Case Study You are a senior executive at a large healthcare organization that has recently implemented an artificial intelligence (AI) system to assist doctors in diagnosing and treating patients. The system uses machine learning algorithms to analyze patient data, identify patterns and predict outcomes. It has been designed to improve patient outcomes and reduce costs. However, the system has recently come under scrutiny from the media, patient groups and regulators who are concerned about the ethical implications of using AI in healthcare. There are concerns that the system may be biased, as it has been trained on data that may not represent all patient populations. There are also concerns about the potential loss of privacy and autonomy for patients, as their data is being collected and analyzed without their explicit consent. You have been tasked with addressing these ethical concerns and ensuring that the healthcare organization is operating in a responsible and ethical manner. What steps will you take to address biases in AI systems and ensure that they are transparent and accountable?

Rajesh Kumar is a senior public servant, with a reputation of honesty and forthrightness, currently posted in the Finance Ministry as Head of the Budget Division. His department is presently busy in organising the budgetary support to the states, four of which are due to go to the polls within the financial year. This year’s annual budget had allotted 78300 crores for National Housing Scheme (NHS), a centrally sponsored social housing scheme for the weaker sections of society. 775 crores have been drawn for NHS till June. The Ministry of Commerce had long been pursuing a case for setting up a Special Economic Zone (SEZ) in a southern state to boost exports. After two years of detailed discussions between the centre and state, the Union Cabinet approved the project in August. Process was initiated to acquire the necessary land. Eighteen months ago, a leading Public Sector Unit (PSU) had projected the need for setting up a large natural gas processing plant in a northern state for the regional gas grid. The required land is already in possession of the PSU. The gas grid is an essential component of the national energy security strategy. After three rounds of global bidding the project was allotted to an MNC, M/s XYZ Hydrocarbons. The first tranche of payment to the MNC is scheduled to be made in December. Finance Ministry was asked for a timely allocation of an additional 6000 crores for these two developmental projects. It was decided to recommend re-appropriation of this entire amount from the NHS allocation. The file was forwarded to Budget Department for their comments and further processing. On studying the case file, Rajesh Kumar realized that this re-appropriation may cause inordinate delay in the execution of NHS, a project much publicized in the rallies of senior politicians. Correspondingly, non-availability of finances would cause financial loss in the SEZ and national embarrassment due to delayed payment in an international project. Rajesh Kumar discussed the matter with his seniors. He was conveyed that this politically sensitive situation needs to be processed immediately. Rajesh Kumar realized that diversion of funds. from NHS could raise difficult questions for the government in the Parliament. Discuss the following with reference to this case: a. Ethical issues involved in re-appropriation of funds from a welfare project to the developmental projects. b. Given the need for proper utilization of public funds, discuss the options available to Rajesh Kumar. Is resigning a worthy option? (250 words) (UPSC GS-4 Mains 2020)

Case Study Rohit has aided a businessman by speedily paying the bills for the goods he had provided to the government. The payment was sizable and it enabled the merchant to avoid a cash shortage. The businessman was so moved that he gave Rohit gifts as a token of his gratitude. Rohit turns them down. Soon after, Rohit visits a hill station with his family where the businessman owns a hotel. He conveys in advance to the businessman that he would like to stay in his hotel and checks into that hotel. The hotel management, on instructions from the businessman, treats Rohit and his family as guests and refuses to accept payment from Rohit. Even Rohit does not insist on making payment. Q.1 Discuss the ethical issues and ethical dilemmas involved in the case. Q.2 How would you have behaved if you were at Rohit’s place? Suggest the way-out.

Case Study Ashwani Sood is a farmer who resides in a village of moderate size in the Sitamarhi district of Bihar. He was once chosen to lead the local Panchayat. He has a 25-year-old young son Divyansh. Being the only son of the family, Divyansh was pampered and became spoilt. He was arrogant, always wanted to have his way and would pick up a fight at the slightest opportunity. A primary school teacher of the area was shot in the head by Divyansh in full view of a large number of persons. He was arrested and remained in jail, despite several attempts to come out. The MLA of the district is happened to be a part of state cabinet and is also a longtime friend of Ashwani and is currently very influential in the government. The present District Magistrate (Sanjit) has good relations with the minister as he had worked under this Minister in the secretariat before he came to this district and was also recommended by him. Later, the cabinet minister from the district called Sanjit for recommending parole to Divyansh. The Minister did not claim that Divyansh is innocent; his pleading was restricted to the circumstances the family was passing through as his mother had died recently. The Minister’s request has created a somewhat difficult situation for Sanjit. This Minister rarely intervenes in any administrative day-to-day functions. What would be the course of action should Sanjit follow and why?

Case Study After serving two decades in the State Civil Services, Abhishek, a seasoned officer, is posted to the capital of a border state. His mother has recently been diagnosed with cancer and is undergoing treatment at a renowned cancer hospital in the city. His adolescent children have also secured admissions to a prestigious public school in the area. As Abhishek settles into his new role as the Director of the Home Department, he receives an alarming intelligence report revealing that illegal migrants are infiltrating the state from a neighboring country. Concerned, he decides to personally oversee a surprise inspection of the border posts with his team. During the inspection, Abhishek uncovers two families, 12 individuals in total, caught crossing the border with the assistance of corrupt border security personnel. Further investigation reveals that these migrants, after entering the country, had forged crucial identification documents such as Aadhaar cards, voter IDs, and ration cards, enabling them to settle in a specific area of the state. Abhishek meticulously documents his findings in a comprehensive report and submits it to the Additional Secretary of the State. A week later, Abhishek is summoned by the Additional Home Secretary, who instructs him to withdraw the report. The Additional Home Secretary informs him that the report has not been well-received by higher authorities and warns him that failing to comply could result in his removal from the prestigious post in the state capital and jeopardize his forthcoming promotion. Questions: (a) What ethical dilemmas is Abhishek facing in this situation? (b) What choices does Abhishek have in his position as Director of the Home Department in a border state? And critically analyze each possible option. (c) Which option should Abhishek choose, and why? (d) Critically analyze each possible option.