Framework for Decision-Making in Administration

 

AI-Based Facial Recognition System

 As the Police Commissioner of a metropolitan city, you have introduced an AI-based facial recognition system to enhance security and crime prevention. The system can track potential criminals and monitor public spaces in real time. However, concerns have emerged: civil rights activists argue that it violates privacy and may be used for mass surveillance; reports suggest that AI has biases, leading to wrongful identification of marginalized groups. Law enforcement officers support the system, claiming it has reduced crime. Tech companies and political leaders push for expanding AI use, citing national security.

(a)    How will you ensure that AI-based policing remains ethical, unbiased, and respects individual privacy?

(b)   What safeguards will you implement to prevent misuse of AI by law enforcement agencies?

(c)    If the AI system incorrectly flags an innocent person as a criminal, what accountability measures should be in place? (250 words | 20 marks)

(a) Remains ethical, unbiased, and respects individual privacy

·         Use the strictly as per the law (Appropriate procedures)

·         Use for specific purpose (No mass surveillance)

·         Collect only necessary data

·         Store data – Security

·         No action – only based on AI

·         Information sharing, transparency and openness

(b) Prevent misuse of AI by law enforcement agencies

·         SOPs – When, how, why to use AI

·         Access only to authorized persons

·         Maintain track of every search – Officer name/purpose/outcome

·         Disciplinary Measures – officers’ misuse/negligence/ignorance

·         Independent Monitoring Committee

·         Whistleblower protection

·         Training the officers – knowledge, skills and values

(c) Incorrect Identification - Accountability Measures

·         AI – only for alert, possibility

·         No action without human review

·         GRM  - Dedicated helpline – fast track review and clearance

·         Innocent person – Explain the procedure, clarification, apology

·         AI Updates -  Increase Accuracy

Conflict of Interest

You are an IAS officer posted in your home district. Your father, a respected political leader, is under investigation for alleged misuse of public funds. As the head of the administration, you are expected to ensure a fair and unbiased inquiry. Your family expects loyalty, while the media and opposition parties accuse you of favouritism. Meanwhile, your junior officers are hesitant to take action due to your familial ties. The public is watching your response closely, as this case will impact the credibility of governance and public trust.

(a)    How will you maintain objectivity and fairness while dealing with an inquiry involving your family?

(b)   What steps will you take to ensure public trust and institutional integrity in your decision?

(c)    How will you handle personal emotions and professional responsibilities in this situation?

Key Points

Conflict

·         Personal Relationships and Constitutional Responsibilities

·         Loyalty to family is a personal virtue and loyalty to the constitution is public duty

(a) Maintain Objectivity and Fairness

·         Primary focus – Public interest

·         Disclose - Conflict of interest

·         Recusal - Step back from all the decisions related to the case

·         Investigating officers – No pressure, Request for Objectivity and Due process

·         Junior Officers – No preferential Treatment

(b) Ensure public trust and institutional integrity

·         Transparency – Public Statement about facts and steps

·         Make it clear that nobody is above the law

·         Whistleblower Protection

·         Timely Investigation

·         Respect for Institutional Autonomy – Investigating officers

·         Cooperate with legal procedure (Me and my family)

·         Avoid political influence (My father’s supporters)

(c) Personal Emotions and Professional Responsibilities

·         Emotional Intelligence – Emotions do not dominate

·         Empathy without favoritism – Father and family

·         Separation of personal life and official duties

·         Moral Courage – Family or political pressure

·         Seek Emotional Support – if required

Conclusion

·         I uphold the principle – Nobody is above the law

·         Actual Integrity and appearance of Integrity

Ethics in International Relations

 

India's Vision for a Peaceful Neighborhood

Just War Theory

Child Labour in Extreme Backward Area

 Rampura, a remote district inhabited by a tribal population, is marked by extreme backwardness and abject (extreme) poverty. Agriculture is the mainstay of the local population, though it is subsistence due to the very small landholdings. There is insignificant industrial or mining activity. Even the targeted welfare programs have inadequately benefited the tribal population. In this restrictive scenario, the youth has begun to migrate to other states to supplement the family income.

Plight of minor girls is that their parents are persuaded by labour contractors to send them to work in the Bt Cotton farms of a nearby state. The soft fingers of the minor girls are well suited for plucking the cotton.

The inadequate living and working conditions in these farms have caused serious health issues for the minor girls.

NGOs in the districts of domicile and the cotton farms appear to be compromised and have not effectively espoused the twin issues of child labour and development of the area.

You are appointed as the District Collector of Rampura.

a)      Identify the ethical issues involved.

b)      Which specific steps will you initiate to ameliorate the conditions of minor girls of your district and to improve the overall economic scenario in the district (250 words)

Key points

Ethical Issues

·         Administrative apathy and lack of political will: Failure to address tribal backwardness, poverty and inadequate implementation of welfare schemes.

·         Lack of proactive governance: Absence of timely interventions to prevent distress migration and exploitation.

·         Distributive injustice: Unequal access to livelihood opportunities, education, healthcare and basic amenities.

·         Child labour and exploitation: Employment of minor girls violates their dignity, rights and legal protections.

·         Violation of human dignity: Treating children as instruments of economic gain rather than individuals with intrinsic worth (Against Kantian ethics).

·         Corruption: Failure of officials to discharge their responsibilities effectively.

·         Compromised civil society: Failure of NGOs to uphold accountability and protect vulnerable communities.

Steps - Minor Girls

·          Rescue and rehabilitation

·          Provision of healthcare

·          Implementation of Right to Education

·          Vocational training + Skill development

·          Consult - Bachpan Bachao Andholan – Kailash Satyarthi

·          Effective implementation of Child labour law

·          SABLA – Adolescent girls – Nutrition and Skills

Steps - Overall Economic Scenario

·          Stakeholders - NGOs, SHGs, Media, Local/religious leaders

·          NGO – Regulation and motivation; positive collaboration

·          Political will – persuasion; reports; generates funds;

·          Modernization of Agriculture – Irrigation; method; transport; price; marketing;

·          Welfare Schemes – Meeting with employees; motivation; steps

·          Industries – Agri-based; small scale; food processing; labour intensive; Ease of doing;

·          Employment - MGNREGA; Self employment, Skill development