General Studies

UPSC General Studies 2026 — GS Paper IV

All 12 questions from UPSC Civil Services Mains General Studies 2026 GS Paper IV (250 marks total). Every stem reproduced in full, with directive-word analysis, marks, word limits, and answer-approach pointers.

12Questions
250Total marks
2026Year
GS Paper IVPaper

Topics covered

AI in Ph.D. evaluation; ethics of forest-community displacement (1)Untested tribal remedy ethics; national security vs human rights (1)Ambedkar on civil disobedience; Gandhian trusteeship; Shakespeare on just war (1)Paternalism and beneficence in medicine; efficiency vs effectiveness (1)Rule enforcement vs children's educational rights; ethics vs strategic interest in IR (1)Empathy vs rule compliance in administrative transfers; duty vs charity (1)Hysterectomy performed without patient's own consent — medical ethics case study (1)AI-enabled predictive policing bias — case study (1)Land-use-change approval corruption ring — case study (1)PDS biometric exclusion of EWS beneficiaries — case study (1)Inter-community ethnic conflict management — case study (1)International arms-sale allocation dilemma — case study (1)

A

Q1
20M 150w Compulsory discuss AI in Ph.D. evaluation; ethics of forest-community displacement

(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. (Answer in 150 words) 10 (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? (Answer in 150 words) 10

Answer approach & key points

Framework: GS4 Ethical Dilemma & Accountability Framework. (a) discuss: intro > 3-4 dimensions > example > balanced close | (b) challenges: 3-4 challenges > solutions mapped to them > conclusion Full marks: Balanced reasoning with specific legal/ethical references and a clear course of action.

  • Define accountability as answerability for professional judgment
  • Define integrity as adherence to academic honesty
  • Identify the 'easy-but-wrong' option of time-saving
  • Conclude on the erosion of institutional trust
  • Identify the conflict between development and rights
  • Name the 'silent stakeholder' (forest community)
  • Reference the legal duty (e.g., PESA Act)
  • Propose a course of action (e.g., consultation)
Q2
20M 150w Compulsory discuss Untested tribal remedy ethics; national security vs human rights

(a) An endangered tribe has developed a severe skeletal deformity. A university research has identified a mineral supplement as a possible remedy, though clinical trials are yet to be conducted. Should the District Magistrate (DM) use this research on the tribe? Discuss from the perspective of medical and administrative ethics. (Answer in 150 words) 10 (b) Discuss how national security can be balanced with concerns of human rights. (Answer in 150 words) 10

Answer approach & key points

Framework: GS4 Ethical Dilemma & Administrative Ethics. (a) discuss: intro > 3-4 dimensions > example > balanced close | (b) discuss: intro > 3-4 dimensions > example > balanced close Full marks: Nuanced application of ethical frameworks to specific dilemmas with actionable solutions.

  • Identify conflict: urgency of cure vs. lack of clinical trials
  • Apply medical ethics: informed consent, non-maleficence, autonomy
  • Apply administrative ethics: duty of care, fiduciary responsibility
  • Propose course of action: immediate/short-term/long-term
  • Define the tension: state power vs. individual liberty
  • Identify specific conflicts (e.g., surveillance vs. privacy, detention vs. due process)
  • Propose mechanisms for balance (judicial oversight, independent commissions)
  • Conclude with a balanced judgment on the priority of rights
Q3
30M 150w Compulsory discuss Ambedkar on civil disobedience; Gandhian trusteeship; Shakespeare on just war

(a) Dr. B. R. Ambedkar had cautioned that employing civil disobedience within a constitutional democracy equates to endorsing 'anarchy'. How should modern democracies navigate the ethical dilemmas posed by civil disobedience movements that aim to promote social justice against policies that may raise genuine concerns? (Answer in 150 words) 10 (b) In what ways can an Indian Administrative Officer apply Gandhi's notion of 'trusteeship' to ensure fairness in governance? (Answer in 150 words) 10 (c) Shakespeare in Henry IV says, "The arms are fair when the intent of bearing them is just." What ethical implications does this have in governance? (Answer in 150 words) 10

Answer approach & key points

Framework: GS4 Ethical Dilemma & Governance Framework. (a) discuss: intro > 3-4 dimensions > example > balanced close | (b) explain: definition/context > points in order > small example > short close | (c) analyse: intro > causes > effects > stakeholders/linkages > way forward Full marks: Clear, balanced, actionable, with specific examples and legal/ethical grounding.

  • Acknowledge Ambedkar's caution on anarchy
  • Distinguish civil disobedience from law-breaking
  • Balance social justice vs constitutional order
  • Suggest institutional mechanisms for redressal
  • Define trusteeship in administrative context
  • Link to public trust and accountability
  • Apply to resource allocation or decision-making
  • Ensure fairness and non-discrimination
Q4
20M 150w Compulsory explain Paternalism and beneficence in medicine; efficiency vs effectiveness

(a) Citing the serious adverse effects of long-term medication, a doctor convinces the family of a female patient for surgery. This led the patient to reluctantly consent for the surgery, though her original choice was to opt for medication. Explain the concepts of paternalism and beneficence by analysing the doctor's action. (Answer in 150 words) 10 (b) Efficiency is doing things right, while effectiveness is doing the right thing. How do you strike a balance between the two to enhance productivity? (Answer in 150 words) 10

Answer approach & key points

Framework: GS4 Ethical Dilemma & Management Principles. (a) explain: definition/context > points in order > small example > short close | (b) suggest: the problem in one line > implementable measures > who acts > conclusion Full marks: Precise definitions, clear application to the case, and actionable, well-structured measures.

  • Define medical paternalism (doctor decides for patient)
  • Define beneficence (acting in patient's best interest)
  • Identify violation of patient autonomy in the scenario
  • Analyze the conflict between doctor's intent and patient's choice
  • Define efficiency (doing things right) and effectiveness (doing right things)
  • Suggest a method to prioritize tasks (e.g., Eisenhower Matrix)
  • Propose a feedback mechanism to check effectiveness
  • Link the balance to enhanced productivity
Q5
20M 150w Compulsory discuss Rule enforcement vs children's educational rights; ethics vs strategic interest in IR

(a) Usually schools, working in remote areas, do not fully comply with government regulations. However, if the rules are enforced strictly, it would lead to most schools closing down. How should an administrator strike a balance between enforcement of rules and educational rights of children? (Answer in 150 words) 10 (b) In international relations, ethical considerations are often subjugated to the strategic interests of nation-states. Discuss this from an ethical perspective. (Answer in 150 words) 10

Answer approach & key points

Framework: GS4 Ethical Dilemma & International Relations. (a) suggest: the problem in one line > implementable measures > who acts > conclusion | (b) discuss: intro > 3-4 dimensions > example > balanced close Full marks: Actionable 3-horizon plan (a) / Nuanced IR theory application (b)

  • Identify conflict: strict rules vs. child's right to education
  • Immediate action: audit to distinguish safety vs. bureaucratic issues
  • Short-term: phased compliance with capacity building for staff
  • Long-term: policy review for remote-specific regulatory flexibility
  • Define tension: State interest (Realism) vs. Universal Ethics
  • Example: Humanitarian intervention vs. Non-interference
  • Argument: Ethics as a tool for long-term stability
  • Balanced close: Ethics as a constraint on power
Q6
20M 150w Compulsory discuss Empathy vs rule compliance in administrative transfers; duty vs charity

(a) On the request of his Personal Assistant (PA), the District Magistrate (DM) stops the transfer of a schoolteacher who takes private tuition for his daughter diagnosed with learning disability. In this context, discuss the aspects of empathy versus compliance with rules. (Answer in 150 words) 10 (b) Some moral philosophers argue that spending some of your resources — without significantly affecting your financial stability — to help other people who badly suffer is our moral duty and not merely a matter of charity. Justify this claim by explaining the distinction between duty and charity. (Answer in 150 words) 10

Answer approach & key points

Framework: GS4 Ethical Dilemma & Moral Philosophy. (a) discuss: intro > 3-4 dimensions > example > balanced close | (b) justify: claim > 3-4 reasons > evidence > conclusion Full marks: Clear, balanced, and actionable; names the 'wall' and resolves it; includes a value-wise example.

  • Identify the conflict: personal empathy vs. administrative duty
  • Analyze the 'easy-but-wrong' option of ignoring the rule
  • Discuss the impact on institutional trust and fairness
  • Propose a course of action balancing both aspects
  • Define the distinction between duty and charity
  • Explain the 'moral duty' argument (e.g., utilitarianism)
  • Justify the claim with 3-4 reasons
  • Conclude with a balanced judgment

B

Q7
20M 250w Compulsory discuss Hysterectomy performed without patient's own consent — medical ethics case study

Lata, a mother of two children, was admitted to a hospital for acute abdominal pain. Her sister-in-law, Sujatha, accompanied her. Dr. Mansi examined Lata and recommended a diagnostic laparoscopy. Lata's consent was taken to conduct the medical procedure under general anesthesia. During the laparoscopy, Dr. Mansi's team discovered a tumor in Lata's uterus. A closer examination suggested that the tumor could be malignant. One option before Dr. Mansi was to extract a sample for biopsy. In that case, if the tumor was malignant, Lata would have to undergo another surgery for removal of the uterus. An alternative was to remove the uterus immediately. Dr. Mansi had to take a quick decision. As Lata was under general anesthesia, Dr. Mansi explained the situation to Sujatha. Sujatha agreed with Dr. Mansi's recommendation for a hysterectomy, wherein Lata's uterus would be removed to avoid the risk and pain of undergoing another surgery. Dr. Mansi removed Lata's uterus after receiving Sujatha's consent in writing. Lata was informed of this the next day. She was very upset and felt betrayed as she had not consented to the removal of her uterus. Lata complained to the police who tried to convince her that Dr. Mansi had acted with good intention to help a patient. Sujatha was of the same opinion, however Lata was not convinced and decided to approach the court. (a) Discuss the ethical issues involved in this case. (b) Discuss the moral conduct of the doctor in this situation. (Answer in 250 words) 20

Answer approach & key points

Framework: GS4 Ethical Dilemma Analysis (Crux, Stakeholders, Duties, Options, Course of Action). (a) discuss: intro > 3-4 dimensions > example > balanced close | (b) discuss: intro > 3-4 dimensions > example > balanced close Full marks: Identifies the autonomy-beneficence conflict, critiques the surrogate consent, and provides a structured course of action.

  • Conflict between patient autonomy and beneficence
  • Validity of surrogate consent (Sujatha) vs. patient's right
  • Duty of disclosure and informed consent
  • Ethical dilemma of 'quick decision' under uncertainty
  • Assessment of Dr. Mansi's intent vs. outcome
  • Critique of the decision to remove uterus without biopsy
  • Course of action: immediate (apology), short-term (compensation), long-term (protocol)
  • Balanced judgment on 'good intention' vs. 'violation of rights'
Q8
20M 250w Compulsory discuss AI-enabled predictive policing bias — case study

Ravi is a senior police officer with vast experience in riot control and cyber-policing. Since one year, he has been the Superintendent of Police (SP) of a district with a history of frequent rioting. Last year, Ravi had sought installation of an AI enabled software for predictive policing. This system has been operational for approximately six months. This new system employs advanced algorithms for capturing the biometric data of persons in a crowd and swiftly relating it to a data library. This has enabled the police to identify the persons involved in various crimes. The system has identified an immigrant and low-income neighbourhood as a centre for gang violence and drug trafficking. Aided by this AI analysis, the local police has focused its patrolling, preventive detentions and establishing checkposts. Consequently, public order and law enforcement has visibly improved. Last week, some community leaders, civil rights lawyers and human rights activists visited Ravi's office. They submitted a memorandum that the new system is faulty as it is based on incorrect historical data caused by social biases and discriminatory policing. The memorandum also alleges that the increased surveillance has created a climate of tension amongst residents. This feeling is aggravated by the fact that the residents are not aware of the data noted against their names. (a) What are the ethical issues including biases involved in the use of AI in data-driven policing? (b) Place yourself in Ravi's role and discuss the alternatives available. Justify the action that optimises compliance with ethics. (Answer in 250 words) 20

Answer approach & key points

Framework: GS4 Ethical Dilemma & Case Study Framework. (a) highlight: name the salient points > one line of substance each > close | (b) justify: claim > 3-4 reasons > evidence > conclusion Full marks: Identifies specific algorithmic biases and proposes a balanced, actionable solution with clear justification.

  • Algorithmic bias from discriminatory historical data
  • Privacy violation via biometric surveillance
  • Profilng of marginalized/immigrant communities
  • Lack of transparency and informed consent
  • Immediate audit of the AI system's data
  • Engagement with community leaders for transparency
  • Balancing public safety with civil liberties
  • Justification of the chosen ethical path
Q9
20M 250w Compulsory discuss Land-use-change approval corruption ring — case study

Seema is a senior bureaucrat with a reputation of honesty and professional efficiency. She has recently been posted as the District Collector (DC) to Surinder Nagar, where a large industrial area is being established. The new industrial area had caused many farmers to submit applications for change of land use (CLU) to convert their farmland into residential areas. There is such a glut of these applications that disposal of most of them is delayed. Seema noticed that some of these applications had been approved while disregarding the chronological order. In this case's file, Seema found a few complaints alleging that hefty bribes had been taken from some applicants in exchange for approval. On further fact-finding, Seema realized that a small group of touts was controlling this illegal activity through some subordinate officials in the Collectorate. This had created a fear in the other employees who were reluctant to process any application. The resultant backlog has been piling up thereby hindering local economic progress and causing public dissatisfaction. Seema was faced with a major moral and administrative challenge of dismantling this corruption network without hampering daily administrative operations. An aggressive internal investigation would result in institutional resistance and, possibly, a backlash from labour unions. Conversely, ignoring this situation would encourage the wrongdoers and unnecessarily continue this avoidable harassment to the populace. (a) What are the ethical issues involved in this case? (b) Discuss the options open to Seema. Identify the recommended option and justify it. (Answer in 250 words) 20

Answer approach & key points

Framework: GS4 Case Study Framework (Crux, Stakeholders, Dilemmas, Options, Course of Action). (a) highlight: name the salient points > one line of substance each > close | (b) discuss: intro > 3-4 dimensions > example > balanced close Full marks: Identifies nuanced ethical conflicts and proposes a balanced, multi-step administrative solution that addresses both corruption and public service continuity.

  • Conflict between duty to public and fear of institutional resistance
  • Corruption (bribes) vs. administrative efficiency
  • Silence vs. duty to report wrongdoing
  • Impact on public trust and economic progress
  • Identify at least 3 distinct options (e.g., aggressive investigation, gradual reform, ignoring)
  • Justify the recommended option with specific reasoning
  • Address the 'backlash from labour unions' constraint
  • Propose a course of action (immediate/short-term/long-term)
Q10
20M 250w Compulsory discuss PDS biometric exclusion of EWS beneficiaries — case study

Vikas is a government officer with over a decade of service in public administration. He has recently moved as the District Collector (DC) of Nainipura, a remote hilly district bordering a forest. Due to Nainipura's low levels of economic development, one of his major duties is to ensure proper functioning of the public distribution system (PDS) amongst the economically weaker sections (EWS). During his on-site visits, Vikas was apprised of a typical administrative challenge in operating the PDS. To prevent leakages, all distributors were required to carry out real-time biometric identification of the beneficiaries, whose fingerprints were tallied with identity card records. This was creating problems as the operating system sometimes rejected fingerprint matching in the cases of growing children, manual labourers and senior citizens. The problem was further compounded in periods of low WiFi connectivity. The distributors, in such cases, resorted to personal discretion when they could identify the recipient. Vikas had to address this problem on priority. Strictly adhering to government regulations would ensure fiscal probity but would greatly trouble the proposed beneficiary, i.e., EWS. It may even impinge on their fundamental right to life as per Article 21 of the Constitution. Conversely, leaving the resolution solely to the discretion of the distributors could lead to misuse and leakages. (a) What are the options open to Vikas? How should he balance fiscal probity with empathy towards the designated beneficiaries? (b) Discuss the ethics of using technology as a gatekeeper for welfare schemes. (Answer in 250 words) 20

Answer approach & key points

Framework: GS4 Ethical Dilemma & Governance. (a) suggest: the problem in one line > implementable measures > who acts > conclusion | (b) discuss: intro > 3-4 dimensions > example > balanced close Full marks: Balances probity with empathy; nuanced ethical analysis of tech gatekeeping.

  • Immediate: Offline biometric mode or manual override with audit
  • Short-term: Grievance redressal for failed biometric matches
  • Long-term: Multi-modal authentication (face/iris) for EWS
  • Balancing: Strict rules for audit vs. empathy for access
  • Efficiency vs. Exclusion (digital divide) trade-off
  • Privacy concerns of biometric data collection
  • Algorithmic bias against manual labourers/elderly
  • Accountability of tech failures vs. human error
Q11
20M 250w Compulsory discuss Inter-community ethnic conflict management — case study

Rajapuram is a border district. Jhara and Biru, its two major communities, are in continual conflict with each other. The social fabric is fractured and demands mending. Ethnic tensions between the two communities have erupted into violence resulting in a large number of deaths. The stated causes are conflicting land claims, uneven resource allocation and inadequate political representation in government bodies. Separate relief camps had to be created for the two communities. The situation is volatile and appears to be getting out of control. Rajan has been appointed the District Magistrate (DM) of Rajapuram and tasked to quickly get the situation under control. His immediate tasks include restoring administrative authority, reopening the highway and initiating peace talks. On taking over his appointment, Rajan realized that the inter-community rivalry had even seeped into the local administration and police. With functional neutrality being the immediate casualty, it had made both communities distrustful of the government. The neighbouring country could utilize the opportunity to spur insurgent activity and further aggravate the situation. Rajan favoured a controlled approach starting with opening the highway to restore food and medical supplies. He toyed with the idea of requisitioning CRPF units to help restore administrative control. (a) Discuss the ethical issues that need to be addressed in this case. (b) What are the options open to Rajan? Which option would ensure protection of his non-partisan image without compromising ethics? (Answer in 250 words) 20

Answer approach & key points

Framework: GS4 Ethical Dilemma & Decision Making. (a) discuss: intro > 3-4 dimensions > example > balanced close | (b) suggest: the problem in one line > implementable measures > who acts > conclusion Full marks: Identifies all key ethical issues and proposes a nuanced, multi-step solution that balances security with neutrality.

  • Conflict between duty to maintain law and order vs. neutrality
  • Ethical dilemma of resource allocation and political representation
  • Distrust of government due to compromised administrative neutrality
  • National security risk from neighboring country's potential interference
  • List at least 3 distinct options (e.g., CRPF, peace talks, administrative reform)
  • Select the option that best ensures 'non-partisan image'
  • Justify the choice without compromising ethics
  • Address the 'controlled approach' mentioned in the case
Q12
20M 250w Compulsory discuss International arms-sale allocation dilemma — case study

Ajit has been recently promoted as the Head of the Department of Weapon Sales (DWS) in the Ministry of Defence Production (MDP). His charter of duties includes international sales of weapons produced domestically by MDP. In two recent wars, MDP weapons have performed admirably, resulting in many countries showing interest in buying them, particularly long-range artillery and missiles. Country A and country B have asked for these weapons. However, production constraints restrict DWS to accept only one purchase order. Country A is a developing nation with a sound technology base. MDP is planning R&D collaboration with it for the next generation of weapons. It is not part of any security alliance and needs weapons for protection from a troublesome neighbour. It seeks a large acquisition on a long-term loan. Country B is also a developing nation. Military strength is its priority, with the military budget often ingressing into allocations for human resources and infrastructure development. It is in security alliance with a superpower who has a large military base there and periodically allots it financial grants. It is a member of an economic bloc with which the government is currently negotiating a free trade agreement. It is not a signatory of NPT but possesses smaller nuclear weapons and delivery systems. It supports some guerrilla forces abroad. It has sought a smaller acquisition and is prepared to make some advance payment. It is currently negotiating arms purchases from another nation too. Ajit discussed this case with his counterparts in the related departments. Therein, the significant economic benefits, employment generation and stronger diplomatic relations arising from this sale were highlighted. It was also emphasized that refusing the deal could result in country B purchasing weapons from some other supplier. Ajit was aware that in arms sales, due diligence at each stage was pivotal to ensure conformity to national policy and international treaties. (a) Discuss the options available to Ajit. Which option should he select and why? (b) How can Ajit balance nation's economic and strategic interests with ethical considerations? (Answer in 250 words) 20

Answer approach & key points

Framework: GS4 Case Study: Crux, Stakeholders, Dilemmas, Options, Course of Action (3 Horizons). (a) discuss: intro > 3-4 dimensions > example > balanced close | (b) explain: definition/context > points in order > small example > short close Full marks: Clear selection of Country A with robust strategic/ethical reasoning; Part (b) offers a structured, actionable framework for balancing interests within word limit.

  • Identify Country A's strategic value (R&D, non-aligned, defensive need).
  • Identify Country B's risks (NPT violation, guerrilla support, superpower alliance).
  • Weigh economic benefits against ethical/international treaty obligations.
  • Select Country A and justify via long-term strategic partnership.
  • Define the conflict: Economic gain vs. Ethical/Strategic integrity.
  • Propose a framework for 'due diligence' in arms sales.
  • Suggest long-term policy for balancing trade and security.
  • Ensure the answer fits within the 250-word limit.

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