “right to be free from the adverse effects of climate change” is integral to the fundamental rights enshrined under Articles 21 and 14 of the Indian Constitution”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 423 words (UPSC limit 150) · Minimalist IAS

(a) Ethical duties of powerful nations to stop ongoing wars

The quotation sets a ladder: talk, belief, action. Powerful states that preach peace while their arms exports keep distant wars alive stop at the first rung. US President Eisenhower's farewell address of 17 January 1961 is famed for naming the 'military-industrial complex'.

  • Life over profit: no defence contract outweighs a civilian life; a state that licenses arms into an active war shares responsibility for the deaths that follow.
  • Fidelity to the UN Charter: members must settle disputes by peaceful means and refrain from the threat or use of force; the Charter opens with the resolve to save succeeding generations from the scourge of war.
  • Consistency: one standard for allies and rivals; selective outrage and selective sanctions discredit the peace-maker.
  • Restraint in transfers: no weapons where they may be turned on civilians, transparent export licensing under legislative scrutiny, and an end to proxy wars.
  • Action, not statements: mediation, ceasefire diplomacy, humanitarian corridors, funding for reconstruction, and a more representative Security Council.

Security bought with other people's wars is neither ethical nor lasting; here conscience and enlightened self-interest point the same way.

(b) Ending greed-driven climate change to protect life and restore balance

The oft-repeated saying that the earth has enough for every person's need but not for every person's greed names the root cause. The cure must change values, laws and technology together.

LevelEthical shiftConcrete action
IndividualNeed, not greedMission LiFE: mindful use
NationGrowth within limitsNDC: 45% intensity cut by 2030
WorldClimate justiceShared but differentiated duties
  • Mindful living: Mission LiFE urges 'mindful and deliberate utilisation' over 'mindless and wasteful consumption': less waste, reuse, public transport, energy thrift.
  • National resolve: India's updated NDC (2022) commits to cut the emissions intensity of GDP by 45% by 2030 from 2005 levels and reach about 50% non-fossil power capacity, on the way to net zero by 2070.
  • Right to life: in M.K. Ranjitsinh (2024) the Supreme Court recognised a right to be free from the adverse effects of climate change under Articles 14 and 21.
  • Fair burden-sharing: under common but differentiated responsibilities, high emitters finance adaptation and share clean technology; carbon pricing and a just transition protect workers.
  • Duty to the unborn and other species: forests, wetlands and rivers are commons held in trust for future generations, not real estate.

Equilibrium returns when progress is measured by well-being within nature's limits. Peace and a liveable planet ask the same of the powerful: restraint of greed for the sake of shared life.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

Given below are three quotations of great thinkers. What do each of these quotations convey to you in the present context?

  1. (a)“Learn everything that is good from others, but bring it in, and in your own way absorb it, do not become others.” — Swami Vivekananda
  2. (b)“Faith is of no avail in the absence of strength. Faith and strength, both are essential to accomplish any great work.” — Sardar Patel
  3. (c)“In law, a man is guilty when he violates the rights of others. In ethics, he is guilty if he only thinks of doing so.” — Immanuel Kant
Approach · directive: “what”

What it asks · Interpret each quotation and apply it to present-day personal, social and administrative life.

The question has 3 parts — answer each

  1. (a) Interpret Vivekananda's quotation — learn from others without becoming them — and apply it to the present context
  2. (b) Interpret Patel's quotation — faith needs strength — and apply it to the present context
  3. (c) Interpret Kant's quotation — legal guilt versus ethical guilt — and apply it to the present context

Open with · Each quotation compresses a life-philosophy: openness with rootedness (Vivekananda), conviction backed by capacity (Patel), and the morality of intention (Kant).

Cover

  • (a) Learn from all but imitate none: absorb good ideas — science, institutions — and adapt them to our own context and values.
  • (a) Today: adapting global best practices in policy, cultural self-confidence, and personal growth without losing identity.
  • (b) Faith needs strength: belief must be matched by capability, organisation and resolve — as in Patel's integration of the princely states.
  • (b) Today: national goals need institutional capacity; for a civil servant, conviction must be backed by competence.
  • (c) Law judges actions; ethics judges intentions — morality begins in the mind, not only in outcomes.
  • (c) Today: an upright officer avoids even contemplating misuse of office; ethics goes beyond compliance, since conflict of interest starts in thought.

Close with · Together they describe a mature public servant — open-minded, capable and ethically self-governed.

Add value (verified)

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 528 words (UPSC limit 150) · Minimalist IAS

(a) Vivekananda: learn from others, but do not become others

The line asks for openness without loss of self: take the good from every source, then digest it into one's own nature and context. Assimilation builds; imitation hollows.

  • The Constitution as proof: its makers borrowed provisions from many countries, yet, as NCERT notes, this was 'not slavish imitation'; each provision had to suit Indian problems and aspirations.
  • Education: the National Education Policy 2020 envisages education 'rooted in Indian ethos' that also prepares students for the challenges of the twenty-first century.
  • Governance: adopt global best practice in technology, regulation and public health, but adapt it; a model transplanted wholesale usually fails local conditions.
  • Culture and youth: the present risk is uncritical copying of consumer lifestyles and online trends; cultural self-confidence lets one learn without self-erasure.
  • The civil servant: learn from seniors, peers and other countries, yet keep one's own values, voice and judgement.

Growth comes from assimilation on a rooted identity: the difference between learning from others and being lost in them.

(b) Patel: faith and strength together accomplish great work

Faith gives direction; strength gives reach. Belief in a goal stays a wish until organisation, resources and resolve stand behind it.

  • His own proof: Patel's faith in a united India was matched by the political and administrative strength that brought the princely states into the Union.
  • Strength through institutions: in the Constituent Assembly on 10 October 1949 he argued that India would not stay united without 'a good all-India service which has the independence to speak out its mind'.
  • The nation today: goals such as universal health coverage, net zero or a developed India need trained people, finances, data and enforcement capacity, not slogans.
  • The civil servant: commitment to public service must be backed by competence in law, technology and finance, and by the moral courage to act under pressure.
  • The balance: strength without faith is force without purpose; faith without strength is sentiment without result.

Great work in public life needs both: belief that steadies the aim and capacity that reaches it.

(c) Kant: law judges acts, ethics judges intentions

For Kant the only thing good without qualification is a good will; an act's moral worth lies in the motive behind it, not merely in its outward form.

AspectLawEthics
JudgesOutward actInner intention
Guilt arisesOn violating others' rightsOn merely contemplating it
Enforced byCourts and penaltiesConscience and character
  • Law is the floor: a person honest only from fear of being caught is legally clean but ethically compromised.
  • Conflict of interest starts in the mind: Rule 3 of the CCS (Conduct) Rules, as amended in 2014, requires every government servant to declare private interests relating to public duties and resolve conflicts in the public interest.
  • Present context: loopholes, 'technically compliant' tax avoidance and schemes that never reach action show the gap the quotation names; vigilance catches acts, only conscience catches motives.
  • The remedy: daily self-scrutiny, ethics training and a culture that rewards candour, so wrong intentions are checked before they become acts.

Together the three quotations describe the mature public servant: open to the world, strong in capacity, and governed from within.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

(a) “The concept of Just and Unjust is contextual. What was just a year back, may turn out to be unjust in today’s context. Changing context should be constantly under scrutiny to prevent miscarriage of justice.” Examine the above statement with suitable examples. (b) “Mindless addiction to Form, ignoring the Substance of the matter, results in rendering of injustice. A perceptive civil servant is one who ignores such literalness and carries out true intent.” Examine the above statement with suitable illustrations.

Approach · directive: “examine”

What it asks · (a) Examine whether justice depends on context and why laws must be reviewed; (b) examine how rigid literalism causes injustice and how a civil servant should follow the spirit of rules.

The question has 2 parts — answer each

  1. (a) Examine, with suitable examples, whether just and unjust are contextual and why a changing context must be kept under constant scrutiny
  2. (b) Examine, with suitable illustrations, how addiction to form over substance causes injustice and how a perceptive civil servant carries out the true intent

Open with · Justice rests on enduring values — dignity, equality, fairness — but how they apply must keep pace with a changing society.

Cover

  • (a) Courts have revisited old law: Section 377 read down (Navtej Johar, 2018), adultery decriminalised (Joseph Shine, 2018), instant triple talaq struck down (2017).
  • (a) Law renewed: colonial criminal codes replaced in 2024; privacy recognised as a fundamental right (2017) for a digital age.
  • (a) Caution: context should refine justice, not dilute core rights — relativism can be used to justify majoritarian wrongs.
  • (b) Rules are means to ends; literalism, red tape and file-covering can defeat the very purpose of welfare laws.
  • (b) Illustrations: denying rations for a failed biometric match; demanding lost documents from flood victims; the perceptive officer finds a lawful alternative.
  • (b) Safeguard: discretion must be reasoned, recorded and transparent, or 'true intent' becomes an excuse for arbitrariness.
  • (a) Beyond courts: practices once accepted (child labour, dowry, manual scavenging) are now injustices; eligibility limits fixed decades ago need periodic review.

Close with · Justice needs both — laws renewed with changing context and officers who read rules in the light of their purpose.

Add value (verified)

  • Ministry of Parliamentary Affairs, Year End Review 2023: a total of 1,562 old, redundant and archaic laws scrapped from the statute books since 2014. Year End Review 2023: Ministry of Parliamentary Affairs — PIB, 3 January 2024 ↗“Scrapping of Old, Redundant and Archaic Laws from Statute Books (Total 1562 since 2014)”
  • Aristotle: the equitable is just, not as legal justice but as a correction of it, because all law is universal and some cases cannot be rightly covered by a universal statement. Aristotle, Nicomachean Ethics, Book V (tr. W.D. Ross) — The Internet Classics Archive, MIT ↗“What creates the problem is that the equitable is just, but not the legally just but a correction of legal justice. The reason is that all law is universal but about some things it is not possible to make a universal statement which shall be correct.”
  • The Department of Food and Public Distribution's letters of 24 October 2017 and 8 November 2018 told states not to deny genuine NFSA beneficiaries foodgrains for want of Aadhaar or failed biometric authentication. Aadhaar Linkage to PDS — PIB (Ministry of Consumer Affairs, Food and Public Distribution) ↗“this Department vide letters dated 24/10/2017 and 08/11/2018 has advised all States/UTs that genuine beneficiaries/households shall not be denied from their entitled foodgrains under NFSA only on the ground of not possessing an Aadhaar number, or due to any technical failure of ePoS device including failure of biometric/Aadhaar authentication of beneficiary owing to network/connectivity/linking issues.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 396 words (UPSC limit 150) · Minimalist IAS

(a) Just and unjust are contextual: why changing context needs constant scrutiny

NCERT observes that successful constitutions balance preserving core values with adapting them to new circumstances. Justice works alike: dignity, equality and fairness endure, but what they demand changes with society, technology and knowledge.

  1. 2017 · Privacy a fundamental right
  2. 2017 · Instant triple talaq struck down
  3. 2018 · Section 377 read down
  4. 2018 · Adultery decriminalised
  5. 2024 · Colonial criminal codes replaced
  • Courts as correctors: each ruling above revisited a rule that earlier generations accepted as just, and found it unjust in today's light.
  • New technology, new rights: privacy became a fundamental right because a digital state and a data economy created dangers older readings could not foresee.
  • Society moves on: child labour, dowry and manual scavenging, once passed off as custom, are now recognised injustices.
  • Statute book pruned: 1,562 old, redundant and archaic laws were scrapped between 2014 and 2023 (PIB); welfare eligibility limits fixed decades ago likewise need periodic revision.
  • The caution: context should refine justice, not dissolve it; a popular mood cannot make discrimination just or justify diluting core rights.

Constant review by legislatures, courts, law commissions and citizens keeps justice alive without making it arbitrary.

(b) Form over substance breeds injustice: the perceptive civil servant

Aristotle saw the problem: all law is universal, yet some cases cannot be rightly covered by a universal rule, so equity is 'a correction of legal justice' where the rule's generality fails. Rules are means; their purpose is the end.

  • Ration and biometrics: the food department's letters of 24 October 2017 and 8 November 2018 advised states not to deny genuine beneficiaries foodgrains for want of Aadhaar or a failed biometric check. The perceptive officer applies that spirit at the ration shop.
  • Flood relief: victims whose papers the flood destroyed should get relief on the panchayat's verification, with documents reconciled later.
  • A critical patient: no referral slip or identity card should outweigh saving a life.
  • File-covering: a pension file returned again and again for trivial defects protects the officer, not the citizen.
  • Constitutional echo: Article 142 lets the Supreme Court pass any order necessary for doing complete justice.
  • The limit: looking past literalness is not ignoring the law; discretion must be reasoned, recorded and reviewable, or 'true intent' becomes a licence for favouritism.

Fidelity to the purpose of law, openly reasoned, is what turns a rule-follower into a public servant.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

(a) ‘The ‘Code of Conduct’ and ‘Code of Ethics’ are the sources of guidance in public administration. There is code of conduct already in operation, whereas code of ethics is not yet put in place. Suggest a suitable model for code of ethics to maintain integrity, probity and transparency in governance. (b) The soul of the new law, Bharatiya Nyaya Sanhita (BNS) is Justice, Equality and Impartiality based on Indian culture and ethos. Discuss this in the light of major shift from a doctrine of punishment to justice in the present judicial system.

Approach · directive: “suggest / discuss”

What it asks · (a) Distinguish codes of conduct and ethics and propose a model code of ethics for integrity, probity and transparency; (b) discuss how the BNS reflects a shift from punishment to justice.

The question has 2 parts — answer each

  1. (a) Distinguish the code of conduct from a code of ethics and suggest a suitable model code of ethics to maintain integrity, probity and transparency in governance
  2. (b) Discuss how the BNS embodies justice, equality and impartiality, in the light of the shift from a doctrine of punishment to justice

Open with · A code of conduct lists what not to do; a code of ethics states the values from which right conduct flows.

Cover

  • (a) Existing: CCS (Conduct) Rules 1964 and AIS (Conduct) Rules 1968 — rule-based and largely prohibitive.
  • (a) Model code: integrity, impartiality, objectivity, accountability, openness, empathy and dedication to public service, stated briefly and in plain words.
  • (a) Make it work: an ethics officer, training, declarations of interest, whistle-blower protection and periodic review; the Second ARC urged such codes.
  • (b) BNS (2023, in force from July 2024) replaces the IPC and aims at justice for victims, not only punishment of offenders.
  • (b) Shift: community service for petty offences, gender-neutral offences, focus on crimes against women and children, and a recast sedition provision.
  • (b) Caveat: much of the IPC carries over; justice will depend on police reform, speedy trials and fair implementation.
  • (a) Model: the UK's Seven Principles of Public Life — selflessness, integrity, objectivity, accountability, openness, honesty, leadership — short and value-based.

Close with · Rules restrain and values inspire — a code of ethics and a justice-oriented criminal law both aim to rebuild public trust.

Add value (verified)

  • For the first time, community service is a punishment under Section 4 of the BNS. PIB — New criminal laws (MHA, July 2024) ↗“For the first time, Community Service has been introduced as one of the punishments in section 4 of BNS, 2023.”
  • The UK's Seven Principles of Public Life — selflessness, integrity, objectivity, accountability, openness, honesty and leadership — are a model of a short, value-based code; the first asks office-holders to act solely in the public interest. UK Government — The Seven Principles of Public Life (Committee on Standards in Public Life) ↗“Selflessness Holders of public office should act solely in terms of the public interest.”
  • DoPT amended Rule 3 of the CCS (Conduct) Rules on 27 November 2014 (G.S.R. 845(E)) to add the expected standards of the civil services, in an OM titled 'Need for code of Ethics and Values of Civil Services'. DoPT OM No. 11013/6/2014-Estt.A, 10 December 2014: Amendment to Rule 3 of CCS (Conduct) Rules, 1964 (copy on referencer.in) ↗“Amendment to Rule 3 of Central Civil Services (Conduct) Rules, 1964 - Need for code of Ethics and Values of Civil Services. This undersigned is directed to say that Rule 3 of Central Civil Services (Conduct) Rules, 1964 has been amended vide G.S.R. No 845(E) dated 27 th November, 2014 to incorporate the expected standards of the civil services”
  • The Fourth Report of the Second Administrative Reforms Commission, 'Ethics in Governance', was published in 2007. Fourth Report of Second Administrative Reforms Commission: Ethics in Governance — Parliament Digital Library (eLibrary, Sansad) ↗“Title Fourth Report of Second Administrative Reforms Commission: Ethics in Governance Title (Hindi) Title (Transliteration) Accession Number RC121628 Session Number URI https://elibrary.sansad.in/handle/123456789/16435 Call Number 351.6063R P7 Subject/Keywords ISO Language English Regional Language Other Languages Author Edition Year of Publication 01-jan-2007”
  • The BNS adds a new chapter on offences against women and children, and makes various such offences gender-neutral. PIB — New criminal laws (MHA, July 2024) ↗“Offences Against Women and Children: A new chapter has been added in BNS specifically to address offences against women and children, ensuring focused protection and justice. xx. Gender-Neutral Offences: Various offences against women and children have been made gender-neutral in BNS, covering all victims and perpetrators regardless of gender.”
  • Under the new criminal laws, victims are entitled to an update on the progress of their case within 90 days. PIB — New criminal laws (MHA, July 2024) ↗“Progress Updates to Victims: Victims are entitled to get update on the progress of their case within 90 days. This provision keeps victims informed and involved in the legal process”
  • BNS Section 152 punishes acts that excite secession, armed rebellion or subversive activities, or endanger the sovereignty, unity and integrity of India. The Bharatiya Nyaya Sanhita, 2023 (Act 45 of 2023) — Gazette of India ↗“152. Whoever, purposely or knowingly, by words, either spoken or written, or by signs, or by visible representation, or by electronic communication or by use of financial mean, or otherwise, excites or attempts to excite, secession or armed rebellion or subversive activities, or encourages feelings of separatist activities or endangers sovereignty or unity and integrity of India”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 403 words (UPSC limit 150) · Minimalist IAS

(a) A model code of ethics for integrity, probity and transparency

A code of conduct lists what an official must not do: the CCS (Conduct) Rules, 1964 and the AIS (Conduct) Rules, 1968 are largely prohibitive. A code of ethics states the values from which right conduct flows. The 2nd ARC's 4th Report, Ethics in Governance (2007), urged such a code; a 2014 amendment wrote values into Rule 3 of the CCS (Conduct) Rules, but a standalone code is still awaited.

FeatureCode of conductCode of ethics
NatureSpecific dos and don'tsBroad values and ideals
Enforced byPenaltiesConscience, culture, review
ExampleCCS (Conduct) Rules, 1964UK's Seven Principles
  • Short value statement: integrity, impartiality, objectivity, accountability, openness, empathy and dedication, as brief as the UK's Seven Principles of Public Life, the first of which asks office-holders to act solely in the public interest.
  • Duties beyond prohibitions: declare and resolve conflicts of interest, give reasons for decisions, disclose information proactively and treat every citizen with dignity.
  • Institutions: an ethics officer in each department, induction and refresher training, annual declarations of interest, and protection for whistle-blowers.
  • Teeth: link adherence to appraisal and empanelment, treat wilful breach as misconduct, and review the code periodically.

Rules restrain and values inspire; a short, enforceable code of ethics would give the conduct rules the conscience they lack.

(b) BNS: from a doctrine of punishment to justice

The Bharatiya Nyaya Sanhita, 2023 replaced the colonial Indian Penal Code from July 2024. Its very name puts nyaya (justice), not danda (punishment), at the centre.

  • Justice to victims: a new chapter addresses offences against women and children; under the companion BNSS, victims are entitled to updates on their case within 90 days.
  • Equality: several offences against women and children are now gender-neutral, covering all victims and perpetrators regardless of gender.
  • Reform over retribution: community service enters the list of punishments for the first time (Section 4): proportion instead of prison for petty offenders.
  • Impartiality: sedition is recast as Section 152, aimed at acts that excite secession, armed rebellion or subversive activities, or endanger India's sovereignty, unity and integrity.
  • Caveats: much of the IPC carries over and punishment stays the main tool; the shift will depend on police reform, speedy trials, legal aid and impartial implementation.

A justice-oriented code and a values-based civil service share one aim: law that citizens trust because it is fair, not merely because it is feared.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

(a) “In Indian culture and value system, an equal opportunity has been provided irrespective of gender identity. The number of women in public service has been steadily increasing over the years.” Examine the gender-specific challenges faced by female public servants and suggest suitable measures to increase their efficiency in discharging their duties and maintaining high standards of probity. (b) Mission Karmayogi is aiming for maintaining a very high standard of conduct and behaviour to ensure efficiency for serving citizens and in turn developing oneself. How will this scheme empower the civil servants in enhancing productive efficiency and delivering the services at the grassroots level?

Approach · directive: “examine / suggest / how”

What it asks · (a) Examine gender-specific challenges of women public servants and suggest measures for efficiency and probity; (b) explain how Mission Karmayogi builds capacity for grassroots delivery.

The question has 3 parts — answer each

  1. (a) Examine the gender-specific challenges faced by women public servants
  2. (a) Suggest measures to increase their efficiency and maintain high standards of probity
  3. (b) Explain how Mission Karmayogi will empower civil servants to raise productive efficiency and deliver services at the grassroots

Open with · Formal equality has opened public service to women; substantive equality inside institutions is still work in progress.

Cover

  • (a) Challenges: stereotyping and 'soft posting' bias, harassment, safety in field postings, the double burden of work and care, few women at the top.
  • (a) Probity pressures: isolation, lack of mentors, and political or social pressure in male-dominated hierarchies.
  • (a) Measures: functioning POSH committees, child care leave and crèches, safe housing and transport, mentoring networks, gender-sensitive postings.
  • (b) Karmayogi moves training from rule-based to role-based, using competency frameworks and continuous online learning on iGOT.
  • (b) Grassroots: skills and citizen-centric attitudes for frontline staff; annual capacity-building plans overseen by the Capacity Building Commission.
  • (b) Limits: training alone cannot change incentives; it must link to appraisal, postings and a culture of accountability.
  • (a) Probity measures: transparent transfer policy, whistle-blower protection, swift action on complaints — integrity should carry no career cost.

Close with · Inclusive and capable institutions go together — supporting women officers and continuous learning both raise the quality of governance.

Add value (verified)

  • Mission Karmayogi calibrates every civil service post to a Framework of Roles, Activities and Competencies (FRACs). PIB — Cabinet approves Mission Karmayogi (2 Sept 2020) ↗“To calibrate all Civil Service positions to a Framework of Roles, Activities and Competencies (FRACs) approach”
  • By February 2026, over 1.48 crore users were on the iGOT Karmayogi platform. PIB — Parliament question: iGOT Karmayogi platform (5 Feb 2026) ↗“As on date, more than 1.48 crore users have been onboarded, and the platform hosts over 4200 courses across domain, functional and behavioural competencies”
  • The 2023 IAS batch had 74 women among 180 officers, nearly 41%, the largest share of women in the history of the IAS (DoPT, 2025). Historic Women Representation in Civil Services — PIB (Ministry of Personnel, Public Grievances & Pensions), 2025 ↗“Historic Women Representation in Civil Services: Dr. Jitendra Singh Hails Largest-Ever Representation of 74 Women IAS Officers in a Batch of 180, Nearly 41 Percent Union Minister Interacts with IAS Officer Trainees of 2023 batch; Highlights India’s Administrative Transformation and Vision for Viksit Bharat @ 2047”
  • Women-centric measures for government employees include 730 days of Child Care Leave and 180 days of maternity leave. Inclusivity in Workplace for Women — PIB, 21 August 2025 ↗“Grant of 730 days Child Care Leave (CCL). Age Limit of 22 years removed in case of disabled child for a Government servant availing CCL. Minimum period for CCL reduced from 15 to 5 days. Permission to leave headquarters and proceeding on foreign travel during CCL. Allowing Leave Travel Concession (LTC) during CCL. Grant of180 days Maternity leave.”
  • Other measures: up to 90 days' leave for a woman employee who files a sexual harassment complaint, gender sensitisation modules in civil-service training, and posting of spouses at the same station. Inclusivity in Workplace for Women — PIB, 21 August 2025 ↗“Provision for leave upto 90 days to theaggrieved female Government Servants in case of sexual harassment complaint. Exemption of fee from competitive examinations for women. Incorporation of gender sensitization modules in training programmes for civil servants. Posting of husband and wife at the same station.”
  • Mission Karmayogi's guiding principles include the shift from 'rules based' to 'roles based' HR management and on-site learning to complement off-site learning. Cabinet approves Mission Karmayogi (NPCSCB) — PIB, 2020 ↗“Supporting Transition from 'Rules based' to 'Roles based* HR Management.Aligning work allocation of civil servants by matching their competencies tothe requirements of the post. To emphasize on 'on-site learning' to complement the ‘off-site’ learning”
  • Mission Karmayogi was to cover about 46 lakh central employees at a cost of Rs 510.86 crore over 2020-21 to 2024-25. Cabinet approves Mission Karmayogi (NPCSCB) — PIB, 2020 ↗“To cover around 46 lakh Central employees, a sum of Rs.510.86 crore will be spent over a period of 5 years from 2020-21 to 2024-25.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 409 words (UPSC limit 150) · Minimalist IAS

(a) Gender-specific challenges of women public servants, and measures for efficiency and probity

The 2023 IAS batch had 74 women among 180 officers, nearly 41%, the largest share yet. Formal equality has opened the door; substantive equality inside institutions is still being built.

ChallengeEffectMeasure
Stereotyped 'soft' postingsThin field experienceGender-neutral posting criteria
Harassment, unsafe field dutySilence, attritionWorking POSH committees, safe housing
Double burden of careCareer breaksChild care leave, crèches
  • Few at the top: with few women in senior posts, young officers lack mentors and sponsors; leadership programmes and mentoring networks fill the gap.
  • Probity pressures: isolation in male-dominated hierarchies, social and political pressure, and character attacks are used to intimidate upright women officers.
  • Support already in place: DoPT measures include 730 days of Child Care Leave, 180 days of maternity leave, up to 90 days of leave for an officer who files a sexual harassment complaint, and spouse postings at one station.
  • Culture change: gender sensitisation modules in civil-service training, and women on transfer, promotion and vigilance boards.
  • Integrity without career cost: a transparent transfer policy, whistle-blower protection and swift action on complaints, so probity is never punished.

Efficiency and probity rise when institutions remove gendered obstacles instead of expecting women officers to overcome them alone.

(b) How Mission Karmayogi empowers civil servants for grassroots delivery

Mission Karmayogi, funded for 2020-21 to 2024-25 to cover about 46 lakh central employees, moves capacity building from 'rules based' to 'roles based' management.

  • Role competencies: every post is mapped to a Framework of Roles, Activities and Competencies (FRACs), so a block-level official learns the scheme rules, digital tools and citizen dealing the post demands.
  • Learning anywhere: the iGOT Karmayogi platform (since then, by February 2026, over 1.48 crore users and over 4,200 courses) reaches frontline staff who could never attend an academy.
  • On-site learning: training on the job complements off-site courses, so skills meet real field problems.
  • Institutional design: a Capacity Building Commission oversees annual capacity-building plans, so training targets local delivery gaps.
  • Citizen-centric attitude: behavioural modules on empathy, ethics and service orientation pursue the karmayogi ideal of work as duty, not routine.
  • Limits: training changes skills, not incentives; gains need competencies tied to postings and appraisal, and reach to state and panchayat staff.

Karmayogi can turn a rule-bound bureaucracy into a learning one, provided new skills are matched by accountability for using them, the capacity the vision of Viksit Bharat @ 2047 will demand.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

There is a technological company named ABC Incorporated which is the second largest worldwide, situated in the Third World. You are the Chief Executive Officer and the majority shareholder of this company. The fast technological improvements have raised worries among environmental activists, regulatory authorities, and the general public over the sustainability of this scenario. You confront substantial issues about the business’s environmental footprint. In 2023, your organization had a significant increase of 48% in greenhouse gas emissions compared to the levels recorded in 2019. The significant rise in energy consumption is mainly due to the surging energy requirements of your data centers, fuelled by the exponential expansion of Artificial Intelligence (AI). AI-powered services need much more computational resources and electrical energy compared to conventional online activities, notwithstanding their notable gains. The technology’s proliferation has led to a growing concern over the environmental repercussions, resulting in an increase in warnings. AI models, especially those used in extensive machine learning and data processing, exhibit much greater energy consumption than conventional computer tasks, with an exponential increase.

Although there is already a commitment and goal to achieve net zero emissions by 2030, the challenge of lowering emissions seems overwhelming as the integration of AI continues to increase. To achieve this goal, substantial investments in renewable energy use would be necessary. The difficulty is exacerbated by the competitive environment of the technology sector, where rapid innovation is essential for preserving market standing and shareholders’ worth. To achieve a balance between innovation, profitability and sustainability, a strategic move is necessary that is in line with both, business objectives and ethical obligations.

(a) What is your immediate response to the challenges posed in the above case? (b) Discuss the ethical issues involved in the above case. (c) Your company has been identified to be penalized by technological giants. What logical and ethical arguments will you put forth to convince about its necessity? (d) Being a conscience being, what measures would you adopt to maintain balance between AI innovation and environmental footprint?

Approach · directive: “what / discuss”

What it asks · As CEO and majority shareholder, respond to AI-driven emissions growth, identify the ethical issues, justify the penalty, and balance AI innovation with the environment.

The question has 4 parts — answer each

  1. (a) State your immediate response to the challenges posed in the case
  2. (b) Discuss the ethical issues involved
  3. (c) Give the logical and ethical arguments for the necessity of penalising the company
  4. (d) Suggest measures to balance AI innovation with the environmental footprint

Open with · The case sets innovation and shareholder value against climate responsibility — a test of corporate conscience and intergenerational ethics.

Cover

  • Stakeholders: shareholders, employees, customers, regulators, activists, communities near data centres and future generations.
  • (a) Immediate: acknowledge the 48% rise openly, order an independent emissions audit, pause non-essential compute expansion and set interim targets.
  • (b) Issues: profit vs planet, transparency and greenwashing, intergenerational justice, fiduciary duty vs social responsibility, burden on a developing region.
  • (c) Accept the penalty: polluter pays, fairness to firms that invested in clean energy, deterrence, and a chance to rebuild trust.
  • (d) Measures: renewable power contracts, efficient chips and models, better cooling, carbon-aware computing, and honest ESG disclosure.
  • Options: lobby and delay (short gain, lasting damage); slow innovation (safe, loses market); invest in green innovation — the sustainable choice.
  • (c) Enlightened self-interest: paying now is cheaper than stranded assets, carbon border charges and litigation later.

Close with · Sustainable innovation is the only durable edge — a conscientious CEO makes net zero a design principle, not a slogan.

Add value (verified)

  • IEA: data centres consumed an estimated 460 TWh of electricity in 2022; their consumption could exceed 1,000 TWh in 2026, roughly Japan's electricity use. Electricity 2024: Analysis and forecast to 2026 — International Energy Agency (IEA) ↗“After globally consuming an estimated 460 terawatt-hours (TWh) in 2022, data centres’ total electricity consumption could reach more than 1 000 TWh in 2026. This demand is roughly equivalent to the electricity consumption of Japan.”
  • UNESCO: training one large deep-learning model produces about 300,000 kg of CO2; its AI ethics Recommendation calls on states to account for AI's direct and indirect environmental impact across the life cycle. Recommendation on the Ethics of AI — flyer, UNESCO HQ (hosted by the Dutch National Commission for UNESCO) ↗“It is estimated that training one large deep- learning model produces about 300 000 kg of carbon dioxide which is equal to 125 round-trip flights between New York and Beijing. The policy area on environment calls on Member States to account for the direct and indirect environmental impact of AI systems throughout their life cycle and the data infrastructure; and to mitigate their negative impact.”
  • Section 166(2) of the Companies Act, 2013: a director must act in good faith in the best interests of the company, its employees, the shareholders, the community and for the protection of environment. Board's Fiduciary Duties — IIM Calcutta (a₹tha, December 2021), quoting Section 166(2) of the Companies Act, 2013 ↗““A director of a company shall act in good faith in order to promote the objects of the company for the benefit of its members as a whole, and in the best interests of the company, its employees, the shareholders, the community and for the protection of environment.””
  • Gandhi's trusteeship: wealth beyond an honourable livelihood belongs to the community and must be used for its welfare. Trusteeship by M.K. Gandhi (compiled by Ravindra Kelkar, Navajivan) — mkgandhi.org ↗“I must know that all that wealth does not belong to me; what belongs to me is the right to an honourable livelihood, no better than that enjoyed by millions of others. The rest of my wealth belongs to the community and must be used for the welfare of the community.”
  • SEBI has mandated the top 1,000 listed companies to disclose their ESG performance through the Business Responsibility and Sustainability Report (BRSR). Impact of Global ESG standards — PIB (Ministry of Coal), 2024 ↗“The Securities and Exchange Board of India (SEBI) has mandated the top 1,000 listed companies to disclose their ESG performance through the BRSR. This framework aligns with global standards like the Global Reporting Initiative (GRI) and the Sustainability Accounting Standards Board (SASB).”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 385 words (UPSC limit 250) · Minimalist IAS

As CEO and majority shareholder I own both the 48% rise in emissions since 2019 and the 2030 net-zero pledge. The trend is industry-wide: the IEA says data centres' electricity use, an estimated 460 TWh in 2022, could exceed 1,000 TWh by 2026.

Stakeholders

  • Those affected: shareholders and staff; AI users; regulators and activists; communities near data centres; future generations.

(a) My immediate response

  • Own the number: acknowledge the rise publicly and commission an independent audit of every data centre's emissions.
  • Interim targets: set yearly milestones to 2030, freeze non-essential compute expansion, and tie executive pay, mine included, to emission cuts.

(b) Ethical issues involved

  • Profit versus planet: growth that shifts its carbon cost on to society and future generations.
  • Honesty: the temptation to greenwash the pledge through offsets and selective disclosure.
  • Distributive justice: the developing-world host bears the emissions while benefits flow to global users and shareholders.
  • Whose interest: India's Companies Act, 2013 (Section 166(2)) asks directors to act for employees, the community and the environment, not shareholders alone.

(c) Why the penalty is necessary

  • Polluter pays: whoever profits from emissions must bear their cost, or society subsidises the growth.
  • Fairness and credibility: rivals that invested early in clean power must not be undercut; a penalty makes the pledge binding.
  • Enlightened self-interest: paying now costs less than stranded assets, carbon border charges and litigation later.
  • Trusteeship: Gandhi held that wealth beyond an honourable livelihood belongs to the community; a majority owner is its trustee.

(d) Balancing AI innovation with the environmental footprint

OptionGainCost
Lobby and delayMargins protectedTrust lost, legal risk
Slow AI workLower emissionsMarket share lost
Green-by-design growthDurable edgeUpfront investment
  • Clean power: renewable purchase agreements, on-site solar with storage, and data centres sited on clean grids.
  • Efficient compute: efficient chips, smaller models, liquid cooling, and heavy jobs run when renewable supply peaks.
  • Life-cycle accounting: UNESCO's AI ethics Recommendation asks states to account for AI's environmental impact across its life cycle; training one large model can emit an estimated 300,000 kg of CO2.
  • Transparency: audited disclosure on the lines of SEBI's BRSR, mandatory for India's top 1,000 listed companies, plus an internal carbon price.

Sustainable innovation is the only lasting edge; a conscientious CEO makes net zero a design constraint, not a line in the annual report.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

Raman is a senior IPS officer and has recently been posted as D.G. of a state. Among the various issues and problems/challenges which needed his immediate attention, the issue relating to recruitment of unemployed youth by an unknown terrorist group, was a matter of grave concern.

It was noted that unemployment was relatively high in the state. The problem of unemployment amongst graduates and those with higher education was much more grave. Thus they were vulnerable and soft targets.

In the review meeting taken by him with senior officers of DIG Range and above, it came to light that a new terrorist group has emerged at the global level. It has launched a massive drive to recruit young unemployed people. Special focus was to pick young people from a particular community. The said organisation seemed to have the clear objective of utilising/using them for carrying out militant activities. It was also gathered that the said (new) group is desperately trying to spread its tentacles in his state.

A definite/reliable intelligence tip was received by the State CID and Cyber Cell that a large number of such unemployed youth have already been contacted by the terrorist outfit/group through social media and local communal organisations and other contacts. The need of the hour was to act swiftly and to check these elements/designs before they assume serious proportions.

Discrete inquiries made by the police, through the Cyber Cell, revealed that good numbers of unemployed youth are very active on Facebook, Instagram and Twitter. On an average, many of them were spending 6 – 8 hours each day, using electronic devices/internet, etc. It also came to light that such unemployed youth were showing sympathy and endorsing the messages received from certain persons, allegedly the contact persons of that global terrorist group. Their social media accounts revealed their strong affinity to such groups inasmuch as many of them started forwarding anti-national tweets on their WhatsApp and Facebook, etc. It seemed that they succumbed to their ploy and started propagating secessionist ideology. Their posts were hyper-critical of the government’s initiatives, policies and subscribing to extreme beliefs and promoting extremism.

(a) What are the options available to Raman to tackle the above situation? (b) What measures would you suggest for strengthening the existing set-up to ensure that such groups do not succeed in penetrating and vitiating the atmosphere in the state? (c) In the above scenario, what action plan would you advise for enhancing the intelligence gathering mechanism of the police force?

Approach · directive: “what”

What it asks · Set out Raman's options against a global terror group recruiting unemployed youth online, measures to strengthen the set-up, and an intelligence plan.

The question has 3 parts — answer each

  1. (a) Set out the options available to Raman to tackle the situation
  2. (b) Suggest measures to strengthen the existing set-up so that such groups cannot penetrate and vitiate the atmosphere in the state
  3. (c) Advise an action plan for enhancing the police force's intelligence-gathering mechanism

Open with · The threat mixes unemployment, identity-based targeting and online radicalisation — it needs both firm policing and humane outreach.

Cover

  • Stakeholders: vulnerable youth and families, the targeted community, police and intelligence agencies, platforms, local organisations, the public.
  • Dilemmas: security vs civil liberties, surveillance vs privacy, firm action vs avoiding the profiling of a whole community.
  • (a) Options: blanket crackdown (quick, alienating); counselling only (humane, slow); a calibrated mix — prosecute handlers, de-radicalise the drifting majority.
  • (a) Lawful action under the UAPA and IT Act against recruiters and handlers; takedown and blocking of accounts through due process.
  • (b) Strengthen: cyber cells, community policing, de-radicalisation and counselling, skilling and job links, and outreach through families and community leaders.
  • (c) Intelligence plan: community-based human intelligence, lawful social-media monitoring, coordination with central agencies and platforms, a data-fusion cell, trained staff.
  • (c) Safeguards: lawful authorisation for monitoring and an audit of intelligence use, so counter-terror tools are never turned on dissent.

Close with · Neutralise the handlers firmly and win back the youth patiently — security and development must reinforce each other.

Add value (verified)

  • Explanation to Section 152 of the BNS: comments disapproving of government measures or action, made to change them by lawful means and without exciting the activities in the section, are not an offence. The Bharatiya Nyaya Sanhita, 2023 (Act 45 of 2023), Section 152 — Gazette of India ↗“Explanation.––Comments expressing disapprobation of the measures, or administrative or other action of the Government with a view to obtain their alteration by lawful means without exciting or attempting to excite the activities referred to in this section do not constitute an offence under this section.”
  • Blocking under Section 69A of the IT Act follows the Information Technology (Procedure and Safeguards for Blocking of Access of Information by Public) Rules, 2009. Government bans 59 mobile apps — PIB (Ministry of Electronics & IT), 29 June 2020 ↗“The Ministry of Information Technology, invoking it’s power under section 69A of the Information Technology Act read with the relevant provisions of the Information Technology (Procedure and Safeguards for Blocking of Access of Information by Public) Rules 2009”
  • The UK's Prevent strategy aims to tackle the ideological causes of terrorism, intervene early to support people susceptible to radicalisation, and help those engaged in terrorism to disengage and rehabilitate. Prevent duty guidance for England and Wales — GOV.UK (Home Office) ↗“The objectives of Prevent are to: tackle the ideological causes of terrorism intervene early to support people susceptible to radicalisation enable people who have already engaged in terrorism to disengage and rehabilitate”
  • The UN Global Counter-Terrorism Strategy (adopted 2006 by consensus) has four pillars, the first on conditions conducive to terrorism and the fourth on human rights and the rule of law as the fundamental basis of the fight against terrorism. UN Global Counter-Terrorism Strategy — UN Office of Counter-Terrorism ↗“The United Nations Global Counter-Terrorism Strategy is composed of four pillars, namely: Measures to address the conditions conducive to the spread of terrorism. Measures to prevent and combat terrorism. Measures to build States’ capacity to prevent and combat terrorism and to strengthen the role of the United Nations system in that regard. Measures to ensure respect for human rights for all and the rule of law as the fundamental”
  • The Union Home Minister (19 July 2024) asked that the IB's Multi Agency Centre become a cohesive platform bringing together all law-enforcement, anti-drug, cyber-security and intelligence agencies. Review of the Multi Agency Centre (MAC) of IB — PIB (Ministry of Home Affairs), 19 July 2024 ↗“Home Minister impressed upon all the participants to increase engagement in the Multi Agency Centre and make it into a cohesive platform that brings together all the law enforcement agencies, anti-drug agencies, cyber security and intelligence agencies, for decisive and prompt action.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 379 words (UPSC limit 250) · Minimalist IAS

Raman faces a threat that fuses unemployment, identity-based targeting and online radicalisation. He must neutralise recruiters firmly and recover drifting youth without branding a whole community, which would feed the very narrative the group sells.

Stakeholders and dilemmas

  • Stakeholders: vulnerable youth and their families; the targeted community; police, CID and Cyber Cell; central agencies; social-media platforms; the public.
  • Dilemmas: security versus liberty and privacy; speed versus due process; firmness versus profiling. Criticism is not a crime: the Explanation to Section 152 of the BNS excludes comments disapproving of government measures that seek change by lawful means.

(a) Options available to Raman

OptionMeritDemerit
Blanket crackdownQuick, visibleAlienates, feeds propaganda
Counselling aloneHumaneSlow; handlers stay active
Calibrated mixLawful, proportionateNeeds skill and patience
  • Chosen course: the calibrated mix. Prosecute recruiters and handlers under the UAPA; seek blocking of terror accounts under Section 69A of the IT Act through the 2009 blocking rules; treat drifting youth as people to be recovered.

(b) Strengthening the existing set-up

  • Prevention model: as in the UK's Prevent strategy, tackle the ideological causes, intervene early with the susceptible, and help those already engaged to disengage.
  • Counter-radicalisation cell: legal, cyber and psychological experts in the CID, with SOPs that separate sympathisers from operatives.
  • Community policing: regular engagement with religious leaders, teachers and parents, who notice the change in a youth first.
  • Conditions conducive: skilling, apprenticeships and job fairs, since idleness is the recruiter's ally; the UN Global Counter-Terrorism Strategy (2006) makes such conditions its first pillar.
  • Counter-narratives: digital literacy in colleges and a visible grievance channel.

(c) Action plan for intelligence gathering

  • Human intelligence: beat constables and community volunteers as early-warning sources, with source protection.
  • Technical intelligence: lawfully authorised monitoring of flagged accounts and open-source mapping of networks by the Cyber Cell.
  • Fusion: a state fusion cell linked to the IB's Multi Agency Centre, which the Union Home Minister in July 2024 asked to become a cohesive platform for all law-enforcement, cyber and intelligence agencies.
  • Safeguards: training in social-media analytics, and an audit of intelligence use so that counter-terror tools never target dissent.

Firm on handlers, fair to the youth: as the UN strategy holds, respect for human rights and the rule of law is the fundamental basis of the fight against terrorism.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

With multipronged strategy of the Central and State Governments specially in the last few years, the naxalite problem has been resolved to a large extent in the affected states of the country. However, there are a few pockets in certain states where naxalite problem still persists, mainly due to involvement of foreign countries. Rohit is posted as SP (Special Operations) for the last one year, in one of the districts which is still affected by the naxalite problem. The district administration has taken a lot of developmental works in the recent past in the naxalite affected areas to win the hearts and minds of the people. Over a period of time, Rohit has established an excellent intelligence network to get the real time information regarding the movement of naxalite cadre. To instill confidence in the public and have moral ascendancy over the naxalites, a number of cordons and search operations are being conducted by the police. Rohit, who himself was leading one of the contingents got a message though his intelligence source that about ten hard core naxalites were hiding in a particular village with sophisticated weapons. Without wasting any time, Rohit reached the target village with his team and laid out a foolproof cordon and started carrying out a systematic search. During the search, his team managed to overpower all the naxalites along with their automatic weapons. However, in the meantime, more than five hundred tribal women surrounded the village and started marching towards the target house. They were shouting and demanding the immediate release of insurgents since they are their protectors and saviours. The situation on the ground was becoming very critical as the tribal women were extremely agitated and aggressive. Rohit tried to contact his superior officer, IG (Special Operations) of the state on the radio set and on mobile phone, but failed to do so due to poor connectivity. Rohit was in great dilemma since out of the naxalites apprehended, two were not only hard core top insurgents with prize money of ₹ ten lakhs on their heads, but were also involved in a recent ambush on the security forces. However, if he did not release the naxalites, the situation could get out of control since the tribal women were aggressively charging towards them. In that case, to control the situation Rohit might have to resort to firing which may lead to valuable loss of lives of civilians and would further complicate the situation.

(a) What are the options available with Rohit to cope with the situation? (b) What are the ethical dilemmas being faced by Rohit? (c) Which of the options, do you think, would be more appropriate for Rohit to adopt and why? (d) In the present situation, what are the extra precautionary measures to be taken by the police in dealing with women protesters?

Approach · directive: “what / which”

What it asks · List Rohit's options when tribal women demand the release of captured naxalites, name his dilemmas, choose the best course, and suggest precautions with women protesters.

The question has 4 parts — answer each

  1. (a) List the options available to Rohit to cope with the situation
  2. (b) Identify the ethical dilemmas Rohit faces
  3. (c) Choose the most appropriate option for Rohit and justify it
  4. (d) Suggest the extra precautions the police should take in dealing with women protesters

Open with · Rohit must keep a hard-won operational success without turning a civilian protest into a tragedy.

Cover

  • Stakeholders: tribal women and villagers, the arrested naxalites, Rohit's team, victims of the recent ambush, the district administration and the State.
  • (b) Dilemmas: rule of law vs avoiding bloodshed; waiting for orders vs acting on judgement; force vs restraint; short-term calm vs long-term deterrence.
  • (a) Release them: averts a clash but rewards coercion and demoralises forces. Fire on protesters: keeps prisoners but kills civilians and feeds insurgency.
  • (a) Middle path: hold the prisoners, avoid firing, negotiate through women personnel and village elders, and move the prisoners out by another route.
  • (c) Best course: evacuate the two top insurgents first, use only minimal non-lethal force, keep talking, summon reinforcements and record everything.
  • (d) Precautions: women police for any contact, no firing or lathi-charge, video recording, medical aid, respect for dignity, and later outreach on grievances.
  • (d) Legal: BNSS s.43(5) — no arrest of a woman after sunset and before sunrise save in exceptional circumstances with a magistrate's prior permission.

Close with · Firmness in law with restraint in force keeps both the operation's gains and the people's trust — the real terrain of counter-insurgency.

Add value (verified)

  • Section 43(5) of the Bharatiya Nagarik Suraksha Sanhita, 2023 bars the arrest of a woman after sunset and before sunrise, except in exceptional circumstances with the prior permission of a first-class magistrate on a woman police officer's written report. The Bharatiya Nagarik Suraksha Sanhita, 2023 (No. 46 of 2023) — Gazette of India, 25 December 2023 ↗“Save in exceptional circumstances, no woman shall be arrested after sunset and before sunrise, and where such exceptional circumstances exist, the woman police officer shall, by making a written report, obtain the prior permission of the Magistrate of the first class”
  • PIB (10 December 2024): LWE-related violence fell 73% in 2023 from the 2010 high, and resultant deaths of civilians and security forces by 86%. Reduction in LWE violence — PIB (Ministry of Home Affairs), 10 December 2024 ↗“Resolute implementation of the ‘National Policy and Action Plan to Address Left Wing Extremism (LWE)’ both by the Centre and the States has resulted in a consistent decline in LWE both in terms of geographical spread and violence. LWE related violence has reduced by 73% in 2023 in comparison to the high levels of 2010. Resultant deaths (Civilians + Security Forces) have also reduced by 86% during the same period.”
  • The National Policy and Action Plan to address LWE (2015) combines security measures, development interventions and the rights and entitlements of local communities. Reduction in LWE violence — PIB (Ministry of Home Affairs), 10 December 2024 ↗“To address the LWE problem holistically, a “National Policy and Action Plan to address LWE” was approved in 2015. It envisages a multi-prolonged strategy involving security related measures, development interventions, ensuring rights and entitlements of local communities etc.”
  • UN Basic Principles on the Use of Force and Firearms (1990): officials shall, as far as possible, apply non-violent means before force, and when force is unavoidable exercise restraint and act in proportion. Basic Principles on the Use of Force and Firearms by Law Enforcement Officials (Havana, 1990) — University of Minnesota Human Rights Library ↗“shall, as far as possible, apply non-violent means before resorting to the use of force and firearms. They may use force and firearms only if other means remain ineffective or without any promise of achieving the intended result. 5. Whenever the lawful use of force and firearms is unavoidable, law enforcement officials shall: (a) Exercise restraint in such use and act in proportion”
  • BNSS Section 43(1) proviso: a woman's submission to custody on oral intimation is presumed, and unless circumstances require or the officer is female, the police officer shall not touch her to arrest her. The Bharatiya Nagarik Suraksha Sanhita, 2023 — Gazette of India ↗“Provided that where a woman is to be arrested, unless the circumstances indicate to the contrary, her submission to custody on an oral intimation of arrest shall be presumed and, unless the circumstances otherwise require or unless the police officer is a female, the police officer shall not touch the person of the woman for making her arrest.”
  • BNSS: whenever a female is to be searched, the search shall be made by another female with strict regard to decency. The Bharatiya Nagarik Suraksha Sanhita, 2023 — Gazette of India ↗“Whenever it is necessary to cause a female to be searched, the search shall be made by another female with strict regard to decency.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 387 words (UPSC limit 250) · Minimalist IAS

Rohit holds about ten captured naxalites, two of them top insurgents, while over 500 agitated tribal women close in and his superiors are unreachable. The stakes go beyond one village: LWE violence fell 73% in 2023 from its 2010 peak under a strategy joining security, development and local rights; one wrong shot could undo that trust.

Stakeholders

  • Those affected: tribal women and villagers; the arrested men; Rohit's team; ambush victims' families; the district administration.

(a) Options available to Rohit

OptionMeritDemerit
Release the naxalitesAverts a clashRewards coercion, frees ambush suspects
Fire to hold the lineKeeps prisonersCivilian deaths, propaganda win
Hold, negotiate, extractKeeps law and livesNeeds nerve and time

(b) Ethical dilemmas

  • Rule of law versus sanctity of life: release under duress breaks the law; firing on unarmed women breaks a higher duty.
  • Judgement versus orders: with the IG unreachable, Rohit must act on reasoned judgement and own it.
  • Calm versus deterrence: quiet today against tomorrow's message to insurgents; loyalty to ambushed colleagues against restraint.

(c) The most appropriate option, and why

  • Hold, negotiate and extract: move the two top insurgents out at once by another route under escort; keep the rest secured in the cordon.
  • Dialogue: speak through women constables and a respected elder; assure the crowd the men will be produced before a magistrate unharmed.
  • Graded, non-lethal force only: loud-hailer warnings and barricades, tear smoke as a last resort, firing only to save life; keep trying the IG and video-record everything.
  • Justification: the UN Basic Principles on the Use of Force (1990) require non-violent means first, and restraint and proportion when force is unavoidable; this course keeps both legality and life.

(d) Extra precautions with women protesters

  • Women police only: the BNSS presumes a woman's submission on oral intimation of arrest and bars a male officer from touching her unless circumstances require; only a woman may search a woman, and decently.
  • No night arrests: Section 43(5) of the BNSS bars arresting a woman after sunset and before sunrise, save in exceptional cases with a magistrate's prior permission.
  • Dignity and care: no abuse, medical aid at hand, water and time to disperse; later, the administration hears the women's grievances.

Firmness in law with restraint in force keeps both the operation's gain and the people's trust, the real terrain of counter-insurgency.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

Sneha is a Senior Manager working for a big reputed hospital chain in a mid-sized city. She has been made in-charge of the new super speciality center that the hospital is building with state-of-the art equipment and world class medical facilities. The building has been reconstructed and she is starting the process of procurement for various equipment and machines. As the head of the committee responsible for procurement, she has invited bids from all the interested reputed vendors dealing in medical equipment. She notices that her brother, who is a well-known supplier in this domain, has also sent his expression of interest. Since the hospital is privately owned, it is not mandatory for her to select only the lower bidder. Also, she is aware that her brother’s company has been facing some financial difficulties and a big supply order will help him recover. At the same time, allocating the contract to her brother might bring charges of favouritism against her and tarnish her image. The hospital management trusts her fully and would support any decision of hers.

(a) What should be Sneha’s course of action? (b) How would she justify what she chooses to do? (c) In this case, how is medical ethics compromised with vested personal interest?

Approach · directive: “what / how”

What it asks · Decide Sneha's course when her brother bids for a hospital contract, justify it, and explain how vested interests compromise medical ethics.

The question has 3 parts — answer each

  1. (a) Decide Sneha's course of action
  2. (b) Justify her choice
  3. (c) Explain how vested personal interest compromises medical ethics in this case

Open with · Even in a private hospital, a procurement head holds a position of trust; a conflict of interest must be declared, not managed privately.

Cover

  • Stakeholders: patients, the hospital and its management, other bidders, Sneha, and her brother and his company.
  • Dilemma: family loyalty and a brother's financial distress vs fairness, integrity and her duty to the hospital and its patients.
  • Options: award to her brother (helps him, is favouritism); bar him outright (clean but unfair to a capable bidder); declare interest and recuse.
  • (a) Course: disclose the relationship in writing, step out of the evaluation, fix transparent criteria — quality, service, price — and accept the committee's verdict.
  • (b) Justification: removes actual and perceived bias, protects the hospital's name and her credibility; if her brother wins on merit, the process legitimises it.
  • (c) Medical ethics suffers when favouritism brings substandard equipment, risks patient safety, inflates costs and puts commerce above beneficence.
  • (c) Principles at stake: beneficence, non-maleficence, justice and trust — commerce or kinship must not decide what enters patient care.

Close with · Transparency answers conflict of interest best — patient welfare, not personal ties, must decide procurement.

Add value (verified)

  • Nolan principle of Integrity: holders of public office should not act or decide in order to gain financial or material benefits for themselves, their family or friends, and must declare and resolve any interests and relationships. The Seven Principles of Public Life — GOV.UK, Committee on Standards in Public Life ↗“Holders of public office must avoid placing themselves under any obligation to people or organisations that might try inappropriately to influence them in their work. They should not act or take decisions in order to gain financial or other material benefits for themselves, their family, or their friends. They must declare and resolve any interests and relationships.”
  • Kant's first formulation of the categorical imperative: act only on that maxim which you can at the same time will to become a universal law. Kant's Moral Philosophy — Stanford Encyclopedia of Philosophy ↗“Kant’s first formulation of the CI states that you are to “act only in accordance with that maxim through which you can at the same time will that it become a universal law” (G 4:421).”
  • The Justice B.N. Srikrishna enquiry report (January 2019) concluded that ICICI Bank's former CEO had violated the bank's code of conduct, primarily for ineffectively dealing with conflict of interest and disclosure or recusal requirements. Panel indicts Chanda Kochhar for violation of ICICI Bank's code of conduct — Outlook India (news report), 30 January 2019 ↗“The bank on Wednesday said it has received the Enquiry Report from retired Supreme Court Justice B.N. Srikrishna which concluded primarily on account of ineffectively dealing with conflict of interest and due disclosure or recusal requirements that Chanda Kochhar "was in violation" of the ICICI Bank code of conduct, its framework for dealing with conflict of interest and fiduciary duties”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 390 words (UPSC limit 250) · Minimalist IAS

Sneha heads procurement for a super-speciality centre while her brother, a supplier in financial trouble, has bid. The hospital's private status removes the legal compulsion to pick the lowest bid, not the ethical duty of a person in a position of trust.

Stakeholders

  • Those affected: patients who will be treated on the equipment; the hospital and its management; competing vendors; Sneha; her brother and his employees.

Ethical issues

  • Conflict of interest: family loyalty and a brother's distress against impartiality and fiduciary duty to the hospital.
  • Unchecked trust: management would back any decision, so the only check is her own integrity.
  • Fairness and safety: a fair chance for rival vendors; patient safety is the ultimate stake.

Options

OptionMeritDemerit
Award to her brotherRescues his firmFavouritism, reputational risk
Bar him outrightLooks cleanUnfair to a capable bidder
Declare and recuseFair, transparentShe gives up control

(a) Sneha's course of action

  • Declare and recuse: disclose the relationship to management in writing, step out of evaluating this tender, and let a reconstituted committee decide on published criteria (technical quality, service support, life-cycle cost, delivery), recording its reasons.

(b) How she would justify it

  • Integrity standard: the UK's Nolan principle of integrity, framed for public office but apt for any position of trust, says office-holders should not act to gain benefits for their family and must declare and resolve any interests and relationships.
  • Kant's test: could her maxim become a universal law? If every procurement head favoured kin, fair procurement would cease to exist.
  • Process legitimises outcome: if her brother wins on merit, the process vindicates him; if he loses, no one can allege favouritism.
  • A real-world warning: in 2019 an inquiry by retired Justice B.N. Srikrishna found ICICI Bank's former chief executive in violation of the bank's code of conduct, primarily for ineffectively dealing with conflict of interest and disclosure or recusal requirements.

(c) How vested interest compromises medical ethics

  • Non-maleficence and beneficence: equipment chosen for kinship rather than merit may fail in critical care and harm patients.
  • Justice: inflated costs pass on to patients, and honest suppliers lose.
  • Trust: medicine rests on the belief that every choice serves the patient; when kinship or commerce decides, that covenant breaks.

Transparency answers conflict of interest better than silence; patient welfare, not personal ties, must decide what enters an operation theatre.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

With the summer heat being exceptionally severe this year, the district has been facing severe water shortage. The District Collector has been mobilizing his subordinate officials to conserve the remaining water reserves for preventing the district from plunging into acute drinking water crisis. Along with an awareness campaign for conserving water, strict measures have been taken for stopping the over-exploitation of ground-water. Vigilance teams have been deployed to tour the villages and find the farmers who are drawing water from deep borewells or from the river reservoir for irrigation. The farmers are agitated by such action. A delegation of farmers meets the District Collector with their issues and complains that while they are not being allowed to irrigate their crops, big industries located near the river are drawing huge amounts of water through deep borewells for their industrial processes. The farmers allege that their administration is anti-farmer and corrupt, being bribed by the industry. The district needs to placate the farmers as they are threatening to go on a prolonged protest. At the same time, the District Collector has to deal with the water crisis. The industry cannot be closed as this would result in a large number of workers being unemployed.

(a) Discuss all options available to the District Collector as a District Magistrate. (b) What suitable actions can be taken in view of mutually compatible interests of the stakeholders? (c) What are the potential administrative and ethical dilemmas for the District Collector?

Approach · directive: “discuss / what”

What it asks · Discuss the Collector's options, suggest actions that reconcile farmers', industry's and citizens' interests, and identify his administrative and ethical dilemmas.

The question has 3 parts — answer each

  1. (a) Discuss all the options available to the District Collector as District Magistrate
  2. (b) Suggest suitable actions that serve the mutually compatible interests of the stakeholders
  3. (c) Identify the Collector's likely administrative and ethical dilemmas

Open with · In a drought the Collector must share a shrinking commons among drinking needs, farm livelihoods and industrial jobs — fairly and visibly.

Cover

  • Stakeholders: residents needing drinking water, farmers, industries and their workers, vigilance staff, the State government, future groundwater users.
  • (a) Options: ban all extraction (saves water, hurts livelihoods); let farmers irrigate (placates, deepens crisis); one set of rules for all users.
  • (a) Legal tools as District Magistrate: prohibitory orders on borewells, requisitioning water sources, and disaster-management and groundwater powers.
  • (b) Drinking water first; meter and cap industrial draw and mandate recycling; rotational, time-bound irrigation for farmers.
  • (b) Also: tankers, advisories for less water-intensive crops, relief for affected farmers, an independent probe into bribery claims, regular dialogue.
  • (c) Dilemmas: livelihoods vs conservation, jobs vs fairness, perceived bias vs industry's importance, strict enforcement vs public order.
  • (a) Prohibitory orders under BNSS s.163 (earlier CrPC s.144); a published water budget with drinking water first, the same rule for every user.

Close with · Equal rules for every user, transparency and dialogue can turn a zero-sum water conflict into shared stewardship.

Add value (verified)

  • Section 163 of the Bharatiya Nagarik Suraksha Sanhita, 2023 lets a District Magistrate issue written prohibitory orders in urgent cases of nuisance or apprehended danger where immediate prevention or speedy remedy is desirable. The Bharatiya Nagarik Suraksha Sanhita, 2023 (No. 46 of 2023) — Gazette of India, 25 December 2023 ↗“Urgent cases of nuisance or apprehended danger 163. (1) In cases where, in the opinion of a District Magistrate, a Sub-divisional Magistrate or any other Executive Magistrate specially empowered by the State Government in this behalf, there is sufficient ground for proceeding under this section and immediate prevention or speedy remedy is desirable, such Magistrate may, by a written order”
  • National Water Policy 2012: water is to be managed under the public trust doctrine as a common pool community resource; safe water for drinking and sanitation is a pre-emptive need, followed by other basic domestic needs. National Water Policy 2012 — e-PG Pathshala module (INFLIBNET, UGC) ↗“Water needs to be managed under public trust doctrine as a common pool community resource. Water is essential for sustenance of eco-system and therefore minimum ecological needs should be given due consideration. While allocating water, safe water for drinking and sanitation should be considered as pre-emptive needs followed by high priority allocation for other basic domestic needs (including needs of animals).”
  • Dynamic Ground Water Resource Assessment 2024: average stage of extraction 60.47%; 751 of 6,746 assessment units (11.1%) over-exploited. Union Minister of Jal Shakti releases Dynamic Ground Water Resource Assessment Report 2024 — PIB ↗“The average stage of groundwater extraction for the country stands at 60.47 %. Out of the total 6746 assessment units (Blocks/ Mandals/ Talukas) in the country, 4951 (73.4 %) assessment units are categorized as ‘Safe. 711 (10.5 %) assessment units are categorized “Semi-critical’’, 206 (3.05 %) assessment units, have been categorized as ‘Critical’ and 751 (11.1%) assessment units have been categorized as ‘Over-exploited’.”
  • The Central Ground Water Authority's revised guidelines (effective 1 June 2019) levied a Water Conservation Fee on groundwater use, graded by the area's category and the type of industry. NOC for Ground Water Extraction — PIB (Ministry of Water Resources), 3 January 2019 ↗“Central Ground Water Authority has notified revised guidelines to regulate and control ground water extraction in India, which will be effective from 01.06.2019. The entire process of grant of NOC will be done online through a web based application system. As per the revised guidelines, Water Conservation Fee (WCF) would be levied for use of ground water depending on the category of area, type of industry”
  • Atal Bhujal Yojana: groundwater data disclosed in all 8,203 Atal Jal gram panchayats of 7 states, each of which has prepared community-led water budgets and water security plans, updated annually. Status of Atal Bhujal Yojana in Uttar Pradesh — PIB (Ministry of Jal Shakti) ↗“Measurement and public disclosure of groundwater data have been made across all 8,203 Atal Jal Gram Panchayats (GPs) of all 7 states through physical as well as electronic means. Community-led Water Budgets (WBs) and Water Security Plans (WSPs) have been prepared by all GPs of all 7 states and updated annually.”
  • Gandhi's talisman: when in doubt, recall the face of the poorest and most helpless person you have seen and ask whether the step you contemplate will be of any use to him. The Gandhi Talisman (This Was Bapu, no. 70) — mkgandhi.org ↗“I will give you a talisman. Whenever you are in doubt, or when the self becomes too much with you, try the following expedient: "Recall the face of the poorest and the most helpless man whom you may have seen and ask yourself, if the step you contemplate is going to be of any use to him.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 383 words (UPSC limit 250) · Minimalist IAS

The National Water Policy 2012 treats water as a common pool resource held under the public trust doctrine, with safe drinking water a pre-emptive need. In a severe drought the Collector must apply that principle to drinking needs, farm livelihoods and industrial jobs, while a bribery charge questions his own impartiality.

Stakeholders

  • Those affected: residents needing drinking water; farmers with standing crops; industries and their workers; the administration accused of bribery; the State; future users of the aquifer.

(a) Options as District Magistrate

OptionMeritDemerit
Ban all extractionSaves water fastRuins crops and jobs; unrest
Exempt farmers onlyEnds the protestDeepens crisis; unfair
One rule for all usersEquitable, lawfulNeeds metering, vigilance
  • Legal tools: prohibitory orders under Section 163 of the BNSS (earlier Section 144 CrPC) in urgent cases; requisitioning sources and tanker supply; groundwater and disaster-management powers.
  • Industry: closure would cost jobs, so rationing its draw is the feasible course.

(b) Actions serving mutually compatible interests

  • Water budget: drinking water first, then livestock, then rationed quotas for industry and farms, the same rule for a factory's borewell and a farmer's.
  • Industry: meter every borewell, cap the draw, mandate recycling and publish readings; the CGWA's 2019 guidelines already tied a water conservation fee to area category and industry type.
  • Farmers: rotational, time-bound irrigation for standing crops, advice on less water-intensive crops, drip support and crop-loss relief.
  • Community stewardship: under Atal Bhujal Yojana, all 8,203 participating gram panchayats have prepared community-led water budgets and water security plans; the district can copy the model.
  • Trust: an independent inquiry into the bribery charge, vigilance findings put online, and a weekly water committee of farmers, industry and panchayats.

(c) Administrative and ethical dilemmas

  • Competing goods: livelihoods today versus water tomorrow; farmers' survival versus workers' jobs; strict enforcement versus public order.
  • Impartiality: the industry's economic weight versus equal treatment; defending his staff versus probing the allegation against them.
  • Whom first: Gandhi's talisman, to recall the face of the poorest and most helpless and ask whether the step will be of use to him, puts drinking water for the weakest first.

The stakes are national: India's stage of groundwater extraction stood at 60.47% in 2024, with 751 assessment units (11.1%) over-exploited. Equal rules, open data and dialogue can turn a zero-sum fight into shared stewardship.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

Dr. Srinivasan is a senior scientist working for a reputed biotechnology company known for its cutting-edge research in pharmaceuticals. Dr. Srinivasan is heading a research team working on a new drug aimed at treating a rapidly spreading variant of a new viral infectious disease. The disease has been rapidly spreading across the world and the cases reported in the country are increasing. There is huge pressure on Dr. Srinivasan’s team to expedite the trials for the drug as there is significant market for it, and the company wants to get the first-mover advantage in the market. During a team meeting, some senior team members suggest some shortcut for expediting the clinical trials for the drug and for getting the requisite approvals. These include manipulating data to exclude some negative outcomes and selectively reporting positive results, foregoing the process of informed consent and using compounds already patented by a rival company, rather than developing one’s own component. Dr. Srinivasan is not comfortable taking such shortcuts, at the same time he realises meeting the targets is impossible without using these means.

(a) What would you do in such a situation? (b) Examine your options and consequences in the light of the ethical questions involved. (c) How can data ethics and drug ethics save humanity at large in such a scenario?

Approach · directive: “what / examine / how”

What it asks · Decide what to do when colleagues propose data manipulation, skipping informed consent and using a rival's patented compounds; weigh options; show how data and drug ethics protect humanity.

The question has 3 parts — answer each

  1. (a) State what you would do in Dr Srinivasan's situation
  2. (b) Examine each option and its consequences against the ethical questions at stake
  3. (c) Explain how data ethics and drug ethics can save humanity at large in such a scenario

Open with · In an epidemic speed saves lives — but only a safe, effective drug does; shortcuts in trials can harm the very people it is meant to save.

Cover

  • Stakeholders: patients and trial participants, the public, regulators, the company and shareholders, the research team, the rival company.
  • Dilemma: urgency and commercial pressure vs scientific integrity, patient safety, the law and professional conscience.
  • (a) Refuse the shortcuts, record objections, brief management on legal and reputational risk, and pursue lawful fast-track and adaptive trial routes.
  • (b) Options: comply (speed, but fraud, harm, liability); resign (clean hands, project lost); reform from within — lawful acceleration, the best course.
  • (b) Rival's patents: seek a licence or collaboration; using them without consent is both illegal and unethical.
  • (c) Honest data, informed consent and transparent reporting build public trust in medicines and vaccines — vital in any health emergency.
  • (a) Lawful fast track: the NDCT Rules, 2019 allow accelerated approval for a serious disease lacking alternatives; licence the rival's compounds instead of copying them.

Close with · Integrity is the fastest route to a lasting cure — ethics protects patients and the credibility of science alike.

Add value (verified)

  • India's New Drugs and Clinical Trials Rules, 2019 require written informed consent from every trial subject. CDSCO — New Drugs and Clinical Trials Rules, 2019 ↗“In all trials, a freely given, informed, written consent is required to be obtained from each study subject.”
  • The New Drugs and Clinical Trials Rules, 2019 allow an accelerated approval process for a new drug for a serious, rare or prevalent disease lacking alternative treatments, on a prima facie case of meaningful benefit — a lawful fast track. CDSCO — New Drugs and Clinical Trials Rules, 2019 ↗“Accelerated approval process may be allowed to a new drug for a disease or condition, taking into account its severity, rarity, or prevalence and the availability or lack of alternative treatments, provided that there is a prima facie case of the product being of meaningful therapeutic benefit over the existing treatment”
  • Ranbaxy USA pleaded guilty (13 May 2013) to felony charges over adulterated drugs made at two plants in India and agreed to pay $500 million, the largest drug safety settlement to date with a generic drug maker. Generic drug manufacturer Ranbaxy pleads guilty and agrees to pay $500 million — HHS Office of Inspector General (US DOJ announcement, 13 May 2013) ↗“In the largest drug safety settlement to date with a generic drug manufacturer, Ranbaxy USA Inc., a subsidiary of Indian generic pharmaceutical manufacturer Ranbaxy Laboratories Limited, pleaded guilty today to felony charges relating to the manufacture and distribution of certain adulterated drugs made at two of Ranbaxy's manufacturing facilities in India”
  • The Nuremberg Code's first principle: the voluntary consent of the human subject is absolutely essential. Nuremberg Code: Directives for Human Experimentation — Office of Research Integrity, US HHS ↗“The voluntary consent of the human subject is absolutely essential. The experiment should be such as to yield fruitful results for the good of society.”
  • Natco obtained a compulsory licence from India's Controller of Patents for Bayer's patented cancer drug Nexavar (sorafenib), with a 6% royalty on net sales to Bayer; the appellate board upheld it. Bayer Corporation v. Union of India and others (IPAB) — WIPO Lex ↗“The third Respondent applied for compulsory license in July 2011, stating that the high price of the cancer treatment was denying access to most patients in India and that they would be able to lower its price for the Indian public. The compulsory license was granted by the Controller of Patents, with 6% of royalties on net sales to be paid to Bayer.”
  • Kant's Humanity Formula: never treat humanity, in oneself or others, as a means only but always as an end in itself. Kant's Moral Philosophy — Stanford Encyclopedia of Philosophy ↗“This formulation states that we should never act in such a way that we treat humanity, whether in ourselves or in others, as a means only but always as an end in itself.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer · 385 words (UPSC limit 250) · Minimalist IAS

Speed matters in an epidemic, but only a safe and effective drug saves lives. A cure built on falsified data, unconsenting subjects and appropriated science harms the very people it should protect.

Stakeholders and ethical questions

  • Stakeholders: trial participants and future patients; the public health system; regulators; the company, its shareholders and staff; the research team; the rival patent-holder.
  • Questions: scientific integrity versus commercial urgency; participant autonomy versus expedience; honest reporting versus selective disclosure; intellectual property versus appropriation; conscience versus team pressure.

(a) What I would do

  • Refuse all three shortcuts in the meeting itself, and record my objections in writing with their legal, scientific and reputational risks.
  • Offer a lawful fast track: the New Drugs and Clinical Trials Rules, 2019 allow accelerated approval for a serious disease lacking alternatives, on a prima facie case of meaningful benefit.
  • Consent and licensing: keep written informed consent non-negotiable, as the Rules require, and seek a licence or collaboration for the rival's compounds.
  • Escalate if overruled: to the ethics committee and the regulator, and resign rather than sign.

(b) Options and their consequences

OptionConsequenceEthical verdict
ComplyFirst to market; fraud, harm, liabilityGain bought by wrong means
Resign silentlyClean hands; fraud proceedsAbdication of duty
Reform from withinLater, but a trusted drugIntegrity with results
  • The cost of fraud: in 2013 Ranbaxy's US subsidiary pleaded guilty to felony charges over adulterated drugs from two Indian plants and agreed to pay $500 million, then the largest drug safety settlement with a generic maker.

(c) How data ethics and drug ethics save humanity

  • Honest data: complete results let regulators judge true risk and benefit; suppressed negatives return as deaths, recalls and lost faith in medicine.
  • Consent: the Nuremberg Code opens, 'The voluntary consent of the human subject is absolutely essential'; Kant's rule never to treat humanity merely as a means applies in the laboratory.
  • Access with fairness: patents sustain innovation, yet the law offers lawful routes to access; Natco obtained a compulsory licence for Bayer's cancer drug Nexavar, paying a 6% royalty.
  • Public trust: transparent trials make people accept a new drug or vaccine in a crisis; trust once lost costs more lives than any delay.

Integrity is the fastest route to a cure that lasts; ethics protects patients today and the credibility of science tomorrow.

Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.