(a) 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. (b) 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?
Approach · directive: “discuss / what”
What it asks · (a) Judge a professor's AI-written Ph.D. evaluation against duties of accountability and integrity; (b) identify the ethical challenges an officer faces when a business project threatens to displace a forest community.
The question has 3 parts — answer each
- (a) Discuss the professor's AI-generated Ph.D. evaluation from the perspective of accountability
- (a) Discuss the same act from the perspective of integrity
- (b) As the district's administrative officer, identify the ethical challenges a project displacing a forest community would pose
Open with · (a) An examiner's signature certifies personal, expert judgement; (b) displacement sets investment and jobs against the rights and survival of a forest community.
Cover
- (a) Integrity: passing off AI-generated assessment as one's own is misrepresentation, akin to plagiarism under UGC's 2018 academic-integrity regulations.
- (a) Accountability: the professor answers for errors, bias or invented content; uploading an unpublished thesis to AI tools may breach confidentiality.
- (a) AI may assist with language or checks if disclosed and permitted; lack of time calls for seeking an extension, not a shortcut.
- (b) Rights vs development: Forest Rights Act, 2006, gram sabha consent, PESA and fair-compensation law against investment, jobs and district growth.
- (b) Pressures: political and corporate influence, possible inducements, conflicts of interest — a test of integrity and impartiality.
- (b) Consent and justice: UNDRIP Article 10 bars relocation without free, prior and informed consent; loss of livelihood, culture and sacred sites.
- (b) Way: Gandhi's talisman as the test; transparent impact assessment, genuine consultation, minimal displacement, fair rehabilitation, reasons on record.
Close with · Gandhi's talisman sets the test in both cases: judge personally and transparently, with care for those who have the least voice.
Add value (verified)
- Niyamgiri (2013): the Supreme Court directed Odisha to place the mining-related claims before the gram sabhas, which were to decide within three months before any Stage II forest clearance. Orissa Mining Corporation Ltd vs Ministry of Environment & Forest & Ors, Supreme Court, 18 April 2013 (Indian Kanoon) ↗“We are, therefore, inclined to give a direction to the State of Orissa to place these issues before the Gram Sabha with notice to the Ministry of Tribal Affairs, Government of India and the Gram Sabha would take a decision on them within three months”
- The UGC (Promotion of Academic Integrity and Prevention of Plagiarism in Higher Educational Institutions) Regulations, 2018 define plagiarism as taking someone else's work or idea and passing it off as one's own. UGC (Promotion of Academic Integrity and Prevention of Plagiarism in HEIs) Regulations, 2018 — University Grants Commission notification, 23 July 2018 ↗““Plagiarism” means the practice of taking someone else’s work or idea and passing them as one’s own.”
- Nolan principle of Accountability (UK Committee on Standards in Public Life, 1995): office-holders are accountable for their decisions and must submit to the scrutiny necessary to ensure this. The Seven Principles of Public Life — Committee on Standards in Public Life, GOV.UK (published 31 May 1995) ↗“1.4 Accountability Holders of public office are accountable to the public for their decisions and actions and must submit themselves to the scrutiny necessary to ensure this.”
- Article 10 of the UN Declaration on the Rights of Indigenous Peoples bars forcible removal and any relocation without the free, prior and informed consent of the people concerned. United Nations Declaration on the Rights of Indigenous Peoples — United Nations (UN DESA) ↗“Article 10 Indigenous peoples shall not be forcibly removed from their lands or territories. No relocation shall take place without the free, prior and informed consent of the indigenous peoples concerned and after agreement on just and fair compensation and, where possible, with the option of return.”
- Gandhi's talisman: in doubt, recall the face of the poorest and most helpless person and ask whether the step contemplated will be of any use to him. 70. The Gandhi Talisman — This Was Bapu, mkgandhi.org (Bombay Sarvodaya Mandal and Gandhi Research Foundation) ↗“I will give you a talisman. Whenever you are in doubt, or when the self becomes too much with you, try the following expedient: "Recall the face of the poorest and the most helpless man whom you may have seen and ask yourself, if the step you contemplate is going to be of any use to him.”
Question: UPSC's CS (Main) 2026, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·
Model answer · 444 words (UPSC limit 150) · Minimalist IAS
(a) The AI-written Ph.D. report: accountability and integrity
A Ph.D. examiner's report certifies personal, expert judgement; a degree and a career rest on it. Generating it with AI and signing it after light edits fails both tests.
| Value | What it demands | What the professor did |
|---|---|---|
| Integrity | Own, honest judgement | Signed a machine's verdict |
| Accountability | Traceable, answerable reasoning | Opaque process, no trail |
| Confidentiality | Thesis kept private | Fed unpublished work to a tool |
- Misrepresentation: the signature claims he read the thesis and formed the verdict. The UGC's 2018 academic-integrity regulations define plagiarism as passing off another's work or idea as one's own; machine text is no different.
- Duty to the candidate: years of research deserve a specialist's reading; a generic AI summary can miss originality or flaws an expert would catch.
- Answerability: the professor, not the tool, answers for every error, bias or invented reference. The UK's Nolan principles expect office-holders to be accountable for their decisions and to "submit themselves to the scrutiny necessary".
- Traceability: no one can see how the verdict was reached, so an appeal cannot be fairly heard.
- The honest course: paucity of time calls for an extension or recusal. AI may check language or references if the university permits and he discloses it; the judgement must stay his.
Technology may assist an examiner; it cannot be the examiner.
(b) Displacing a forest community: the district officer's ethical challenges
As district officer, I stand between a business house promising investment and a community whose land, livelihood and identity are at stake.
- Rights versus development: the Forest Rights Act, 2006 and PESA put the gram sabha at the centre; in Niyamgiri (2013) the Supreme Court had the gram sabhas decide the claims before final forest clearance. Jobs, revenue and growth pull the other way.
- Consent, not ceremony: the community may lack information and bargaining power. Article 10 of the UN Declaration on the Rights of Indigenous Peoples bars relocation without "free, prior and informed consent"; a stage-managed hearing is not consent.
- Pressure and inducement: political push, corporate lobbying and offered favours test my integrity and impartiality; conflicts of interest must be declared.
- Truth in assessment: the pull to soften the impact assessment to speed clearance; forest loss also harms water, climate and unborn generations.
- Compassion and justice: displacement destroys forest livelihoods, sacred sites and a way of life that cash cannot replace; fair rehabilitation is a moral duty, not a clerical one.
Gandhi's talisman is my test: "recall the face of the poorest and the most helpless man" and ask if the step "is going to be of any use to him". A decision that passes it, reasoned on record, will withstand scrutiny.
Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.