Case Study In the aftermath of a severe natural disaster, a community finds itself in a dire situation, with thousands left homeless and lacking the most basic necessities. Heavy rainfall and infrastructure damage have severely impeded rescue efforts, exacerbating the frustration and desperation of the affected populace. As rescue teams arrive at the scene, they are met with hostility and violence, with some team members being assaulted, and one suffering severe injuries. In the midst of this turmoil, there are pleas from within the team to cease operations out of fear for their safety. In the above scenario : A. Examine the ethical dilemma involved in the case. B. Examine the qualities of a public servant which will be required to manage the situation. C. Suppose you are heading the rescue operations in that area, what will be your response?

Case Study Meera Rao, the District Magistrate of an expanding industrial district, is confronted with increasing incidents of language-based violence targeting migrant labourers arriving from different parts of the country. In recent weeks, several troubling events have created a climate of fear. A group of construction workers was beaten by local youth for not speaking the regional language. Two delivery workers were humiliated and forced to record apology videos for using their mother tongue. A factory supervisor allegedly denied work shifts to labourers who could not communicate in the local language. Hospitals report a visible rise in assault cases involving migrant workers. Police inputs indicate that intimidation is being coordinated through social media groups that promote linguistic purity and urge locals to reclaim jobs. Investigators also suspect that some cultural organisations with political influence are indirectly escalating tensions by encouraging divisive narratives during public gatherings. Meera drafts a multi-layered plan that includes strict legal action under relevant provisions, a multilingual grievance helpline, sensitisation programmes in industrial areas, mandatory anti-discrimination guidelines for factories, and partnerships with labour unions and community groups. Opposition to her plan emerges immediately. Local trade associations fear that strict policing will disrupt hiring practices and harm small industries already facing economic stress. Cultural groups accuse the administration of undermining regional identity and argue that the increasing presence of migrants is eroding local culture. A few media channels portray Meera’s efforts as an attempt to favour outsiders, deepening the polarisation. Some political leaders privately advise her to slow down due to the sensitivity of the upcoming elections. Simultaneously, labour welfare organisations, rights-based NGOs, and several industrialists express deep concern. They warn that delayed action will embolden extremist behaviour and cause large numbers of migrant workers to flee the district. This could severely disrupt essential services, supply chains, and industrial production. Meera feels torn between the duty to safeguard vulnerable workers and the need to maintain social stability, between enforcing the law with firmness and respecting cultural identity, and between administrative neutrality and political pressure. Questions: 1. What are the main ethical dilemmas Meera faces in this situation? 2. Identify and analyse the conflicting values and principles involved in this case. 3. Evaluate the possible courses of action available to Meera and their likely consequences. 4. What should be Meera’s most ethical and administratively sound course of action to address language-based violence against migrant labourers?

Case Study As the District Election Officer, you have received troubling reports of alarmingly low voter turnout in your district over the past two election cycles. The data reveals a concerning trend of declining voter participation, particularly in certain villages within your jurisdiction. Despite the robust efforts undertaken by previous DEOs to encourage voter registration and mobilization, the numbers paint a disheartening picture, raising critical questions about the underlying causes behind this democratic deficit. The situation demands your immediate attention and a comprehensive action plan to revive the spirit of civic engagement among the residents of these affected villages. Questions: 1. What are the stakeholders involved in this issue? 2. What could be the potential reasons contributing to the decline in voter participation in these specific villages? 3. What strategies will you implement to improve voter awareness and education to ensure a higher turnout in the upcoming elections?

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?