UPSC Mains 2026 · GS IV · Q8 · 20 marks · 250 words · Case study

Ravi is a senior police officer with vast experience in riot control and cyber-policing. Since one year, he has been the Superintendent of Police (SP) of a district with a history of frequent rioting. Last year, Ravi had sought installation of an AI enabled software for predictive policing. This system has been operational for approximately six months. This new system employs advanced algorithms for capturing the biometric data of persons in a crowd and swiftly relating it to a data library. This has enabled the police to identify the persons involved in various crimes. The system has identified an immigrant and low-income neighbourhood as a centre for gang violence and drug trafficking. Aided by this AI analysis, the local police has focused its patrolling, preventive detentions and establishing checkposts. Consequently, public order and law enforcement has visibly improved. Last week, some community leaders, civil rights lawyers and human rights activists visited Ravi’s office. They submitted a memorandum that the new system is faulty as it is based on incorrect historical data caused by social biases and discriminatory policing. The memorandum also alleges that the increased surveillance has created a climate of tension amongst residents. This feeling is aggravated by the fact that the residents are not aware of the data noted against their names.

  1. (a) What are the ethical issues including biases involved in the use of AI in data-driven policing?
  2. (b) Place yourself in Ravi’s role and discuss the alternatives available. Justify the action that optimises compliance with ethics.

हिन्दी में

रवि एक वरिष्ठ पुलिस अधिकारी है, जिसे दंगा-नियंत्रण एवं साइबर-पुलिसिंग का विपुल अनुभव है। पिछले एक वर्ष से वह एक ऐसे ज़िले का पुलिस अधीक्षक (एस० पी०) है, जिसका लगातार दंगों का इतिहास है। पिछले वर्ष रवि ने अनुमानात्मक पुलिसिंग के लिए एक ए० आइ० (AI) सॉफ्टवेयर अपने ज़िले में लगवाया। यह प्रणाली लगभग छः महीनों से काम कर रही है। इस नई प्रणाली में भीड़ में मौजूद लोगों के बायोमेट्रिक आँकड़ों को संकलित करने और उन्हें शीघ्रता से एक डेटा भंडार से संबद्ध करने के लिए उन्नत ऐल्गोरिदम का उपयोग किया जाता है। इसने कई तरह के अपराधों में शामिल लोगों को चिह्नित करने में पुलिस की मदद की है। इस प्रणाली ने प्रवासी तथा निम्न-आय वर्ग के एक आवासीय क्षेत्र को सामूहिक हिंसा और नशीले पदार्थों की तस्करी के केंद्र के रूप में चिह्नित किया है। इस AI प्रणाली की सहायता से स्थानीय पुलिस ने अपनी गश्त, निवारक नज़रबंदी (प्रिवेन्टिव डिटेन्शन) और पुलिस नाके की व्यवस्था केन्द्रित की है। इसके फलस्वरूप सार्वजनिक व्यवस्था और कानून प्रवर्तन में सुधार स्पष्ट रूप से दिखाई देता है। पिछले सप्ताह कुछ लोक-नेता, नागरिक अधिकारों के वकील, और मानवाधिकार कार्यकर्ता रवि से उसके कार्यालय में मिले। उन्होंने रवि को एक ज्ञापन दिया कि यह नई प्रणाली त्रुटिपूर्ण है, क्योंकि यह गलत ऐतिहासिक तथ्यों पर आधारित है, और सामाजिक पूर्वाग्रहों तथा भेदभावपूर्ण पुलिसिंग से प्रेरित है। ज्ञापन ने यह भी आरोप लगाया कि बढ़ी हुई निगरानी के कारण वहाँ के रहने वालों में एक तनाव व्याप्त है। यह भाव और बढ़ गया है, क्योंकि उस क्षेत्र में रहने वालों को नहीं पता कि किस प्रकार का डेटा उनके नाम से उसमें दर्ज है।

  1. (a) डेटा-आधारित पुलिसिंग में, AI के उपयोग में शामिल नैतिक मुद्दे और पूर्वाग्रह क्या-क्या हैं?
  2. (b) रवि के स्थान पर खुद को रखकर विचार कीजिए कि आपके समक्ष कौन-से विकल्प उपलब्ध हैं। यह बताइए कि चयनित विकल्प किस तरह नैतिकता के अधिक निकट है।

How a topper answered the closest question

Toppers wrote this one in a test series: “You are posted as the Deputy Commissioner (DC) in a district straddling Haryana and Rajasthan, which has been repeatedly flagged in recent years as a hotspot for cybercrime and online financial fraud. Several nationwide scams involving OTP frauds, fake KYC calls, and online loan apps have been traced to villages in this region. While investigative agencies across states have linked multiple frauds to clusters of young men from the region, the narrative in media and even among law enforcement is becoming increasingly communalized and stigmatizing. Terms like “Cyber Jihad”, “Scam Villages”, and “Digital Jamtara” are being used casually. On the ground, the situation is complex. The region has suffered from long standing neglect: poor schooling, lack of internet literacy, unemployment, low policing infrastructure, and weak digital awareness. Many innocent villagers, particularly from marginalized communities, are being indiscriminately raided or detained based on flimsy digital footprints or IP mismatches. Local youth feel demonized, even when seeking honest employment, and there's growing mistrust between communities and police. On the other hand, rising cybercrime incidents undermine public trust in digital services, hurt national financial security, and burden law enforcement across India. You are under pressure from state and central agencies to deliver swift arrests and “crackdown hard.” Yet, you are also mindful that indiscriminate action may further alienate local communities and deepen socio-religious fault lines. (a) Identify the ethical issues involved in this case. (b) What will be your action as Deputy Commissioner (DC)? (c) What will be your action as District Magistrate (DM)?”

Aakash Om TrivediAIR 73 · CSE 2025 · 271 wordsTheir whole copy

Opening

This case involves balancing short term goals (cyber-crime reduction) and long term goals (bridging development deficit).

Body · points

Stakeholders

1). DC, you

  1. Many men, involve in scam
  2. Citizen impact
  3. Marginalised communities
  4. Central agency
  5. Village

a) Ethical Issues Cybercrime

  1. use of wrong means (cybercrime) to earn money

  2. violation of laws eg IT act section 65

  3. Public trust in digital impact

  4. National Financial security and growth reduced Villages

  5. Development deficit violation of social contract

  6. Indiscriminately raids : Violation of due process (Maneka Gandhi case)

  7. Reduction in social capital

  8. Detain without proof (violation of D.K. Basu guidelines) DC

  9. Adherence to Rule vs Seniors orders (b) Action as DC

  10. Special cyber-commandos unit for addressing this issue

  11. Coordinate with NGO for technical support

  12. Ensure innocent are freed and not arrested

  13. No raid based on religion/caste only through flagging

  14. Coordinate with central institution for awareness generation of Cyber Swachhta

  15. Use of high end tech to bypass VPN.

(c) Action as DM

Security measures

  1. Coordination with DC for finding center of scam
  2. Fund allocation of permanent cyber-tech e) [Cyber-dome, Kerala]
  3. Hire technical graduates for college on internship
  4. Coordinate with IITs for technical support e) C3I - IIT Kanpur

Developmental measures

  1. Saturation of schemes of development

  2. Convergence of all official

  3. Competition in Department for implementation (Aspirational District model)

  4. Field visit: to understand real issues

  5. Long term, ask for developmental package

  6. Create local jobs opportunities

Diagram
* Learn from * Rohit Bansal startup incubator baster * Gaurav (Raj Capital, Raj Jobs)

Close · a framework

Thus, development and security is key for societal issue in line with welfare state goal (Art 38).

How toppers approach this question, and more on its topic: open the question.

Toppers’ answers to other close questions

Source: UPSC, Civil Services (Main) Examination 2026, General Studies Paper IV, Q8. The paper on upsc.gov.in. Themes and links to toppers’ answers are by UPSC Grade, not by UPSC.