GS Paper IV 2024 · Q1 (Section A)
2 parts · 10 marks and 150 words each Ethics in public administration X-Ray · Core #3Q1(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
- Explain why AI is seen as a dependable input for rational administrative decision-making
- Examine its ethical risks: bias, opacity, accountability, privacy and moral agency
- 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.
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- 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 test | AI's promise | AI's risk |
|---|---|---|
| Objectivity | Evidence, not hunch | Bias in training data |
| Transparency | Uniform, recorded criteria | 'Black box' outputs |
|---|---|---|
| Accountability | Less discretion and graft | No one owns the error |
- Case for AI: analytics on tax, welfare and weather data flag fraud, target benefits and warn of disasters at scale, treating like cases alike.
- Bias made invisible: the Dutch SyRI tool ran a hidden algorithmic risk model on mostly low-income and minority neighbourhoods to detect benefit fraud; in 2020 a court halted it for violating human rights.
- Responsibility and privacy: NITI Aayog's Responsible AI principles (2021) hold all who design, develop and deploy a system responsible; the DPDP Act, 2023 recognises citizens' right to protect personal data.
- Moral agency: automation bias makes officers defer to the score, dulling the discretion and compassion hard cases need.
Verdict: AI is a dependable adviser, not a dependable decider. As UNESCO's principle of human oversight and determination requires, keep humans in the loop, audit models for bias, explain outputs and allow appeal.
So used, AI can widen an official's reason while honouring the Preamble's promise of the dignity of the individual.
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
- Explain the key dimensions of ethics that influence human actions
- 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.
Add value (verified)
- 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.
How they shape professional decisions
- Facts and codes
- Duty and rights
- Consequences
- Fairness and care
- Decide, record, own
- Character under pressure: Sanjiv Chaturvedi won the 2015 Ramon Magsaysay Award for 'exemplary integrity, courage and tenacity' in exposing corruption in public office.
- Duty versus consequences: in Mr X v Hospital Z (1998), the Supreme Court held that a doctor's duty of confidentiality may yield where others face an immediate or future health risk.
Codes and culture should reward such reasoned judgement, for Article 51A(j) asks every citizen 'to strive towards excellence in all spheres of individual and collective activity'.
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.
