GS Paper IV — Q1
(a) The application of Artificial Intelligence as a dependable source of input for administrative rational decision-making is a…
The application of Artificial Intelligence as a dependable source of input for administrative rational decision-making is a debatable issue. Critically examine the statement from the ethical point of view. 10 (Answer in 150 words)
"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. 10 (Answer in 150 words)
हिंदी में प्रश्न पढ़ें
प्रशासनिक तर्कसंगत निर्णय लेने के लिए इनपुट के एक विश्वसनीय स्रोत के रूप में कृत्रिम बुद्धिमत्ता (AI) का अनुप्रयोग एक बहस का मुद्दा है। नैतिक दृष्टिकोण से इस कथन का आलोचनात्मक परीक्षण कीजिए। (उत्तर 150 शब्दों में दीजिए)
"नैतिकता में कई प्रमुख आयाम शामिल हैं जो व्यक्तियों और संगठनों को नैतिक रूप से जिम्मेदार व्यवहार की दिशा में मार्गदर्शन करने में महत्वपूर्ण हैं।" मानवीय कार्यों को प्रभावित करने वाले नैतिकता के प्रमुख आयामों की व्याख्या कीजिए। चर्चा कीजिए कि ये आयाम पेशेवर संदर्भ में नैतिक निर्णय लेने को कैसे आकार देते हैं। (उत्तर 150 शब्दों में दीजिए)
Model answer
Drafted with AI by UPSC Answer Check against this question's marking rubric, to the 150-word length. UPSC does not publish answers for Mains — this is one way to score well, not an official key. How we build rubrics and answers.
(a) AI in Administrative Decision-Making AI enhances administrative rationality through rapid data processing, pattern recognition, and objective welfare targeting. However, ethically, it poses risks of algorithmic bias from unrepresentative training data, "black-box" opacity violating procedural fairness, and the dehumanization of governance. Delegating decisions to automated systems erodes administrative discretion, empathy, and moral accountability, threatening distributive justice. Australia's Robodebt scheme and the Dutch childcare-benefits scandal showed how automated decisions without human review can wrongly penalise thousands of citizens. Thus, AI can serve as a decision-support aid, but not an autonomous decision-maker; as envisaged by NITI Aayog’s Responsible AI principles and UNESCO’s Recommendation on the Ethics of AI, human oversight must retain ethical judgment and ultimate accountability.
(b) Dimensions of Ethics in Professional Context Ethics operates across key dimensions that govern human conduct:
- Meta-ethics examines the nature and origins of moral judgments.
- Normative ethics sets standards of right and wrong, providing statutory rules and public-interest benchmarks (duty vs. utility).
- Applied ethics guides the practical resolution of real-world dilemmas, such as balancing transparency with confidentiality.
- Virtue ethics emphasizes character, cultivating foundational civil service values of integrity, empathy, and probity.
In professional decisions these dimensions work together: normative standards set the rules (e.g., a conduct code), virtue shapes how an officer applies them under pressure, and applied reasoning weighs stakeholders—for instance, a procurement officer who follows GFR rules (duty), considers value for money for citizens (consequence) and resists vendor favours (virtue).
How this answer will be evaluated
Framework: GS4 Ethical Dilemma & Decision-Making Framework
What earns full marks: Balanced, reasoned, context-specific; names mechanisms, stakeholders, and trade-offs; closes with actionable insight.
Evaluation rubric
Each sub-part is marked on its own, against the marks and word limit printed on the paper.
- (a) Critically examine, from an ethical standpoint, whether AI can be a dependable input for rational administrative decision-making. 10 marks · 150 words
critically evaluate— positives → negatives/limits → conditions/safeguards → conclusion
Must cover
- Case for AI: speed, consistency, evidence-based targeting, reduced discretion-linked corruption (e.g., DBT de-duplication, predictive maintenance)
- Ethical concerns: algorithmic bias and discrimination, opacity vs the duty to give reasons, accountability gap, privacy and surveillance, automation bias
- Real examples of harm from unchecked automation (e.g., Australia's Robodebt, the Dutch childcare-benefits scandal)
- Balanced conclusion: AI as decision-support with human-in-the-loop, explainability, audits and grievance redress (NITI Responsible AI, UNESCO Recommendation 2021)
Loses marks
- One-sided praise or rejection
- No ethical vocabulary
- No examples
Earns more
- Link to administrative law principles (natural justice, reasoned orders)
- Ethical theories: Kantian dignity, utilitarian gains, justice as fairness
- India's AI governance guidelines or IndiaAI Mission
Extra mark
- Concrete Indian use case with its safeguard
- (b) Explain the key dimensions of ethics that influence human action and how they shape ethical decision-making in professional settings. 10 marks · 150 words
explain— definition/context → points in order → small example → short close
Must cover
- Identify dimensions (either framework acceptable): descriptive, normative, meta- and applied ethics; or personal, professional, social/public, and environmental dimensions; virtue, duty, consequence
- How each shapes action: values and conscience, codes and rules, consequences for stakeholders, character
- Professional decision-making: conflict of interest, confidentiality vs transparency, accountability; use of codes of conduct
- Illustrative professional example (e.g., procurement officer, doctor, auditor)
Loses marks
- Only definitions without professional application
- Confusing dimensions with values list
- No example
Earns more
- Mention of emotional intelligence or moral courage
- Integration of dimensions in a decision model
- Thinkers (Aristotle, Kant, Mill, Gandhi)
Extra mark
- Short dilemma walked through all dimensions
What "Critically examine" is asking you to do
Test the proposition the question puts to you and return a finding on how far it holds. Examine stems carry a claim, or ask whether something has happened, and expect evidence weighed both ways before the extent is stated — often with remedial measures attached. “Critically” is not a section added at the end: name the yardstick you are judging by — the evidence, the stated objective, a constitutional principle, a rival explanation — and let a verdict close each part of the body. Where the question quotes a claim, that verdict must land on the claim itself, accepted, qualified or rejected, and not on the theme in general.
Structure that answers it
Restate the claim as the question frames it → evidence that supports it → evidence that undercuts it → the conditions under which it holds → verdict on how far it stands
Where marks are lost
Merits in one paragraph, demerits in the next, and a conclusion calling for a balanced and holistic approach. That is a survey with the judgement left out and it holds the answer in the middle band. The opposite error is reading “critically” as permission to attack — and with the odd pairings, critically describe or critically explain, the exposition still carries most of the marks, the judgement being a layer on it rather than a substitute for it.
Practice this exact question
Write your answer and it is marked point by point against the model answer above — what you covered, what you missed, what you got wrong.
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