You are a Superintendent of Police in a district where caste-based discrimination is rampant. In a recent case, members from the Dalit community were prevented from cremating the body of an old woman from their community at the public crematorium. People belonging to the dominant upper caste community have destroyed the funeral pyre and have allegedly threatened the family of the deceased. After the police intervention, the Dalits staged a protest and the body was cremated on the ground in front of the residence of MLA of the region, who also belongs to the dominant community. In the process of investigation, you come to know that not only family members of the MLA but some of your relatives too have been involved in the destruction of the funeral pyre. What will be the possible ethical dilemmas that you might face? What will be your course of action? Justify.

Case Study As the Deputy Commissioner of Police (DCP) in a metropolitan city, you oversee the implementation of an AI-based Facial Recognition System (FRS) designed to track criminals and prevent crimes. The system, installed across public spaces, has been instrumental in reducing theft, identifying suspects, and solving pending cases. However, concerns have emerged regarding false positives, privacy violations, and potential biases in the AI’s algorithm. Recently, the system flagged Ravi, a 22-year-old college student, for allegedly being present at a protest that turned violent. Based on the AI-generated report, Ravi was briefly detained for questioning, despite his insistence that he was not involved. His family and civil society groups argue that he was misidentified due to a technical error in the AI system. Investigations reveal that multiple individuals from marginalized backgrounds have been disproportionately flagged, raising concerns about bias in AI-driven policing. The city’s administration is now divided. Some officials advocate for pausing the AI project for an independent review, citing privacy concerns and wrongful detentions. Others argue that the benefits outweigh the risks and that AI errors can be rectified over time. Meanwhile, public outrage over Ravi’s case is growing, and the police department's credibility is at stake. Questions: A. How can law enforcement balance the benefits of AI-driven facial recognition with concerns over false positives, privacy violations, and algorithmic bias? B. What ethical principles should guide law enforcement in deploying AI tools, particularly in ensuring non-discrimination and protecting marginalized communities? C. What legal, procedural, and technological safeguards should be implemented to ensure AI-driven policing remains transparent, fair, and accountable?

Case Study You are the District Magistrate (DM) of a rapidly urbanising district. The State Government has approved a large urban infrastructure project involving construction of affordable housing and commercial complexes under a Public–Private Partnership (PPP) model. One of the shortlisted private firms is owned by a close relative of your spouse. The firm has a strong technical record and offers the lowest financial bid. While the rules do not explicitly bar participation of relatives, media reports have begun questioning the transparency of the selection process. At the same time, senior political executives informally indicate that clearing the project quickly is crucial for economic growth and employment generation. Delaying or recusing yourself may slow the project and invite allegations of inefficiency. Your subordinates are divided, some argue that merit should prevail, while others warn that public perception of bias could damage the administration’s credibility. Questions: 1. Identify the ethical issues involved in the above case. 2.What options are available to you as the District Magistrate? 3.Which course of action would you choose and justify your decision on ethical grounds. 4.How can institutional mechanisms be strengthened to prevent such dilemmas in public administration?

Case Study Suppose you are the Superintendent of Police in a district. The state has experienced an increase in communal riots in the past few months. A recent incident occurred in a small village. Mud houses were set on fire. Geeta and her daughter Roopa, who was three and a half years old, fled the village after violence broke out. Once they reached a nearby village, they were attacked by a group of people. Geeta and her daughter were brutally raped and murdered, and the local police have refused to register the case as two police stations are bordered by the area where the bodies were found. Locals from the village and relatives of the deceased are protesting and accusing the police of negligence and demanding the arrest of the offender with strong political backing. However, your senior calls you and asks you to conceal and distort the truth. (a) Identify the stakeholders and various dimensions of the crisis involved in the issue. (b) What would be the course of action taken by you to manage the situation as a Superintendent of Police? Identify measures that can be taken to prevent rapes

Case Study You are the District Collector of a rapidly urbanizing district. A large government housing project is under construction to provide affordable homes to economically weaker sections. The project is being executed by a private contractor under a public-private partnership (PPP) model. One evening, a section of an under-construction residential block collapses, leading to the death of five workers and injuring many others. A preliminary investigation suggests that poor-quality construction materials were used. Further, it is revealed that the project approval process had several irregularities, including the violation of environmental clearance norms and unauthorized expansion beyond the sanctioned plan. The project was approved under the tenure of your predecessor, who is now a senior bureaucrat in the state government. As you begin an in-depth inquiry, you receive immense pressure from multiple stakeholders. Senior officials advise you to avoid implicating your predecessor, arguing that it could tarnish the administration's reputation. The contractor, a politically well-connected businessman, offers you a lucrative post-retirement consultancy role in exchange for diluting the report. Additionally, local political leaders, citing the urgency of providing housing to the poor, urge you to let the project continue despite the lapses. Meanwhile, workers' unions and civil society groups demand strict action against those responsible. 1. Identify the ethical dilemmas in this case and analyze them using relevant ethical theories. 2. What course of action should you take to ensure accountability while balancing the interests of all stakeholders? 3. What policy recommendations can help prevent the recurrence of such infrastructure failures?