UPSC Mains GS4 (Ethics) Previous Year Questions with Model Answers

Every UPSC Mains General Studies Paper 4 previous year question and case study — Ethics, Integrity and Aptitude — with a structured model answer, organised year by year.

179 GS4 questions · 2013–2026 · model answers for all

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Recent GS4 questions

Discuss how national security can be balanced with concerns of human rights.

GS410 marks2026Ethics

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.

GS410 marks2026Ethics

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.

GS410 marks2026Ethics

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?

GS410 marks2026Ethics

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?

GS410 marks2026Ethics

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.

GS410 marks2026Ethics

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.

GS410 marks2026Ethics

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?

GS410 marks2026Ethics

Case studies

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 new system has been operational for approximately six months. This 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.

GS420 marks2026Ethics

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?

GS420 marks2026Ethics

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. 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?

GS420 marks2026Ethics

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 farmlands into residential areas. There is an unusually large backlog of these applications awaiting processing. Seema noticed that some applications had been approved selectively with no visible chronological pattern. The case files showed a few complaints of some approvals being subject to receipt of large bribes from the applicants. 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.

GS420 marks2026Ethics

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.

GS420 marks2026Ethics

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 recommendations 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.

GS420 marks2026Ethics

[Case Study 3] Subhash is Secretary, PWD in the State Government. He is a senior officer, known for his competence, integrity and dedication to work. He enjoys the trust and confidence of Minister incharge of PWD and Programme Implementation. As a part of his job profile, he is responsible for policy formula- tions, execution of projects relating to infrastructure initiatives in the State. Besides, he oversees the technical and adminis- trative aspects relating to planning, designing and construction etc. Subhash's Minister is an important Minister in the state and significant growth in urban infrastructure development and road network has been registered during his tenure. He is very keen for launching of ambitious road construction project in the near future. Subhash is in regular touch with the Minister and is working various modalities of road construction project. Regular meetings, interactions and presentations are made by him to the Minister based on a formal public announcement of the project is made by the Minister. Subhash's only son Vikas is in real estate business. His son from his own sources is aware that a mega road project is on the anvil and announcement in this regard is expected anytime. He is very keen to know from his father the exact location of the upcoming project. He knows that there would be quantum jump in the prices of land in the vicinity. Buying land at this stage at cheaper prices would pay him rich dividends. He is pleading with him (his father) day in and day out to share him location of the proposed project. He assured him that he would handle the matter discreetly as it would not attract any adverse notice as he in the normal course, keeps on buying land as a part of his business. He feels pres- surised because of constant pleadings by his son. Another sig- nificant aspect of the matter pertained to the extra/undue in- terest in the above project by the Minister PWD. His nephew was also having big infrastructure project company. In fact, the Minister has also introduced his nephew to him and indicat- ed to him to take care of his nephew's business interest in the forthcoming project. The Minister encouraged him to act fast in the matter as early announcement and execution of mega road project would enhance his status in the party and public life. In the above backdrop, Subhash is in a fix as to the future course of action. (a) Discuss the ethical issues involved in the case. (b) Critically examine the options available to Subhash in the above situation? (c) Which of the above would be most appropriate and why??

GS420 marks2025Ethics

[Case Study 4] "Rajesh is a Group A officer with nine years of service. He is posted as Administrative Officer in an Oil Public Sector undertaking. As an Administrative Officer he is responsi- ble for managing and coordinating various administrative tasks to ensure smooth functioning of office. He also manages office supplies, equipment etc. Rajesh is now sufficient senior and is expecting his next promotion in JAG (Junior Administrative Grade) in the next one or two years. He knows that promotion is based on examination of ACRs/Performance Appraisal of last few years (5 years or so) of an officer by a DPC (Departmental Promotion Committee) and an officer lacking requisite grading of ACRs may not be found fit for promotion. Consequences of losing promotion may entail financial and reputational loss and set-back for career progression. Though he also puts his best efforts in official discharge of his duties, yet he is unsure of as- sessment by his superior officer. He is now putting extra efforts so that he gets thumping report at the end of financial year. As Administrative Officer, Rajesh is regularly interacting with his immediate boss, who is his reporting officer for writing his ACR. One day he calls Rajesh and wants him to buy computer-related stationery on priority from a particular vendor. Rajesh instructs his office to initiate action for procuring these items. During the day, the dealing Assistant brings an estimate of Rupees Thirty Five Lakhs covering all stationery items from the same vendor. It is noticed that as per delegated financial powers, as provided in the GFR (General Financial Rules) as applicable in that Organisa- tion, expenditure for office items exceeding Rupees Thirty Lakhs requires sanction of the next higher authority (boss in the pres- ent case). Rajesh knows that immediate superior would expect all these purchases should be done at his level, and may not appreciate such lack of initiative on his part. During discussions with office, he learns that common practice of splitting of ex- penditure (where large order is divided into a series of smaller ones) is followed to avoid obtaining sanction from higher au- thority. This practice is against the rules and may come to the adverse notice of Audit. Rajesh is perturbed. He is unsure of taking decision in the matter." (a) What are the options available with Rajesh in the above sit- uation? (b) What are the ethical issues involved in this case? (c) Which would be the most appropriate option for Rajesh and why??

GS420 marks2025Ethics

In line with the Directive Principles of State Policy enshrined in the Indian Constitution, the government has a constitutional obligation to ensure basic needs – Roti, Kapda aur Makaan (Food, Clothes and Shelter) – for the under-privileged. Pursuing this mandate, the district administration proposed clearing a portion of forest land to develop housing for the homeless and economically weaker sections of the society. The proposed land, however, is an ecologically sensitive zone densely populated with age-old trees, medicinal plants and vital biodiversity. Besides, these forests help to regulate micro-climate and rainfalls, provide habitat for wildlife, support soil fertility and prevent land/soil erosion and sustain livelihoods of tribal and nomadic communities. In spite of the ecological and social costs, the administration argues in favour of the said proposal by highlighting that this very initiative addresses fundamental human rights as a critical welfare priority. Besides, it fulfills the government's duty to uplift & em- power the poor through inclusive housing development. Further, these forest areas have become unsafe due to wild-animal threats and recurring human-wildlife conflicts. Lastly, clearing forest-zones may help to curb anti-social elements allegedly using these areas as hideouts, thereby enhancing law and order. (a) Can deforestation be ethically justified in the pursuit of social welfare objectives like, housing for the homeless? (b) What are the socio-economic, administrative and ethical challenges in balancing environmental conservation with human development? (c) What substantial alternatives or policy interventions can be proposed to ensure that both environmental integrity and human dignity are protected?

GS420 marks2025Ethics

Ashok is Divisional Commissioner of one of the border districts of the North East State. A few years back, Military has taken over the neighbouring country after overthrowing the elected civil government. Civil law situation is prevailing in the country especially in last two years. However, internal situation further deteriorated due to rebel groups taking over control of certain populated areas near own border. Due to intense fight between military and rebel groups, civilian casualties has increased manifold in recent past. In the meantime, in one night Ashok, got 200-250 people, mainly women and children by laying cross over to our side of the border. There are also about 10 children with their weapons in military uniform part of this group who wants to cross over. Women and children are also crying and begging for help. A few of them are injured and bleeding profusely need immediate medical care. Ashok tried to contact Home Secretary of the State but failed to do so due to poor connectivity mainly due to inclement weather. (a) What are the options available with Ashok to cope with the situation? (b) What are the ethical and legal dilemmas being faced by Ashok? (c) Which of the options, do you think would be more appropriate for Ashok to adopt and why? (d) In the present situation, what are the extra precautionary measures to be taken by the Border Guarding Police in dealing with soldiers in uniform? ?

GS420 marks2025Ethics

[Case Study 5] "Mahatma Gandhi National Rural Employment Guarantee Program, MGNREGA was earlier known as National Rural Employment Scheme, NREGA. It is an Indian Social Wel- fare Program that aimed at fulfilling the 'Right to Work' pro- visions made in the Constitution. MGNREGA was launched in 2006 under Rural Employment Sector by the Ministry of Rural Development. Main objective of the program is to give legal guarantee of wage employment to the adult members of rural households who are willing to do unskilled manual labour work subject to a maximum of 100 days per year for every house- hold. Every rural household has the right to register under the scheme, job card is issued to the registered, Job Card holder can seek employment. State government shall pay 25% of min- imum wage for the first 30 days as compensatory daily unem- ployment allowance to the families and of wage for remaining period of the year. MGNREGA work was undertaken by various You have been appointed as an Administrator Incharge of the District. You have been given the responsibility of monitoring MGNREGA work undertaken by various Gram Panchayats. You are also given the authority to give technical sanctions to all MGNREGA works. In one of the Panchayats in your jurisdiction, you notice that your predecessor has mismanaged the Program in terms of: (i) Money not disbursed to actual job-seekers. (ii) Muster Rolls of the Labourers not properly maintained. (iii) Mismatch between the work done and payments made. (iv) Payments made to fictitious persons. (v) Job Cards were given without looking into the need of person. (vi) Mismanagement of funds & to the extent of siphoning of funds. (vii) Approved works that never existed. (a) What is your reaction to the above situation and how do you restore the proper functioning of MGNREGA Program in this regard? (b) What actions would you initiate to solve the various issues listed above? (c) How would you deal with the above situation? ?

GS420 marks2025Ethics

Vijay is the Deputy Commissioner of a remote district of Himachal Pradesh. For the last two years, he has been in this region. In the month of August, heavy rains lashed the complete state followed by cloudbursts in the upper reaches of the said district. The damage was very heavy in the complete state, especially in the affected district. The complete road network and telecommunication were disrupted and the buildings were damaged extensively. People's houses have been destroyed and they were forced to stay in open. More than 200 people have been killed and about 5000 were badly injured. The Civil Administration under Vijay got activated and started conducting rescue and relief operations. Temporary shelter camps and hospitals were established to provide shelter and medical facilities to the homeless and injured people. Helicopter services were pressed in for evacuating sick and old people from remote areas. Vijay got a message from his hometown in Kerala that his mother was seriously sick. After two days, Vijay received the unfortunate message that his mother has expired. Vijay has no close relative except one elder sister who is a US citizen and has been staying there for the last several years. In the meantime, the situation in the affected district deteriorated further due to resumption of heavy rains after a gap of five days. At the same time, continuous messages were coming on his mobile from his hometown to reach at the earliest for performing the last rites of his mother. (a) What are the options available with Vijay? (b) What are the ethical dilemmas being faced by Vijay? (c) Critically evaluate and examine each of these options identified by Vijay. (d) Which of the options, do you think, would be most appropriate for Vijay to adopt and why?

GS420 marks2025Ethics

There is a technological company named ABC Incorporated which is the second largest worldwide, situated in the Third World. You are the Executive Officer and the majority shareholder this company. The fast technological improvements have raised worries among environmental activists, regulatory authorities, and the general public over the sustainability of this scenario. You confront substantial issues about the business's environmental footprint. In 2023, your organization had a significant increase of 48% in greenhouse gas emissions compared to the levels recorded in 2019. The significant rise in energy consumption is mainly due to the surging energy requirements of your data centers, fuelled by the exponential expansion of Artificial Intelligence (AI). AI-powered services need much more computational resources and electrical energy compared to conventional online activities, notwithstanding their notable gains. The technology's proliferation has led to a growing concern over the environmental repercussions, resulting in an increase in warnings. AI models, especially those used in extensive machine learning and data processing, exhibit much greater energy consumption than conventional computer tasks, with an exponential increase.Although there is already a commitment and goal to achieve net zero emissions by 2030, the challenge of lowering emissions seems overwhelming as the integration of AI continues to increase. To achieve this goal, substantial investments in renewable energy use would be necessary. The difficulty is exacerbated by the competitive environment of the technology sector, where rapid innovation is essential for preserving market standing and shareholders worth. To achieve a balance between innovation, profitability and sustainability, a strategic move is necessary that in line with both, business objectives and ethical obligations (a) What is your immediate response to the challenges posed in the above case? (b) Discuss the ethical issues involved in the above case. (c) Your company has been identified to be penalized by technological giants. What logical and ethical arguments will you put forth to convince about its necessity? (d) Being a conscience being, what measures would you adopt to maintain balance between AI innovation and environmental footprint?

GS420 marks2024Ethics

Raman is a senior IPS officer and has recently been posted as D.G. of a state. Among the various issues and problems/challenges which needed his immediate attention, the issue relating to recruitment of unemployed youth by an unknown terrorist group, was a matter at grave concern.It was noted that unemployment was relatively high in the state. The problem of unemployment amongst graduates and those with higher education was much more grave. Thus they were vulnerable and soft targets. In the review meeting taken by him with senior officers of DIG Range and above, it came to light that a new terrorist group has emerged at the global level. It has launched a massive drive to recruit young unemployed people. Special focus was to pick young people from & particular community. The said organisation seemed to have the clear objective of utilising/using them for carrying out militant activities. It was also gathered that the said (new) group is desperately trying to spread its tentacles in his state. A definite/reliable intelligence tip was received by the State CD and Cyber Cell that a large number of such unemployed youth have already been contacted by the terrorist outfit/group through social media and local communal organisations and other contacts. The need of the hour was to act swiftly ant to check these elements/designs before they assume serious proportions.Discrete inquiries made by the police, through the Cyber Cell revealed that good numbers of unemployed youth are very active on Facebook, Instagram and Twitter.On an average, many of them were spending, 8 hours each day, using electronic devices/internet, etc. It also came to light that such unemployed youth were showing sympathy and endorsing the messages received from certain persons, allegedly the contact persons of that global terrorist group. Their social media accounts revealed their strong affinity such groups in as much as many of them started forwarding anti-national tweets on their WhatsApp and Facebook, etc. It seemed that they succumbed to their ploy and started propagating secessionist ideology Their posts were hyper-critical of the government's initiatives, policies and subscribing to extreme beliefs and promoting extremism. (a)What are the options available to Raman to tackle the above situation? (b)What measures would you suggest for strengthening the existing set-up to ensure that such groups do not succeed in penetrating and vitiating the atmosphere in the state? (c)In the above scenario, what action plan would you advise for enhancing, the intelligence gathering mechanism of the police force?

GS420 marks2024Ethics

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