GS Paper IV — Q1
(a) Owing to paucity of time, a university professor generates a Ph.D. evaluation report using Artificial Intelligence and…
Owing to paucity of time, a university professor generates a Ph.D. evaluation report using Artificial Intelligence and submits it with some modifications. Discuss this from the perspective of accountability and integrity. (Answer in 150 words) 10 marks
A business house is working on a project that could displace a forest community from their habitat. As the administrative officer of that district, what ethical challenges are you likely to face? (Answer in 150 words) 10 marks
हिंदी में प्रश्न पढ़ें
समय की कमी के कारण, एक विश्वविद्यालय के प्रोफेसर कृत्रिम बुद्धिमत्ता का उपयोग करके पीएचडी मूल्यांकन रिपोर्ट तैयार करते हैं और उसमें कुछ संशोधन करके उसे प्रस्तुत करते हैं। जवाबदेही और सत्यनिष्ठा के परिप्रेक्ष्य से इस पर चर्चा कीजिए। (उत्तर 150 शब्दों में दीजिए)
एक व्यावसायिक प्रतिष्ठान एक ऐसी परियोजना पर काम कर रहा है जिससे वन समुदाय अपने आवास से विस्थापित हो सकता है। उस जिले के प्रशासनिक अधिकारी के रूप में, आपको किन नैतिक चुनौतियों का सामना करना पड़ सकता है? (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.
AI in Academic Evaluation Using AI as an assistive tool is permissible, but presenting unverified AI-generated text as one's own expert judgment constitutes an accountability failure, as the evaluator remains solely responsible for the evaluation's outcome. Regarding integrity, concealing AI usage amounts to academic dishonesty, compromising professional fidelity for convenience under time pressure and setting a poor precedent for students. It also wrongs the candidate, who is owed a careful expert reading, and uploading an unpublished thesis to an AI tool may breach confidentiality. If such practice spreads, trust in the degree and in the university's certification erodes. Ethical academic governance necessitates transparent disclosure norms and mandatory human verification before final submission.
Ethical Challenges in Forest Displacement The primary ethical dilemma lies in balancing industrial growth against the right to life and livelihood (Article 21) and the Gram Sabha consent requirements flowing from the Forest Rights Act, 2006 (as affirmed in the Niyamgiri case, 2013), and PESA, 1996 in Scheduled Areas. The District Magistrate faces challenges of distributive justice, resisting corporate-political pressures, reconciling administrative impartiality with empathy as a public trustee, ensuring that consent is genuinely free and informed rather than manufactured, and weighing the irreversible loss of culture and ecology against promised jobs. An ethical course of action demands conducting transparent Gram Sabha hearings, enforcing comprehensive Rehabilitation and Resettlement packages under the RFCTLARR Act, 2013, and formally escalating socio-environmental concerns through institutional channels rather than offering silent compliance.
How this answer will be evaluated
Framework: GS4 Ethical Dilemma & Accountability Framework
What earns full marks: Balanced reasoning with specific legal/ethical references and a clear course of action.
Evaluation rubric
Each sub-part is marked on its own, against the marks and word limit printed on the paper.
- (a) Discuss the professor's use of AI to draft a Ph.D. evaluation report from the perspectives of accountability and integrity. 10 marks · 150 words
discuss— intro → 3-4 dimensions → example → balanced close
Must cover
- Accountability: the examiner remains answerable for the evaluative judgment even if AI drafted the report
- Integrity: passing off AI-drafted text as one's own expert assessment without disclosure is dishonest
- Time pressure explains but does not justify outsourcing the judgment
- Consequences: unfairness to the candidate and erosion of trust in the degree and the institution
Loses marks
- Focusing on technical AI capabilities rather than ethics
- Preaching against AI without analyzing the professor's duty
- Ignoring the specific context of a Ph.D. evaluation
Earns more
- Distinguish AI as an assistive tool from outsourcing the evaluative judgment
- Risks of AI: hallucination, bias, opacity, and breach of confidentiality by uploading an unpublished thesis
- Duty of care owed by the evaluator to the candidate
- Remedies: disclosure norms, mandatory human verification, or seeking more time / declining the assignment
Extra mark
- Reference to institutional/UGC norms on academic integrity or emerging AI-use disclosure policies
- Reference the concept of 'moral agency': AI cannot bear responsibility, only humans can
- (b) As the district's administrative officer, identify the ethical challenges likely to arise when a business project threatens to displace a forest community. 10 marks · 150 words
challenges— 3-4 challenges → solutions mapped to them → conclusion
Must cover
- Conflict between development/investment and the rights and livelihood of the forest community (the voiceless stakeholder)
- Legal-ethical duties: FRA 2006 Gram Sabha consent, PESA 1996 in Scheduled Areas, fair R&R under RFCTLARR 2013
- Officer-specific challenges: political/corporate pressure, impartiality vs empathy, conflict of interest
- Brief indication of how the officer would handle them (genuine consultation, R&R, escalation)
Loses marks
- Taking a purely pro-development or anti-development stance
- Ignoring the administrative officer's specific role
- Failing to mention the legal framework for tribal protection
Earns more
- Ensuring consent is free and informed, not coerced or manufactured (information asymmetry)
- Distributive justice: who bears the costs versus who gains
- Irreversible loss of culture, sacred sites and ecology versus promised jobs
- Risk of social unrest and loss of trust in the state
Extra mark
- Cite the 5th/6th Schedule of the Constitution
- Reference the concept of 'Free, Prior and Informed Consent' (FPIC)
What "Discuss" is asking you to do
Lay the issue out from more than one side — how it arose, what is claimed for it, what is held against it, and where it now stands. UPSC attaches discuss to broad topics with several live dimensions, so coverage of the dimensions earns more than the strength of your opinion.
Structure that answers it
Set the issue up → the case as it is made → the case against → the dimension both sides leave out → where the balance now lies
Where marks are lost
Listing facts with no thread between them, or arguing one side throughout and calling it a discussion.
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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