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2024

UPSC CSE (Main) 2024

GS Paper IV 2024

Ethics, integrity & aptitude.

UPSC's question paper: open the official PDF ↗

GS Paper IGS Paper IIGS Paper IIIGS Paper IVEssay

GS Paper IV 2024 · Q1 (Section A)

2 parts · 10 marks and 150 words each Ethics in public administration X-Ray · Core #3

Q1(a) 10 marks · 150 words · answered on its own

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.

Approach · directive: “critically examine (from the ethical point of view)”

What it asks · Judge, on ethical grounds, whether AI can be a dependable input for rational administrative decisions: its promise, its risks and a reasoned verdict.

It asks 3 things — answer each

  1. Explain why AI is seen as a dependable input for rational administrative decision-making
  2. Examine its ethical risks: bias, opacity, accountability, privacy and moral agency
  3. Give a reasoned verdict, with the safeguards that would make AI ethically dependable

Open with · Herbert Simon's bounded rationality: lacking full knowledge of consequences, decision-makers settle for a satisfactory option; AI promises to widen those bounds, but must be fair, transparent and accountable.

Cover

  • A table weighs AI's promise against its risk on three ethical tests: objectivity, transparency and accountability.
  • Case for AI: analytics on tax, welfare and weather data flag fraud, target benefits and treat like cases alike.
  • Bias made invisible: the Dutch SyRI benefit-fraud tool, a hidden algorithmic risk model aimed at low-income and minority neighbourhoods, halted by a court in 2020.
  • Responsibility and privacy: NITI Aayog's Responsible AI principles (2021) and the DPDP Act, 2023; automation bias as a threat to moral agency.
  • Verdict: a dependable adviser, not a dependable decider; UNESCO's human oversight and determination, bias audits, explanations and appeal.

Close with · The Preamble's promise of the dignity of the individual: so used, AI can widen an official's reason without overriding it.

Add value (verified)

  • 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”
  • The District Court of The Hague ordered the immediate halt of a digital benefit-fraud detection tool targeted at poor neighbourhoods in the Netherlands because it violated human rights norms; SyRI employed a hidden algorithmic risk model targeted at neighbourhoods with mostly low-income and minority residents (OHCHR, 5 February 2020).Landmark ruling by Dutch court stops government attempts to spy on the poor – UN expert (OHCHR press release, 5 February 2020) ↗“applauded a landmark ruling by the District Court of the Hague in The Netherlands today. The court ordered the immediate halt to a digital benefit fraud detection tool targeted at poor neighborhoods in the Netherlands because it violated human rights norms. … SyRI employs a hidden algorithmic risk model and has been exclusively targeted at neighborhoods with mostly low-income and minority residents.”
  • 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”
  • 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”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 223words · Minimalist IAS

Herbert Simon showed that rationality is bounded: lacking full knowledge of consequences, decision-makers settle for a satisfactory option. AI promises to widen those bounds; ethics asks whether its input is also fair, transparent and accountable.

Ethical testAI's promiseAI's risk
ObjectivityEvidence, not hunchBias in training data

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Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 3 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

Q1(b) 10 marks · 150 words · answered on its own

“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: “explain; discuss”

What it asks · Explain the key dimensions of ethics that shape human action, then discuss how they guide ethical decisions at work.

It asks 2 things — answer each

  1. Explain the key dimensions of ethics that influence human actions
  2. Discuss how these dimensions shape ethical decision-making in the professional context

Open with · Define ethics as the systematic study of right and wrong conduct, what one ought to do, and treat its dimensions as lenses every sound choice must pass through.

Cover

  • Five dimensions, each a question: character (the Buddha's right action and right livelihood), duty (Kant), consequences (Mill), justice (Rawls's veil of ignorance), care (Carol Gilligan).
  • A flowchart shows how they combine in a professional decision: facts and codes, duty and rights, consequences, fairness and care, then decide, record and own.
  • Character under pressure: Sanjiv Chaturvedi's 2015 Ramon Magsaysay Award for integrity, courage and tenacity in exposing corruption.
  • Duty versus consequences: Mr X v Hospital Z (1998), where a doctor's confidentiality yields to another person's health risk.

Close with · Article 51A(j): codes and culture should reward reasoned judgement, since citizens must strive towards excellence in all spheres of individual and collective activity.

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  • 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.”
  • 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.”
  • Sanjiv Chaturvedi received the 2015 Ramon Magsaysay Award for Emergent Leadership for his exemplary integrity, courage and tenacity in exposing and investigating corruption in public office (Ramon Magsaysay Award citation).2015 Ramon Magsaysay Award: citation and profile of Sanjiv Chaturvedi — All India Institute of Medical Sciences (AIIMS), New Delhi (PDF) ↗“In electing Sanjiv Chaturvedi to receive the 2015 Ramon Magsaysay Award for Emergent Leadership, the board of trustees recognizes his exemplary integrity, courage and tenacity in uncompromisingly exposing and painstakingly investigating corruption in public office”
  • Mr X v Hospital Z (Supreme Court, 21 September 1998): the Code of Medical Ethics carves out an exception to the rule of confidentiality, permitting disclosure where public interest overrides the duty of confidentiality, particularly where there is an immediate or future health risk to others.Mr. 'X' vs Hospital 'Z', Supreme Court of India, 21 September 1998, (1998) 8 SCC 296 — Indian Kanoon ↗“Thus, the Code of Medical Ethics also carves out an exception to the rule of confidentiality and permits the disclosure in the circumstances enumerated above under which public interest would override the duty of confidentiality, particularly where there is an immediate or future health risk to others”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 221words · Minimalist IAS

Ethics is the systematic study of right and wrong conduct: what one ought to do, and why. Its dimensions are lenses on one act; a sound choice passes through all of them.

Key dimensions of ethics

  • Character (virtue): who should I be? The Buddha's eightfold path counts right action and right livelihood among its steps, making honesty a habit.
  • Duty (deontology): what must I never do? Kant forbids treating any person merely as a means.
  • Consequences (utilitarianism): what does most good? Mill judges acts by their outcomes for all affected.
  • Justice: is it fair to the weakest? Rawls's veil of ignorance frames rules without knowing one's own place.
  • Care: who depends on me? Carol Gilligan's ethics of care attends to relationships and vulnerability.

The full answer goes on to cover

  1. How they shape professional decisions

With 1 flowchart you can reproduce in the exam.

Read the full model answer (221 words) →

Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 3 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

GS Paper IV 2024 · Q2 (Section A)

2 parts · 10 marks and 150 words each Ethics in public administration X-Ray · Core #3

Q2(a) 10 marks · 150 words · answered on its own

“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?

Approach · directive: “what are (the ethical considerations)”

What it asks · Set out the ethical considerations that should move powerful nations, whose arms industries profit from prolonged wars, from talking about peace to acting to end ongoing conflicts.

It asks 2 things — answer each

  1. Relate the quotation's ladder of talk, belief and action to powerful nations and the arms trade
  2. Identify the ethical considerations that should guide powerful nations to stop ongoing conflicts

Open with · The quotation's ladder of talk, belief and action: nations that preach peace while their arms industries profit from distant wars stop at the first rung, the 'military-industrial complex' named in Eisenhower's 1961 farewell address.

Cover

  • A table maps each rung of the quotation to today's gap and the ethical consideration it demands: truthfulness, sanctity of life, restraint.
  • Life over profit: licensing arms into an active war makes a state complicit in the deaths that follow.
  • Fidelity to the UN Charter: peaceful settlement of disputes, no threat or use of force, and its resolve to save succeeding generations from the scourge of war.
  • Restraint in transfers: the Arms Trade Treaty bars parties from authorising the transfer of arms they know would be used in genocide, crimes against humanity or war crimes.
  • Consistency and action: one standard for allies and rivals; mediation, ceasefires and corridors, as the G20 New Delhi Leaders' Declaration (2023) affirmed: today's era must not be of war.

Close with · Ashoka's repentance after conquering Kalinga and his turn to dhamma: a powerful nation proves its belief in peace when it, too, turns remorse into policy.

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  • 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”
  • 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”
  • Arms Trade Treaty (adopted by the UN General Assembly on 2 April 2013), Article 6(3): a State Party shall not authorise any transfer of conventional arms if it knows at the time of authorisation that the arms would be used in genocide, crimes against humanity, grave breaches of the Geneva Conventions of 1949, attacks on civilians, or other war crimes.Arms Trade Treaty, certified true copy: Article 6, Prohibitions — United Nations Treaty Collection (PDF) ↗“used in the commission of genocide, crimes against humanity, grave breaches of the Geneva Conventions of 1949, attacks directed against civilian objects or civilians protected as such, or other war crimes as defined by international agreements to which it is a Party”
  • G20 New Delhi Leaders' Declaration (New Delhi, 9 September 2023, under India's G20 Presidency): states must uphold the purposes and principles of the UN Charter in the spirit of 'One Earth, One Family, One Future'; 'Today's era must not be of war.'G20 New Delhi Leaders' Declaration, 9 September 2023 — G20 Research Group, University of Toronto ↗“uphold all the Purposes and Principles of the UN Charter for the promotion of peaceful, friendly, and good neighbourly relations among nations in the spirit of 'One Earth, One Family, One Future'. Today's era must not be of war.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 225words · Minimalist IAS

The quotation sets a ladder: talk of peace, belief in it, action for it. Nations that preach peace while their arms industries profit from distant wars stop at the first rung, captive to what Eisenhower's 1961 farewell address called the 'military-industrial complex'.

RungToday's gapEthical consideration
TalkPeace summits, arms dealsTruthfulness

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Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 3 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

Q2(b) 10 marks · 150 words · answered on its own

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: “how (to put an end to it)”

What it asks · Suggest how greed-driven global warming and climate change can be ended, so that life is protected and equilibrium between society and environment is restored.

It asks 3 things — answer each

  1. Identify greed in the name of development as the root of the crisis
  2. Suggest measures at the individual, national, legal and global levels to end it
  3. Show how these protect life and restore equilibrium between society and the environment

Open with · The Brundtland Report's definition of sustainable development, meeting present needs without compromising future generations; greed reverses that order, so ending it needs a change of values as much as of technology.

Cover

  • A hub shows five pillars of equilibrium: mindful living, clean growth, climate law, climate justice and community stewardship.
  • Need, not greed: Mission LiFE's mindful and deliberate utilisation in place of mindless and wasteful consumption.
  • Clean growth: the updated NDC (2022), a 45% cut in emissions intensity by 2030 from 2005 and about 50% non-fossil power capacity, towards net zero by 2070.
  • Climate law and justice: M.K. Ranjitsinh (2024) on a right against the adverse effects of climate change; common but differentiated responsibilities and a just transition.
  • Community stewardship: the Chipko movement's resistance to deforestation and its proof that community afforestation with indigenous species succeeds.

Close with · Aldo Leopold's land ethic as the test of equilibrium: a thing is right when it tends to preserve the integrity, stability and beauty of the biotic community.

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  • 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’.”
  • 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”
  • Aldo Leopold's land ethic (A Sand County Almanac, 1949), as quoted by the Stanford Encyclopedia of Philosophy: a thing is right when it tends to preserve the integrity, stability and beauty of the biotic community, and wrong when it tends otherwise.Environmental Ethics — Stanford Encyclopedia of Philosophy ↗“A thing is right when it tends to preserve the integrity, stability, and beauty of the biotic community. It is wrong when it tends otherwise.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 216words · Minimalist IAS

The Brundtland Report (1987) defined sustainable development as meeting the needs of the present without compromising future generations' ability to meet theirs. Greed reverses that order, so ending it needs a change of values as much as of technology.

Mindful livingClean growthClimate lawClimate justiceCommunitystewardshipEquilibrium

Equilibrium: Mindful living; Clean growth; Climate law; Climate justice; Community stewardship

  • Need, not greed: Mission LiFE urges 'mindful and deliberate utilisation' instead of 'mindless and wasteful consumption': less waste, more reuse, public transport and energy thrift.

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Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 3 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

GS Paper IV 2024 · Q3 (Section A)

3 parts · 10 marks and 150 words each Moral thinkers & philosophers X-Ray · Core #3

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

Q3(a) 10 marks · 150 words · answered on its own

“Learn everything that is good from others, but bring it in, and in your own way absorb it, do not become others.” — Swami Vivekananda

Approach · directive: “what does it convey (in the present context)”

What it asks · Explain Vivekananda's call to learn from all without imitating any, and show what it conveys today for the nation, governance, education and the individual.

It asks 2 things — answer each

  1. Explain what Vivekananda's quotation means
  2. Bring out what it conveys in the present context, with an example

Open with · The meaning, assimilation not imitation: take the good from every source and digest it in one's own way; Vivekananda lived it, mastering Western science while adapting Western humanism to Indian ethos.

Cover

  • A flowchart traces the quotation's own steps: learn from all, choose the good, absorb it in one's own way, grow without becoming others.
  • Nation: the Constitution's makers borrowed from many countries, never slavishly; each provision had to suit Indian problems and aspirations.
  • Governance: a global reform absorbed, not copied: GST with two components, CGST and SGST, keeping in mind India's federal structure.
  • Education and the individual: NEP 2020 roots learning in Indian ethos for the twenty-first century; the young acquire global skills, keeping their own values.

Close with · Gandhi's reply to Tagore (1921): let the cultures of all lands blow freely about the house, but refuse to be blown off one's feet.

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  • Belur Math: Vivekananda taught Indians to master Western science and technology while developing spiritually, and to adapt Western humanism (individual freedom, social equality and justice, respect for women) to Indian ethos.Swami Vivekananda — Belur Math (Ramakrishna Math and Ramakrishna Mission, official website) ↗“Swamiji has taught Indians how to master Western science and technology and at the same time develop spiritually. Swamiji has also taught Indians how to adapt Western humanism (especially the ideas of individual freedom, social equality and justice and respect for women) to Indian ethos.”
  • PIB FAQ on GST (Ministry of Finance, 3 August 2016): keeping in mind the federal structure of India, GST was planned with two components, Central GST (CGST) and State GST (SGST), both to be levied simultaneously by the Centre and States across the value chain.Frequently Asked Questions (FAQs) on Goods and Services Tax (GST) — PIB, Ministry of Finance, 3 August 2016 ↗“Keeping in mind the federal structure of India, there will be two components of GST – Central GST (CGST) and State GST (SGST). Both Centre and States will simultaneously levy GST across the value chain.”
  • Gandhi, 'Reply to Tagore' (Young India, 1 June 1921): he did not want his house walled in or its windows stuffed; he wanted the cultures of all lands blown about it as freely as possible, but refused to be blown off his feet by any.Towards New Education by M. K. Gandhi (ed. Bharatan Kumarappa), extract 'Reply to Tagore', Young India, 1-6-1921 — mkgandhi.org ↗“I do not want my house to be walled in on all sides and my windows to be stuffed. I want the cultures of all the lands to be blown about my house as freely as possible. But I refuse to be blown off my feet by any.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 204words · Minimalist IAS

Swami Vivekananda asks for assimilation, not imitation: take the good from every source, then digest it in one's own way, so that it enriches one's identity instead of replacing it.

He lived the idea, teaching Indians to master Western science and technology while growing spiritually, and to adapt Western humanism to Indian ethos.

Learn from allChoose the goodAbsorb it in one's own wayGrow without becoming others
  1. Learn from all
  2. Choose the good
  3. Absorb it in one's own way
  4. Grow without becoming others

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Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 3 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

Q3(b) 10 marks · 150 words · answered on its own

“Faith is of no avail in the absence of strength. Faith and strength, both are essential to accomplish any great work.” — Sardar Patel

Approach · directive: “what does it convey (in the present context)”

What it asks · Explain Patel's point that faith achieves great work only when joined to strength, and show what it conveys today for public service, the nation and the individual.

It asks 2 things — answer each

  1. Explain what Patel's quotation means
  2. Bring out what it conveys in the present context, with an example

Open with · The meaning: for Patel, faith, a firm conviction in a worthy goal, achieves nothing without strength, the organisation, capacity and resolve to realise it.

Cover

  • A table shows the three combinations: faith without strength, strength without faith, and both together.
  • His own proof: the Bardoli Satyagraha (1928) against enhanced land revenue and, as Home Minister, the princely states brought into the Union firmly but diplomatically.
  • Public service: Patel's 1949 plea in the Constituent Assembly for an all-India service with the independence to speak out its mind.
  • Nation and individual: Chandrayaan-3's landing near the Moon's south pole (2023) after Chandrayaan-2's near miss; aspiration matched by skill and moral courage.

Close with · Ek Bharat Shreshtha Bharat, announced on Patel's birth anniversary in 2015: faith in one India, and the strength to make it the best.

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Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 203words · Minimalist IAS

Sardar Patel holds that faith, a firm conviction in a worthy goal, achieves nothing without strength: the organisation, capacity and resolve to realise it.

FaithStrengthOutcome
YesNoGood intent, no result

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Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 3 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

Q3(c) 10 marks · 150 words · answered on its own

“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 does it convey (in the present context)”

What it asks · Explain Kant's contrast between legal guilt, which needs a wrongful act, and ethical guilt, which begins with the intention, and apply it to the individual, public service and society today.

It asks 2 things — answer each

  1. Explain what Kant's quotation means
  2. Bring out what it conveys in the present context, with an example

Open with · Kant's two domains: law governs external acts that can be coercively enforced, while morality judges the will, the only thing good without qualification.

Cover

  • A table contrasts law and ethics: what each judges, when guilt arises, and how each is enforced.
  • The individual: Plato's Ring of Gyges; honesty kept only while watched is fear of penalty, not virtue.
  • Public service: conflict of interest begins in the mind; Rule 3 of the CCS (Conduct) Rules, as amended in 2014, requires declaring private interests.
  • Society and markets: technically legal tax avoidance, misleading fine print and manipulative design pass the law but fail ethics.

Close with · The Dhammapada's opening insight, mind precedes all mental states: an officer who guards intentions seldom needs the law to guard acts.

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  • Kant's Universal Principle of Right governs issues of justice, rights and external acts that can be coercively enforced (SEP).Kant's Moral Philosophy — Stanford Encyclopedia of Philosophy ↗“The Universal Principle of Right, governing issues of justice, rights and external acts that can be coercively enforced”
  • Kant: the only thing good without qualification is a good will.Kant's Moral Philosophy — Stanford Encyclopedia of Philosophy ↗“Kant’s analysis of commonsense ideas begins with the thought that the only thing good without qualification is a “good will”.”
  • Plato's Republic: the story of the Ring of Gyges and its gift of invisibility is used to argue that anyone without a god-like character would eventually succumb to its temptations (359c–360d).Plato's Ethics: An Overview — Stanford Encyclopedia of Philosophy ↗“As the story of the Ring of Gyges and its gift of invisibility proves, everyone who does not have a god-like character will eventually succumb to such a ring’s temptations (359c–360d).”
  • Rule 3(1) of the CCS (Conduct) Rules, as amended in November 2014 (DoPT OM of 10 December 2014), requires every government servant to declare private interests relating to public duties and resolve conflicts in the public interest.DoPT OM No. 11013/6/2014-Estt.A, 10 December 2014: Amendment to Rule 3 of CCS (Conduct) Rules, 1964 (copy on referencer.in) ↗“(xiii) declare any private interests relating to his public duties and take steps to resolve any conflicts in a way that protects the public interest; (xiv) not place himself under any financial or other obligations to any individual or organisation which may influence him in the performance of his official duties;”
  • Dhammapada, verse 1 (tr. Acharya Buddharakkhita): mind precedes all mental states; if a person speaks or acts with an impure mind, suffering follows like the wheel that follows the foot of the ox.Dhammapada I: Yamakavagga (Pairs), tr. Acharya Buddharakkhita — Access to Insight ↗“Mind precedes all mental states. Mind is their chief; they are all mind-wrought. If with an impure mind a person speaks or acts suffering follows him like the wheel that follows the foot of the ox.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 196words · Minimalist IAS

Kant distinguishes two domains: law governs only external acts that can be coercively enforced, while morality judges the will itself, for the only thing good without qualification is a good will. So the mere intention to wrong another is already an ethical fault.

AspectLawEthics
JudgesOutward actInner intention

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Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 3 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

GS Paper IV 2024 · Q4 (Section A)

2 parts · 10 marks and 150 words each Ethics in public administration X-Ray · Core #1

Q4(a) 10 marks · 150 words · answered on its own

“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.

Approach · directive: “examine (with suitable examples)”

What it asks · Test the claim that the just and the unjust change with context and that changing context needs constant scrutiny; give examples and mark where the claim stops.

It asks 3 things — answer each

  1. Examine whether the just and the unjust are contextual
  2. Give suitable examples of what was once held just and is now held unjust
  3. Show why changing context needs constant scrutiny, and where the claim stops

Open with · Justice rests on enduring values, but what they demand shifts with society, technology and knowledge; NCERT notes that successful constitutions balance preserving core values and adapting them to new circumstances.

Cover

  • A timeline of five turning points, 2017 to 2024: privacy, instant triple talaq, Section 377, adultery and the colonial criminal codes.
  • Courts correcting themselves: Navtej Johar (2018) overruled Koushal, which had upheld Section 377.
  • New technology and a changing society: privacy for a digital age; child labour, dowry and manual scavenging now recognised as injustices.
  • Pruning the statute book: 1,562 archaic laws scrapped between 2014 and 2023; old welfare thresholds need the same scrutiny.
  • The limit: Kesavananda Bharati (1973) puts the basic structure beyond Parliament's amending power; context refines justice but never dissolves it.

Close with · Ambedkar's endorsement of Jefferson's view of each generation as a distinct nation, not bound by the last: justice stays alive when each generation re-examines its laws against the Constitution's core.

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Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 215words · Minimalist IAS

Justice rests on enduring values (dignity, equality, fairness), but what they demand shifts with society, technology and knowledge. NCERT notes that successful constitutions balance 'preserving core values and adapting them to new circumstances'.

2017Privacy afundamentalright2017Instant tripletalaq struckdown2018Section 377read down2018Adulterydecriminalised2024Colonialcriminal codesreplaced
  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 correcting themselves: Navtej Johar (2018) overruled the Court's own Koushal ruling, which had upheld Section 377: what one bench held just, the next held unjust.

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Q4(b) 10 marks · 150 words · answered on its own

“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 (with suitable illustrations)”

What it asks · Examine how mindless attachment to form over substance renders injustice, and how far a perceptive civil servant should look past literal rules to carry out their intent.

It asks 3 things — answer each

  1. Examine how addiction to form, ignoring substance, renders injustice
  2. Illustrate how a perceptive civil servant carries out the true intent
  3. Mark the limits of looking past literal rules

Open with · Krishna Iyer's humanist rule that procedure should be the handmaid, not the mistress, of legal justice: form exists to serve substance, and a rule followed for its own sake defeats the purpose it was made for.

Cover

  • A flowchart of the perceptive officer's method: the rule, its purpose, a lawful route to it, reasons recorded, open to review.
  • Rations and biometrics: the food department's 2017 and 2018 letters against denying genuine beneficiaries for want of Aadhaar or a failed biometric check.
  • A judge who lived it: Krishna Iyer had a Tihar prisoner's note on torture converted into a petition in 1980 (Sunil Batra); PIL by letter or telegram.
  • Relief and pensions: flood victims verified by the panchayat; pension files returned for trivial defects.
  • The limit: Aristotle's equity as a correction of legal justice, not its abolition; discretion reasoned, recorded and reviewable, never favouritism.

Close with · Article 142's power to pass any order necessary for doing complete justice; a perceptive civil servant's equivalent is open, reasoned fidelity to the purpose of the law.

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  • Sushil Kumar Sen v. State of Bihar (Supreme Court, 17 March 1975), Krishna Iyer J.: processual law can so dominate as to overpower substantive rights; the humanist rule is that procedure should be the handmaid, not the mistress, of legal justice.Sushil Kumar Sen v. State of Bihar, Supreme Court of India, 17 March 1975 (Krishna Iyer J.) — Indian Kanoon ↗“The processual law so dominates in certain systems as to overpower substantive rights and substantial justice. The humanist rule that procedure should be the handmaid, not the mistress, of legal justice compels consideration of vesting a residuary power in Judges to act ex debito justiciae where the tragic sequel otherwise would be wholly inequitable.”
  • 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.”
  • 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.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 223words · Minimalist IAS

In 1975 Justice Krishna Iyer invoked 'the humanist rule that procedure should be the handmaid, not the mistress, of legal justice'. Form exists to serve substance; followed for its own sake, a rule defeats the purpose it was made for.

RuleIts purposeLawful route to itReasons recordedOpen to review
  1. Rule
  2. Its purpose
  3. Lawful route to it
  4. Reasons recorded
  5. Open to review
  • Rations 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; a perceptive officer honours that intent at the ration shop.

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GS Paper IV 2024 · Q5 (Section A)

2 parts · 10 marks and 150 words each Probity in governance X-Ray · Core #1

Q5(a) 10 marks · 150 words · answered on its own

‘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.

Approach · directive: “suggest (a suitable model)”

What it asks · Distinguish the code of conduct in force from the missing code of ethics, and suggest a model code of ethics that secures integrity, probity and transparency in governance.

It asks 2 things — answer each

  1. Distinguish the code of conduct in operation from a code of ethics
  2. Suggest a suitable model code of ethics to maintain integrity, probity and transparency in governance

Open with · A code of conduct lists what an official must not do; a code of ethics states the values from which right conduct flows. India has only the first; the 2nd ARC's 10th Report (2008) proposed a three-level model.

Cover

  • A table sets out the 2nd ARC's three levels: values at the apex, a code of ethics, and a code of conduct (the CCS and AIS Conduct Rules).
  • Values: commitment to the Constitution, probity and integrity, impartiality and non-partisanship, objectivity, commitment to citizens' concerns, empathy for the vulnerable.
  • Transparency in practice: reasons recorded for every decision, proactive disclosure and published declarations of interest.
  • Statutory backing in a civil services law, as the ARC proposed, with adherence counted in appraisal and empanelment.
  • An independent ethics audit of departments, on the lines of Australia's Public Service Commissioner.

Close with · The ARC's principle of open accountability: civil servants are accountable for their decisions and actions and should be willing to subject themselves to appropriate scrutiny.

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Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 221words · Minimalist IAS

A code of conduct lists what an official must not do; a code of ethics states the values from which right conduct flows. India has only the first, in the CCS (Conduct) Rules, 1964, enriched with some values in 2014; the 2nd ARC's 10th Report (2008) proposed a three-level model.

LevelAnswersContent
Values (apex)Why serve?Probity, impartiality, empathy

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Q5(b) 10 marks · 150 words · answered on its own

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: “discuss (in the light of the shift from punishment to justice)”

What it asks · Discuss how far the BNS embodies justice, equality and impartiality rooted in Indian ethos, judged by the claimed shift from a doctrine of punishment to one of justice.

It asks 3 things — answer each

  1. Explain the shift from a doctrine of punishment to a doctrine of justice
  2. Discuss how the BNS reflects justice, equality and impartiality based on Indian culture and ethos
  3. Weigh how far the shift is real

Open with · The Bharatiya Nyaya Sanhita, 2023 replaced the Indian Penal Code, 1860 from 1 July 2024; introducing it, the Home Minister said the old laws aimed to punish, not to give justice, while the new objective will not be to punish anyone but give justice.

Cover

  • A table contrasts the doctrine of punishment with the doctrine of justice: focus, petty offences and aim.
  • Justice to victims: a new chapter on offences against women and children; nyaya, not danda, names the code.
  • Equality: offences against women and children made gender-neutral, covering all victims and perpetrators.
  • Reform over retribution: community service among punishments for the first time (Section 4).
  • Impartiality: sedition, made to protect the colonial ruler, recast as Section 152, aimed at acts endangering India's sovereignty, unity and integrity.
  • The test ahead: much of the IPC carries over; police reform, forensic capacity, legal aid and speedy trials decide the shift.

Close with · Gandhi's precept, Hate the sin and not the sinner, as the Indian ethos of such justice, honoured only when police stations and courts treat victim and accused alike with dignity.

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  • Union Home Minister, introducing the three criminal law Bills in the Lok Sabha (PIB, 11 August 2023): the IPC, the CrPC and the Evidence Act were made to strengthen and protect British rule and aimed to punish, not to give justice; the soul of the new laws is to protect citizens' constitutional rights, and their objective is to give justice, with punishment where needed to prevent crime.Union Home Minister introduces the Bharatiya Nyaya Sanhita Bill, 2023, the Bharatiya Nagarik Suraksha Sanhita Bill, 2023 and the Bharatiya Sakshya Bill, 2023 in the Lok Sabha — PIB, Ministry of Home Affairs, 11 August 2023 ↗“were made to strengthen and protect the British rule and their purpose was to punish, not to give justice. We are going to bring changes in both these fundamental aspects. The soul of these three new laws will be to protect all the rights given by the Constitution to the Indian citizens. The objective will not be to punish anyone but give justice”
  • 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.”
  • 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.”
  • 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”
  • M.K. Gandhi: a man and his deed are distinct; the doer of a deed always deserves respect or pity, and 'Hate the sin and not the sinner' is a precept easy to understand but rarely practised, which is why hatred spreads.Gandhi's Life in His Own Words — mkgandhi.org (PDF) ↗“the doer of the deed, whether good or wicked, always deserves respect or pity as the case may be. ‘Hate the sin and not the sinner’ is a precept which, though easy enough to understand is rarely practised, and that is why the poison of hatred spreads in the world.”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 225words · Minimalist IAS

The Bharatiya Nyaya Sanhita, 2023, in force from 1 July 2024, replaced the Indian Penal Code, 1860. Introducing it, the Home Minister said the old laws aimed 'to punish, not to give justice'; the new objective 'will not be to punish anyone but give justice'.

AspectDoctrine of punishmentDoctrine of justice
FocusOffence and offenderVictim and society

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GS Paper IV 2024 · Q6 (Section A)

2 parts · 10 marks and 150 words each Probity in governance

Q6(a) 10 marks · 150 words · answered on its own

“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.

Approach · directive: “examine; suggest”

What it asks · Examine the gender-specific challenges women public servants face, and suggest measures that raise their efficiency and protect high standards of probity.

It asks 3 things — answer each

  1. Examine the gender-specific challenges faced by female public servants
  2. Suggest measures to increase their efficiency in discharging their duties
  3. Suggest measures to help them maintain high standards of probity

Open with · The Constitution's equality of opportunity in public employment, and the 2023 IAS batch with 74 women among 180 officers, nearly 41%; equality at entry has not removed gendered obstacles inside the service.

Cover

  • A table maps three challenges to their effect and remedy: stereotyped 'soft' postings, unsafe field duty and harassment, and the double burden of care.
  • Isolation at the top: few women seniors to mentor the young; mentoring networks and women on selection boards.
  • Probity under pressure: character attacks and social or political pressure; transparent transfers, protection for those who report wrongdoing and swift action on complaints.
  • Support in place: 730 days of Child Care Leave, 180 days of maternity leave, up to 90 days' leave for a harassment complainant, spouse postings, gender sensitisation in training.
  • Role models: Kiran Bedi, the first woman in the IPS, and her 1994 Ramon Magsaysay Award for Government Service.

Close with · SDG target 5.5: women's full and effective participation and equal opportunities for leadership at all levels of decision-making in political, economic and public life.

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  • 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.”
  • Ramon Magsaysay Award Foundation: Kiran Bedi, the first woman to enter the Indian Police Service, received the 1994 Ramon Magsaysay Award for Government Service for building confidence in India's police through dynamic leadership and innovations in crime control, drug rehabilitation and humane prison reform.Kiran Bedi, 1994 Ramon Magsaysay Award for Government Service: citation — Ramon Magsaysay Award Foundation ↗“In electing KIRAN BEDI to receive the 1994 Ramon Magsaysay Award for Government Service, the Board of Trustees recognizes her building confidence in India’s police through dynamic leadership and effective innovations in crime control, drug rehabilitation, and humane prison reform.”
  • SDG target 5.5: ensure women's full and effective participation and equal opportunities for leadership at all levels of decision-making in political, economic and public life.Goal 5: Achieve gender equality and empower all women and girls — United Nations, Department of Economic and Social Affairs (sdgs.un.org) ↗“Target 5.5 Ensure women’s full and effective participation and equal opportunities for leadership at all levels of decision-making in political, economic and public life”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 227words · Minimalist IAS

The Constitution guarantees equality of opportunity in public employment and bars discrimination on grounds of sex; the 2023 IAS batch had 74 women among 180 officers, nearly 41%, the largest share yet. Equality at entry has not removed gendered obstacles inside the service.

ChallengeEffectMeasure
'Soft' postings by stereotypeThin field experienceGender-neutral posting criteria

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Q6(b) 10 marks · 150 words · answered on its own

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: “how (will it empower)”

What it asks · Explain how Mission Karmayogi equips civil servants to raise productive efficiency and deliver services at the grassroots, and what its success depends on.

It asks 3 things — answer each

  1. Explain how Mission Karmayogi empowers civil servants
  2. Show how it enhances productive efficiency
  3. Show how it improves the delivery of services at the grassroots level

Open with · Mission Karmayogi, the National Programme for Civil Services Capacity Building approved in September 2020, seeks a very high standard of conduct and behaviour and empowers civil servants by making learning continuous and role-based.

Cover

  • A flowchart traces empowerment from the post's competencies to better service: gap found, course on iGOT, applied at work.
  • From rules to roles: work matched to competencies and every post mapped to FRACs.
  • Learning at the last mile: iGOT Karmayogi for frontline staff (since then, over 1.48 crore users by February 2026); iGOT's April 2020 launch to train COVID-19 frontline workers.
  • Learning on the job and developing oneself: on-site learning beside off-site courses; annual capacity-building plans under the Capacity Building Commission; self-driven paths for behavioural, functional and domain competencies.
  • The limit: training changes skills, not incentives; competencies must count in postings and appraisal and reach state and panchayat staff.

Close with · The Gita's yogah karmasu kaushalam, read by the government as efficiency in action, productive efficiency for producing maximum results, at the counter where citizen meets State.

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  • PIB backgrounder (Ministry of Personnel, Public Grievances and Pensions, 26 January 2022): the spirit behind Mission Karmayogi is the motto of the civil services from the Bhagavad Gita, Yogah Karmasu Kaushalam, which denotes efficiency in action and signifies productive efficiency for producing maximum results; the Union Cabinet approved the National Programme for Civil Services Capacity Building on 2 September 2020.All India Services: Towards building New India (backgrounder) — PIB, Ministry of Personnel, Public Grievances and Pensions, 26 January 2022 (PDF) ↗“The spirit behind this scheme is the motto of the Civil Services enshrined in Bhagvad Gita as Yogah Karmasu Kaushalam which denotes: efficiency in action, signifies productive efficiency for producing maximum results. The Union Cabinet chaired by Prime Minister Narendra Modi approved launching of "Mission Karmayogi"- a National Programme for Civil Services Capacity Building (NPCSCB) on September 02, 2020”
  • 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 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”
  • PIB (9 April 2020): the Government launched the 'Integrated Govt. Online training' (iGOT) portal on the DIKSHA platform to build the capacity of frontline workers to handle COVID-19, with courses for doctors, nurses, paramedics, ANMs, state government officers, civil defence and police personnel, and volunteers.Government of India launches 'Integrated Government Online training' (iGOT), a training module for management of COVID-19, on the DIKSHA platform — PIB, 9 April 2020 ↗“for the capacity building of frontline workers to handle the pandemic efficiently. Courses on iGOT have been launched for Doctors, Nurses, Paramedics, Hygiene Workers, Technicians, Auxiliary Nursing Midwives (ANMs), State Government Officers, Civil Defence Officers, Various Police Organisations”

Question: UPSC's CS (Main) 2024, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·

Model answer· 218words · Minimalist IAS

Mission Karmayogi, the National Programme for Civil Services Capacity Building approved in September 2020, seeks a very high standard of conduct and behaviour. It empowers civil servants by making learning continuous and role-based.

Post mapped to competenciesGap foundCourse on iGOTApplied at workBetter service
  1. Post mapped to competencies
  2. Gap found
  3. Course on iGOT
  4. Applied at work
  5. Better service
  • From rules to roles: work is matched to competencies, and every post is mapped to a Framework of Roles, Activities and Competencies (FRACs), so a block official learns what the job demands.

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GS Paper IV 2024 · Q7 (Section B)

20 marks · 250 words Case studies X-Ray · Core #16

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.

It asks 4 things — 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 crux as a value conflict, shareholder value and the race to innovate against duty to the public and future generations, then the IEA's data-centre electricity estimate.

Cover

  • Stakeholders: shareholders and staff, AI users, regulators and activists, communities near data centres, and future generations.
  • (a) Options weighed in a table (lobby and delay, slow AI work, green-by-design growth); chosen course: public admission, independent audit, compute freeze, pay-linked yearly targets.
  • (b) Issues as value conflicts: profit vs planet, transparency vs greenwashing, distributive justice, shareholders vs stakeholders under Companies Act s.166(2).
  • (c) Penalty: polluter pays, part of Indian law since Vellore (1996); fairness to early movers; enlightened self-interest; Gandhi's trusteeship.
  • (d) Long-term: clean power, efficient compute, life-cycle accounting as UNESCO's AI ethics Recommendation asks, BRSR-style audited disclosure and an internal carbon price.

Close with · Sustainable innovation is the only lasting edge: a conscientious CEO makes net zero a design constraint, not an annual-report line.

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  • 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).”
  • Vellore Citizens Welfare Forum v. Union of India (Supreme Court, 28 August 1996): the precautionary principle and the polluter pays principle are part of the law of the land; the polluter pays the cost to sufferers and of reversing the damaged ecology.Vellore Citizens Welfare Forum v. Union of India, judgment of 28 August 1996 — Supreme Court of India (JUDIS) ↗“Remediation of the damaged environment is part of the process of "Sustainable Development" and as such polluter is liable to pay the cost to the individual sufferers as well as the cost of reversing the damaged ecology. The precautionary principle and the polluter pays principle have been accepted as part of the law of the land.”

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· 376words · Minimalist IAS

Shareholder value and the race to innovate versus duty to the public and future generations: a net-zero pledge must bind even when costly. The IEA says data centres' electricity use, an estimated 460 TWh in 2022, could exceed 1,000 TWh in 2026.

Stakeholders

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

The full answer goes on to cover

  1. (a) My immediate response
  2. (b) Ethical issues involved
  3. (c) Why the penalty is necessary
  4. (d) Long-term balance of AI innovation and footprint

With 1 table you can reproduce in the exam.

Read the full model answer (376 words) →

Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 1 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

GS Paper IV 2024 · Q8 (Section B)

20 marks · 250 words Case studies X-Ray · Core #1

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.

It asks 3 things — 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 crux as value conflicts, security versus liberty and firmness versus fairness: neutralise the recruiters without branding a whole community.

Cover

  • Stakeholders, and dilemmas as value conflicts: security vs privacy, speed vs due process, firmness vs profiling; criticism is no crime (Explanation to BNS s.152).
  • (a) Options table (blanket crackdown, counselling alone, calibrated mix); chosen: UAPA cases against handlers and s.69A blocking now, then recovery of drifting youth.
  • (b) Systemic measures: a Prevent-style model, a counter-radicalisation cell, community policing, skilling (the UN strategy's first pillar) and counter-narratives.
  • (c) Intelligence plan: human and technical intelligence, a state fusion cell linked to the IB's Multi Agency Centre, and safeguards against misuse.

Close with · 'firm on handlers, fair to the youth' and the UN strategy's line that human rights and the rule of law are the fundamental basis of fighting terrorism.

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· 370words · Minimalist IAS

Security versus liberty, firmness versus fairness: Raman must neutralise the recruiters 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 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.

The full answer goes on to cover

  1. (a) Options available to Raman
  2. (b) Systemic measures to strengthen the set-up
  3. (c) Action plan for intelligence gathering

With 1 table you can reproduce in the exam.

Read the full model answer (370 words) →

Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 1 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

GS Paper IV 2024 · Q9 (Section B)

20 marks · 250 words Case studies X-Ray · Core #1

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.

It asks 4 things — 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 · The crux as a value conflict, the rule of law versus the sanctity of life: keep the operational gain without turning the women's protest into a tragedy.

Cover

  • Stakeholders: tribal women and villagers, the arrested men, Rohit's team, ambush victims' families and the administration.
  • (a) Options table: release them, fire to hold the line, or hold, negotiate and extract.
  • (b) Dilemmas as value conflicts: law vs life, judgement vs orders, calm vs deterrence.
  • (c) Hold, negotiate, extract: evacuate the top insurgents, de-escalate through women constables and an elder, non-lethal force only; justified by the UN Basic Principles (1990).
  • (d) Women police only, BNSS s.43 safeguards (no male touch, search by a woman, no arrest between sunset and sunrise), dignity and care.
  • Long-term: the 2015 LWE policy's trust-building (violence down 73% in 2023 from 2010), local women in uniform (Bastariya Battalion), and connectivity.

Close with · Firmness in law with restraint in force, which keeps both the operation's gain 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.”
  • The CRPF's Bastariya Battalion (241 Bn) recruits youths from four naxal-affected districts of Chhattisgarh (Bijapur, Dantewada, Narayanpur and Sukma), with female representation in line with the 33% reservation for women.First Ever PoP of Bastariya Battalion held in Chhattisgarh — CRPF (official release) ↗“Numbered 241, this new battalion of CRPF carries the moniker ‘Bastariya Battalion’ for the special reason that it comprises of youths, exclusively scouted from the four highly naxal infested Bijapur, Dantewada, Narayanpur and Sukma districts of Chhattisgarh. Another remarkable feature of the battalion is its adequate female representation which is in sync with the Government’s policy of 33 % reservation for women.”

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· 372words · Minimalist IAS

The rule of law versus the sanctity of life: Rohit must keep a hard-won operational gain without turning the women's protest into a tragedy.

Stakeholders

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

The full answer goes on to cover

  1. (a) Options available to Rohit
  2. (b) Ethical dilemmas
  3. (c) Most appropriate option: hold, negotiate, extract
  4. (d) Extra precautions with women protesters
  5. Long-term measures

With 1 table you can reproduce in the exam.

Read the full model answer (372 words) →

Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 1 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

GS Paper IV 2024 · Q10 (Section B)

20 marks · 250 words Case studies X-Ray · Core #7

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.

It asks 3 things — 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 · The crux as a value conflict, loyalty to family versus duty to a position of trust: a private hospital may waive the lowest-bid rule, not the ethics of impartial procurement.

Cover

  • Stakeholders: patients, the hospital and its management, rival vendors, Sneha, and her brother and his staff.
  • Issues as value conflicts: kinship vs impartiality, trust vs accountability, fairness vs favour; options table: award to her brother, bar him outright, declare and recuse.
  • (a) Declare in writing and recuse from the whole tender; a reconstituted committee decides on published criteria and records its reasons.
  • (b) Justify: no one may judge his own cause (A.K. Kraipak, 1969); the process legitimises the outcome; the ICICI-Srikrishna inquiry (2019) as a warning.
  • (c) Vested interest breaches non-maleficence, beneficence, justice and the patient's trust.
  • Long-term: a conflict-of-interest policy with annual declarations, e-tendering on published criteria, and independent procurement audit.

Close with · Transparency as the answer to conflict of interest: patient welfare, not personal ties, must decide what enters an operation theatre.

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”
  • A.K. Kraipak v. Union of India (Supreme Court, 29 April 1969): a selection board member who was himself a candidate made the selections invalid, even though he stayed out when his own name was considered; the Court set the selections aside.A.K. Kraipak & Ors. v. Union of India & Ors., judgment of 29 April 1969 — Supreme Court of India (JUDIS) ↗“It is against all canons of justice to make a man judge in his own cause. It is true that he did not participate in the deliberations of the committee when his name was considered. But then the very fact that he was a member of the selection board must have had its own impact on the decision of the selection board.”

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· 371words · Minimalist IAS

Loyalty to family versus duty to a position of trust: a private hospital may waive the lowest-bid rule, but not the ethics of impartial procurement.

Stakeholders

  • Those affected: patients; the hospital and its management; rival vendors; Sneha; her brother and his staff.

The full answer goes on to cover

  1. Ethical issues
  2. Options
  3. (a) Sneha's course of action
  4. (b) How she would justify it
  5. (c) How vested interest compromises medical ethics
  6. Long-term safeguards

With 1 table you can reproduce in the exam.

Read the full model answer (371 words) →

Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 1 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

GS Paper IV 2024 · Q11 (Section B)

20 marks · 250 words Case studies X-Ray · Core #1

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.

It asks 3 things — 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 · The crux as value conflicts, drinking water versus livelihoods and equal treatment versus an industry's economic weight, while a bribery charge questions his impartiality.

Cover

  • Stakeholders: residents, farmers, industries and workers, the accused administration, and future users of the aquifer.
  • (a) Options table (ban all extraction, exempt farmers, one rule for all users, chosen); legal tools: BNSS s.163 prohibitory orders, requisitioning, tankers.
  • (b) Actions: drinking water first in a water budget; metered, capped industrial draw (CGWA's 2020 abstraction charges); rotational irrigation for farmers; an independent bribery inquiry.
  • (c) Dilemmas: livelihoods vs conservation, jobs vs fairness, economic weight vs equal treatment; the National Water Policy 2012's public trust doctrine settles whom first.
  • Long-term: community stewardship (Ostrom's commons research; Atal Bhujal water budgets in 8,203 panchayats) and crop diversification, given 60.47% groundwater extraction in 2024.

Close with · Equal rules, open data and dialogue turning a zero-sum fight over water 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’.”
  • 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.”
  • Nobel Prize in Economic Sciences 2009: Elinor Ostrom's studies of user-managed fish stocks, pastures, woods, lakes and groundwater basins found outcomes more often than not better than standard theories predicted; users often devise rules and enforcement to handle conflicts of interest.The Prize in Economic Sciences 2009 — press release, NobelPrize.org ↗“Based on numerous studies of user-managed fish stocks, pastures, woods, lakes, and groundwater basins, Ostrom concludes that the outcomes are, more often than not, better than predicted by standard theories. She observes that resource users frequently develop sophisticated mechanisms for decision-making and rule enforcement to handle conflicts of interest”

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· 373words · Minimalist IAS

Drinking water versus livelihoods, and equal treatment versus an industry's economic weight: in a drought the Collector must share a shrinking commons fairly, while a bribery charge questions his impartiality.

Stakeholders

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

The full answer goes on to cover

  1. (a) Options as District Magistrate
  2. (b) Actions serving mutually compatible interests
  3. (c) Administrative and ethical dilemmas
  4. Long-term measures

With 1 table you can reproduce in the exam.

Read the full model answer (373 words) →

Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 1 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

GS Paper IV 2024 · Q12 (Section B)

20 marks · 250 words Case studies X-Ray · Core #16

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.

It asks 3 things — 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 · The crux as a value conflict, commercial speed versus scientific integrity and patient safety: only a safe, effective drug saves lives, and falsified data harms the people it should protect.

Cover

  • Stakeholders, and ethical questions as value conflicts: integrity vs urgency, autonomy vs expedience, honest vs selective reporting, intellectual property vs appropriation.
  • (a) Refuse the shortcuts and record objections; use the NDCT Rules 2019's accelerated approval; keep written consent; license the rival's compounds; escalate if overruled.
  • (b) Options table (comply, resign silently, reform from within) with consequences; Ranbaxy's 2013 guilty plea and $500 million settlement, exposed by whistle-blower Dinesh Thakur.
  • (c) Honest data, the Nuremberg Code's consent rule, lawful access (Natco's compulsory licence for Nexavar) and public trust.
  • Systemic safeguards: an independent data-monitoring board, locked audit trails, a protected whistle-blower channel and ethics training.

Close with · Integrity as the fastest route to a cure that lasts: ethics protects patients today and the credibility of science tomorrow.

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, taking into account the disease's severity, rarity or prevalence and the availability or lack of alternative treatments, provided there is a prima facie case of meaningful therapeutic benefit over the existing treatment — 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.”
  • Down To Earth (national magazine, 14 May 2013): Ranbaxy whistle-blower Dinesh Thakur, a former director, said he found falsified drug data and cGMP violations, notified management, and alerted health authorities when it failed to correct the problems.Ranbaxy to pay $500 million to settle cases in US — Down To Earth (national news magazine), 14 May 2013 ↗“I discovered that the company falsified drug data and systemically violated current good manufacturing practices and good laboratory practices. Ranbaxy’s management was notified of these widespread problems. When they failed to correct the problems, it left me with no choice but to alert healthcare authorities”

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· 375words · Minimalist IAS

Commercial speed versus scientific integrity and patient safety: in an epidemic only a safe, effective drug saves lives; falsified data harms the very people it should protect.

Stakeholders and ethical questions

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

The full answer goes on to cover

  1. (a) What I would do
  2. (b) Options and their consequences
  3. (c) How data ethics and drug ethics save humanity
  4. Systemic safeguards

With 1 table you can reproduce in the exam.

Read the full model answer (375 words) →

Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 1 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.

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