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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 Superintendent of Police in a city that has been experiencing rising incidents of online harassment targeting women. A recent case has attracted significant public and media attention: a young woman has committed suicide after being repeatedly harassed and blackmailed online. An investigation revealed that the harassment was carried out by a group of influential individuals, including the son of a prominent politician. When you initiate action against the accused, you receive immense political pressure to slow down or drop the investigation. A senior politician contacts you directly, reminding you of your career prospects and how this case could harm your professional growth if you refuse to cooperate. At the same time, the victim's family is seeking justice, and activists have begun to protest in large numbers, demanding accountability. The media is closely watching the developments, and public sentiment is strongly in favor of justice. However, the pressure from influential circles is mounting, and you risk being transferred or sidelined if you pursue the investigation aggressively. Questions: 1. What are the ethical dilemmas involved in this case? 2. As the Superintendent of Police, what course of action would you take, and why? 3. Discuss the importance of integrity and accountability in public service, using this case as a reference.
Case Studies Q. You are a government officer under the central government. In the pursuit of improved public services, the central government is implementing a digital transformation initiative, involving the collection and analysis of citizens' data. You are vested with the responsibility of implementing the digital transformative initiative of the central government. During the implementation process, concerns were raised about the right to privacy and the potential misuse of personal data by private tech firms. While the initiative promises socio-economic development, questions about fair benefits distribution and societal inequalities have emerged due to a lack of clear regulations. A. What are the ethical challenges that you face as an officer in charge of the digital transformation initiative? B. How would you balance the competing interests of the government, the citizens, and the private tech firms in this situation?
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 Pawan is working as an officer in the State Government for the last ten years. As a part of routine transfer, he was posted to another department. He joined in a new office along with five other colleagues. The head of the office was a senior officer conversant with the functioning of the office. As a part of general inquiry, Pawan gathered that his senior officer carries the reputation of being difficult and insensitive person having his own disturbed family life. Initially, all seemed to go well. However, after some time Pawan felt that the senior officer was belittling him and at times unreasonable. Whatever suggestions given or views expressed by Pawan in the meetings were summarily rejected and the senior officer would express displeasure in the presence of others. It became a pattern of boss’ style of functioning to show him in bad light highlighting his shortcomings and humiliating publicly. It became apparent that though there were no serious work-related problems/shortcomings, the senior officer was always on one pretext or the other and would scold and shout at him. The continuous harassment and public criticism of Pawan resulted in loss of confidence, self-esteem and equanimity. Pawan realised that his relation with his senior officer was becoming more toxic and due to this, he felt perpetually tensed, anxious and stressed. His mind was occupied with negativity and caused him mental torture, anguish and agony. Eventually, it badly affected his personal and family life. He was no longer joyous, happy and contented even at home. Rather without any reason he would lose his temper with his wife and other family members. The family environment was no longer pleasant and congenial. His wife who was always supportive to him also became a victim of his negativity and hostile behaviour. Due to harassment and humiliation suffered by him in the office, comfort and happiness virtually vanished from his life. Thus, it damaged his physical and mental health. (a) What are the options available with Pawan to cope with the situation? (b) What approach Pawan should adopt for bringing peace, tranquility and congenial environment in the office and home? (c) As an outsider, what are your suggestions for both boss and subordinate to overcome this situation and for improving the work performance, mental and emotional hygiene? (d) In the above scenario, what type of training would you suggest for officers at various levels in the government offices?
Suppose you are an officer-in-charge of implementing a social service scheme to provide support to old and destitute women. An old and illiterate woman comes to you to avail the benefits of the scheme. However, she has no documents to show that she fulfils the eligibility criteria. But after meeting her and listening to her you feel that she certainly needs support. Your enquirers also show that she is really destitute and living in a pitiable condition. You are in a dilemma as to what to do. Putting her under the scheme without necessary documents would clearly be a violation of rules. But denying her the support would be cruel and inhuman. Can you think of a rational way to resolve this dilemma? Give your reasons for it.