UPSC Insights SECURE SYNOPSIS : 26 April 2025
Kartavya Desk Staff
NOTE: Please remember that following ‘answers’ are NOT ‘model answers’. They are NOT synopsis too if we go by definition of the term. What we are providing is content that both meets demand of the question and at the same
General Studies – 1
Q1. The spiritual landscape of ancient India was shaped as much by trade as by theology. Comment. (10 M)
Introduction Ancient Indian spiritual traditions did not evolve in isolation; trade routes served as arteries through which beliefs, rituals, and symbols travelled, reshaping religious geographies and patronage networks.
Role of trade in shaping spiritual diffusion
• Merchants as religious patrons: Traders funded monastic institutions for spiritual merit and prestige. Eg: Jetavana Monastery was gifted to Buddha by Sudatta (Anathapindika), a wealthy merchant of Shravasti.
• Eg: Jetavana Monastery was gifted to Buddha by Sudatta (Anathapindika), a wealthy merchant of Shravasti.
• Pilgrimage circuits aligned with trade routes: Sacred sites emerged along trade routes to serve both spiritual and commercial functions. Eg: Ujjain, Mathura and Sarnath developed as religious hubs along the Dakshinapatha and Uttarapatha trade routes.
• Eg: Ujjain, Mathura and Sarnath developed as religious hubs along the Dakshinapatha and Uttarapatha trade routes.
• Cross-cultural religious exchanges: Indo-Roman and Indo-Greek trade led to syncretic religious influences. Eg: Gandhara School of Art emerged through fusion of Buddhism and Hellenistic elements during Indo-Greek trade (1st century CE).
• Eg: Gandhara School of Art emerged through fusion of Buddhism and Hellenistic elements during Indo-Greek trade (1st century CE).
• Spread of Buddhism via maritime trade: Maritime trade helped propagate Buddhism across South-East Asia. Eg: Buddhist relics and inscriptions found in Borobudur (Indonesia) and Anuradhapura (Sri Lanka) via ancient trade links (ASI, 2023 Excavation Report).
• Eg: Buddhist relics and inscriptions found in Borobudur (Indonesia) and Anuradhapura (Sri Lanka) via ancient trade links (ASI, 2023 Excavation Report).
• Use of trade guilds to disseminate doctrine: Trade guilds served as both commercial and spiritual collectives. Eg: Setthis (merchant guilds) in Andhra and Tamilakam sponsored Buddhist and Jain cave temples, like those in Nasik and Karla (1st century BCE).
• Eg: Setthis (merchant guilds) in Andhra and Tamilakam sponsored Buddhist and Jain cave temples, like those in Nasik and Karla (1st century BCE).
Theology influencing trade-linked cultural patronage
• Theology and economic ethics: Jain and Buddhist doctrines promoted ethical trade practices and simplicity. Eg: Jain texts like Tattvartha Sutra emphasised aparigraha (non-possession), influencing merchant philanthropy .
• Eg: Jain texts like Tattvartha Sutra emphasised aparigraha (non-possession), influencing merchant philanthropy .
• Temple towns as trade magnets: Theocratic centres evolved into urban trading complexes. Eg: Kanchipuram and Madurai became temple-centric urban economies with vast trade networks .
• Eg: Kanchipuram and Madurai became temple-centric urban economies with vast trade networks .
• Monastic orders as economic agents: Monasteries functioned as financial centres offering credit and storing grain. Eg: Nalanda and Vikramashila Mahaviharas acted as economic hubs supported by royal and merchant endowments.
• Eg: Nalanda and Vikramashila Mahaviharas acted as economic hubs supported by royal and merchant endowments.
• Art and iconography shaped by market demand: Religious art styles adapted for wider appeal through trade. Eg: Amaravati and Mathura sculptures catered to diverse patrons along trade routes, influencing stylistic evolution.
• Eg: Amaravati and Mathura sculptures catered to diverse patrons along trade routes, influencing stylistic evolution.
• Pilgrimage economy interlinked with commerce: Pilgrimage spurred economic activities like crafts and hospitality. Eg: Sanchi and Bodh Gaya witnessed flourishing artisan clusters and trade fairs around pilgrimage events .
• Eg: Sanchi and Bodh Gaya witnessed flourishing artisan clusters and trade fairs around pilgrimage events .
Conclusion The sacred in ancient India was inseparable from the commercial; theology enriched trade practices, while commerce ensured the proliferation of belief systems. Acknowledging this interplay is key to reinterpreting India’s spiritual heritage in its full civilisational depth.
Q2. India’s youth embody a paradox of global exposure and local detachment. Examine the causes of this dissonance. What can be done to align their global aspirations with cultural anchoring and civic commitment? (15 M)
Introduction
India’s youth, while thriving in global platforms, often lack deep engagement with their socio-cultural roots and civic duties. This growing dissonance poses challenges to inclusive nation-building.
India’s youth embody a paradox of global exposure and local detachment
• Global connectivity vs national introspection: Youth access global trends via social media but show declining interest in India’s civilizational discourse. Eg: 2023 Pew Survey found over 60% of Indian youth consume international pop culture daily, but only 12% follow Indian classical arts.
• Eg: 2023 Pew Survey found over 60% of Indian youth consume international pop culture daily, but only 12% follow Indian classical arts.
• Economic migration mindset: Aspirations are increasingly geared toward foreign jobs, often sidelining national service. Eg: QS World Employability Rankings 2024 show 70% of top-tier Indian graduates prefer MNC roles abroad.
• Eg: QS World Employability Rankings 2024 show 70% of top-tier Indian graduates prefer MNC roles abroad.
• Western education influence: Western curricula often ignore Indian knowledge systems and civic ethos. Eg: A 2022 AICTE study flagged lack of integration of Indian philosophy, polity, and ethics in technical institutions.
• Eg: A 2022 AICTE study flagged lack of integration of Indian philosophy, polity, and ethics in technical institutions.
• Social detachment from civic issues: Rise in digital activism, but physical participation in social causes remains low. Eg: CSDS-Lokniti Youth Survey 2023 reported only 19% youth participate in offline civic movements, despite high online engagement.
• Eg: CSDS-Lokniti Youth Survey 2023 reported only 19% youth participate in offline civic movements, despite high online engagement.
• Consumerism over citizenship: Neoliberal ideals promote individual success over collective responsibility. Eg: UNDP 2023 Human Development Report warned that “aspiration-led youth cultures” in Asia often undermine local cohesion.
• Eg: UNDP 2023 Human Development Report warned that “aspiration-led youth cultures” in Asia often undermine local cohesion.
Causes of this dissonance
• Pedagogical alienation: Education does not connect students to grassroots realities or Indian civilisational thought. Eg: NEP 2020 acknowledges lack of value-based education and calls for experiential learning tied to local contexts.
• Eg: NEP 2020 acknowledges lack of value-based education and calls for experiential learning tied to local contexts.
• Weak civic education ecosystem: Civics is undervalued in school curricula, reducing early exposure to constitutional roles. Eg: NCERT textbook review (2023) showed civic education often lacks emphasis beyond formal institutions.
• Eg: NCERT textbook review (2023) showed civic education often lacks emphasis beyond formal institutions.
• Urban-rural disjunction: Urban youth grow up in globalized ecosystems, with limited community-level socialisation. Eg: Brookings India 2023 notes higher civic awareness among rural youth engaged in panchayat activities vs urban counterparts.
• Eg: Brookings India 2023 notes higher civic awareness among rural youth engaged in panchayat activities vs urban counterparts.
• Media influence and mimicry: Youth mirror western narratives via reels, influencers, and pop culture without contextual adaptation. Eg: IAMAI-Kantar 2024 report notes Indian youth spend over 3.5 hours daily on Western digital content.
• Eg: IAMAI-Kantar 2024 report notes Indian youth spend over 3.5 hours daily on Western digital content.
• Lack of structured mentorship: Absence of youth-led civic platforms reduces guidance on rooted leadership. Eg: YUVA Scheme (2021) by Ministry of Culture is a rare initiative promoting civic-minded authorship among youth.
• Eg: YUVA Scheme (2021) by Ministry of Culture is a rare initiative promoting civic-minded authorship among youth.
Measures to align their global aspirations with cultural anchoring and civic commitment
• Civic-society partnership in youth development: Institutions must link students to local governance, social work, and cultural immersion. Eg: Unnat Bharat Abhiyan connects over 2700 higher ed institutions with rural India for participatory problem-solving.
• Eg: Unnat Bharat Abhiyan connects over 2700 higher ed institutions with rural India for participatory problem-solving.
• Reform curriculum for rooted cosmopolitanism: Integrate Indian knowledge systems, ethics, and history into STEM and commerce streams. Eg: IIT Gandhinagar’s HSS module teaches Indic epistemologies alongside tech education.
• Eg: IIT Gandhinagar’s HSS module teaches Indic epistemologies alongside tech education.
• National service exposure schemes: Make short-term public service or village immersion programs part of graduation. Eg: Tamil Nadu’s ‘Ilaya Thalaimurai’ initiative (2023) mandates village internships for undergraduates.
• Eg: Tamil Nadu’s ‘Ilaya Thalaimurai’ initiative (2023) mandates village internships for undergraduates.
• Youth-led governance incubators: Launch platforms within universities to simulate civic engagement and policymaking. Eg: Rajasthan Youth Parliament (2024) allows students to present real policy proposals to MLAs.
• Eg: Rajasthan Youth Parliament (2024) allows students to present real policy proposals to MLAs.
• Promote cultural diplomacy and local-global synthesis: Encourage youth exchanges grounded in India’s heritage values. Eg: SPIC MACAY and ICCR collaborate to take Indian classical arts to foreign campuses, creating cultural bridges.
• Eg: SPIC MACAY and ICCR collaborate to take Indian classical arts to foreign campuses, creating cultural bridges.
Conclusion
India’s demographic dividend will deliver only when its youth become globally engaged yet locally grounded changemakers. The future lies in building a generation of leaders with global vision and civilisational depth.
General Studies – 2
Q3. Why do Indian universities struggle to build global credibility despite numerical expansion? Examine systemic barriers to quality enhancement. Suggest structural reforms to align Indian higher education with global standards. (15 M)
Introduction India boasts one of the largest higher education systems globally, yet struggles to produce world-class universities. The mismatch between numerical growth and global relevance stems from entrenched systemic and regulatory flaws.
Why Indian universities struggle to build global credibility
• Quantity-driven expansion without quality benchmarks – New universities have proliferated without investing in foundational teaching and research infrastructure.
• Eg: 1074 universities (UGC, Jan 2023), yet none in QS Top 100 (2024).
• Low global academic integration – Absence of international faculty, limited foreign student enrolment, and minimal academic mobility hinder global presence.
• Eg: India hosts <50,000 international students, while UK attracts over 500,000 (UNESCO GEM Report 2024).
• Bureaucratic interference in academic functioning – Delays in appointments and overregulation reduce agility and competitiveness
• Eg: University of Madras has had no Vice Chancellor since Aug 2023 due to UGC–Governor deadlock.
• Inadequate innovation and research ecosystem – R&D output remains low due to underfunding and poor faculty incentives.
• Eg: India spends only 0.66% of GDP on R&D, compared to 4% by China (Economic Survey 2023).
• Lack of liberal education and interdisciplinary focus – Overemphasis on professional degrees stifles creativity and critical thinking.
• Eg: AICTE removed Humanities from B.Tech in 2021, drawing global criticism.
Systemic barriers to quality enhancement
• Faculty shortages and recruitment delays – Teaching standards suffer due to vacant posts and slow appointment processes.
• Eg: 5182 vacant faculty posts in Central Universities as of Oct 2024.
• Excessive regulatory centralisation – UGC’s prescriptive guidelines leave little room for contextual or innovative practices.
• Eg: Overreach via NET, CUET, CBCS undermines academic flexibility.
• Political and ideological interventions – Curricular content and faculty selections are increasingly influenced by state ideology.
• Eg: Resignations at JNU (2022–24) linked to academic interference.
• Weak industry–academia collaboration – Disconnect between university research and real-world applications hampers employability and innovation.
• Eg: Only 10% of Indian patents emerge from higher education institutions (DST Innovation Index 2023).
• Flawed accreditation and ranking systems – Quality measurement remains superficial and prone to manipulation.
• Eg: High NIRF ranks for some poorly-performing colleges expose methodological flaws.
Structural reforms to align with global standards
• Replace UGC with HECI as a modular regulator – Reform regulatory architecture by separating funding, accreditation, and quality standards.
• Eg: Draft HECI Bill (2018) aimed to streamline governance and remove regulatory overlaps.
• Guarantee academic and administrative autonomy – Legal safeguards are needed to protect universities from political and bureaucratic overreach.
• Eg: Tandon Committee (2009) recommended graded autonomy for Central Universities.
• Scale up alumni endowments and CSR funding – Financial independence through private philanthropy enhances global competitiveness.
• Eg: IIT Bombay alumni endowment exceeds ₹300 crore, supporting global labs and scholarships (IITB Foundation 2023).
• Reform faculty appointment and promotion systems – Introduce tenure-track systems and global salary parity to attract top talent.
• Eg: IISc Bengaluru’s tenure model has drawn foreign researchers and improved retention (IISc Report 2023).
• Facilitate global partnerships and joint degrees – Collaborate with reputed foreign universities through joint research, campuses, and curricula.
• Eg: IIT Madras–Zanzibar campus (2023) offers globally recognised degrees with African partners.
Conclusion India’s demographic and institutional scale must now be matched by a commitment to autonomy, innovation, and global openness. Only a structural transformation—not incremental reforms—can unlock Indian universities’ true potential on the world stage.
Q4. What are the key legal and institutional shortcomings in India’s surveillance oversight architecture? Suggest ways to enhance transparency and accountability. (10 M)
Introduction India’s surveillance regime operates under opaque executive control without judicial or parliamentary oversight, raising serious concerns over privacy, rule of law, and democratic accountability.
Legal shortcomings in surveillance oversight
• Lack of a dedicated surveillance law: Surveillance is governed by outdated laws like the Indian Telegraph Act, 1885 and IT Act, 2000. Eg: Section 5(2) of Indian Telegraph Act permits interception on vague grounds like “public emergency” without procedural clarity.
• Eg: Section 5(2) of Indian Telegraph Act permits interception on vague grounds like “public emergency” without procedural clarity.
• No judicial oversight mechanism: Surveillance approvals are solely granted by executive committees, lacking independent scrutiny. Eg: The Review Committee under Rule 419A of Telegraph Rules comprises only senior bureaucrats from the Centre/State, not judges.
• Eg: The Review Committee under Rule 419A of Telegraph Rules comprises only senior bureaucrats from the Centre/State, not judges.
• Absence of user notification and appeal: Citizens are not informed of surveillance orders, denying them the right to legal remedy. Eg: Puttaswamy Judgment (2017) upheld informational privacy as part of Article 21, but no safeguards exist to inform citizens post-surveillance.
• Eg: Puttaswamy Judgment (2017) upheld informational privacy as part of Article 21, but no safeguards exist to inform citizens post-surveillance.
• Ambiguity on mass surveillance tools: Projects like CMS, NETRA, and NATGRID function without parliamentary sanction. Eg: CAG Report (2022) flagged the lack of legal safeguards in the deployment and functioning of Central Monitoring System (CMS).
• Eg: CAG Report (2022) flagged the lack of legal safeguards in the deployment and functioning of Central Monitoring System (CMS).
• Inapplicability of RTI in intelligence matters: Most agencies are exempt under Section 24 of RTI Act, shielding misuse from public scrutiny. Eg: RAW, IB, NATGRID are listed in the Second Schedule of RTI Act, making surveillance operations opaque.
• Eg: RAW, IB, NATGRID are listed in the Second Schedule of RTI Act, making surveillance operations opaque.
Institutional reforms for transparency and accountability
• Enactment of a surveillance regulation law: Introduce a comprehensive law with safeguards, oversight, and legal remedies. Eg: Justice B.N. Srikrishna Committee (2018) recommended a rights-based framework for surveillance with statutory backing.
• Eg: Justice B.N. Srikrishna Committee (2018) recommended a rights-based framework for surveillance with statutory backing.
• Establishment of an independent oversight body: Create a multi-stakeholder Surveillance Review Authority with judicial involvement. Eg: The UK’s Investigatory Powers Tribunal provides legal redress to individuals surveilled unlawfully.
• Eg: The UK’s Investigatory Powers Tribunal provides legal redress to individuals surveilled unlawfully.
• Parliamentary scrutiny of intelligence agencies: Set up a standing committee to oversee intelligence agency conduct without undermining security. Eg: US Senate Intelligence Committee plays a crucial role in reviewing CIA and NSA operations.
• Eg: US Senate Intelligence Committee plays a crucial role in reviewing CIA and NSA operations.
• Mandatory user notification post-surveillance: Inform individuals once surveillance ends, enabling legal remedy while protecting ongoing investigations. Eg: Germany and Canada have adopted such notification provisions to protect privacy and enhance transparency.
• Eg: Germany and Canada have adopted such notification provisions to protect privacy and enhance transparency.
• Strengthening cyber forensic capabilities: Equip agencies with tools and training to detect, trace, and audit spyware intrusions. Eg: Justice R.V. Raveendran Pegasus Report (2022) proposed a special cyber investigation agency and citizen redressal mechanism.
• Eg: Justice R.V. Raveendran Pegasus Report (2022) proposed a special cyber investigation agency and citizen redressal mechanism.
Conclusion In a data-driven democracy, legality must not lag behind technology. A transparent and accountable surveillance regime is key to preserving constitutional freedoms while ensuring national security.
Q5. The gap between constitutional devolution and functional empowerment has rendered many Panchayats symbolic. Examine. Suggest mechanisms to restore genuine decentralisation. (10 M)
Introduction Despite the constitutional backing of the 73rd Amendment (1992), many Panchayats remain administrative outposts rather than autonomous governance institutions due to limited functional powers and fiscal leeway.
Why Panchayats remain symbolic despite constitutional devolution
• Incomplete functional devolution: Many core functions like sanitation or education are retained by line departments. Eg: The 2024 Devolution Report shows a decline in functional devolution from 35.3% (2013–14) to 29.1% (2021–22) (Ministry of Panchayati Raj).
• Eg: The 2024 Devolution Report shows a decline in functional devolution from 35.3% (2013–14) to 29.1% (2021–22) (Ministry of Panchayati Raj).
• Fiscal dependence on higher governments: Own-source revenues form less than 1% of total Panchayat receipts. Eg: RBI’s State Finances Report 2024 noted that 95% of Panchayat funds are from central/state grants, undermining autonomy.
• Eg: RBI’s State Finances Report 2024 noted that 95% of Panchayat funds are from central/state grants, undermining autonomy.
• Lack of administrative control: Panchayats do not control or supervise frontline functionaries of schemes. Eg: The Second ARC observed that staff accountability in flagship schemes like MGNREGA lies with departments, not Panchayats.
• Eg: The Second ARC observed that staff accountability in flagship schemes like MGNREGA lies with departments, not Panchayats.
• Parallel bodies bypassing PRIs: Vertical schemes often create bodies that dilute Panchayat authority. Eg: 13 parallel entities like Water User Associations and Village Health Committees operate outside Panchayat purview (MoPR 2024).
• Eg: 13 parallel entities like Water User Associations and Village Health Committees operate outside Panchayat purview (MoPR 2024).
• Outdated legal frameworks: State Panchayati Raj Acts do not align with current development needs. Eg: Transform Rural India’s 2024 consultations found many states still use pre-GST tax norms with negligible local fiscal reform.
• Eg: Transform Rural India’s 2024 consultations found many states still use pre-GST tax norms with negligible local fiscal reform.
Mechanisms to restore genuine decentralisation
• Statutory function mapping and activity assignment: Clearly list devolved subjects with activity-based responsibilities. Eg: Kerala’s Activity Mapping (2022 update) details scheme-wise roles for Panchayats, ensuring clarity.
• Eg: Kerala’s Activity Mapping (2022 update) details scheme-wise roles for Panchayats, ensuring clarity.
• Strengthen own-source revenue generation: Modernise tax assessment, collection, and incentivise local taxation. Eg: The 15th Finance Commission recommended a performance-based grant tied to property tax reforms.
• Eg: The 15th Finance Commission recommended a performance-based grant tied to property tax reforms.
• Empower elected representatives through capacity building: Expand simulation-based leadership training for women and SC/ST representatives. Eg: The Sashakt Panchayat-Netri Abhiyan (2025) trains 1.4 million EWRs using real-life governance scenarios.
• Eg: The Sashakt Panchayat-Netri Abhiyan (2025) trains 1.4 million EWRs using real-life governance scenarios.
• Mandate convergence of schemes through Gram Panchayat Development Plans (GPDPs): Integrate all department schemes under Panchayat-led planning. Eg: Tamil Nadu’s Village Poverty Reduction Plan merges state and central schemes via Panchayat forums.
• Eg: Tamil Nadu’s Village Poverty Reduction Plan merges state and central schemes via Panchayat forums.
• Institutionalise social accountability mechanisms: Use digital dashboards, social audits, and community scorecards. Eg: Karnataka’s Panchatantra portal enables real-time tracking of Panchayat finances and decisions.
• Eg: Karnataka’s Panchatantra portal enables real-time tracking of Panchayat finances and decisions.
Conclusion Genuine decentralisation demands not just enabling laws but empowered actors. The next phase of Panchayati Raj must move from tokenism to transformative local governance rooted in clarity, capacity, and control.
General Studies – 3
Q6. “AI may promise productivity, but it risks hardwiring structural gender gaps into the future of work”. Examine the impact of generative AI on women’s employment. Suggest inclusive transition strategies. (10 M)
Introduction Generative AI is fast transforming labour markets, but its disruptive nature is exposing and entrenching pre-existing gender inequalities, especially in tech-driven job ecosystems and leadership pathways.
Impact of generative AI on women’s employment
• Job displacement in feminised sectors: AI is automating back-end services, data entry, customer care—sectors with high female employment. Eg: As per WEF Gender Parity in the Intelligent Age (2025), women are overrepresented in roles most vulnerable to generative AI automation like clerical and administrative jobs.
• Eg: As per WEF Gender Parity in the Intelligent Age (2025), women are overrepresented in roles most vulnerable to generative AI automation like clerical and administrative jobs.
• Widening skills gap in AI and tech: Women are underrepresented in emerging AI domains due to historical STEM participation gaps. Eg: LinkedIn-WEF 2025 report shows women make up only 28% of AI-skilled professionals globally despite narrowing trends.
• Eg: LinkedIn-WEF 2025 report shows women make up only 28% of AI-skilled professionals globally despite narrowing trends.
• Underrepresentation in AI design and leadership: Male-dominated teams design most AI tools, embedding biases into algorithms. Eg: Only 12.2% of C-suite roles in STEM fields were held by women in 2024 (Global Gender Gap Report 2025).
• Eg: Only 12.2% of C-suite roles in STEM fields were held by women in 2024 (Global Gender Gap Report 2025).
• Algorithmic bias in recruitment: AI-powered hiring tools may replicate gender stereotypes unless audited for fairness. Eg: Fortune 500 companies use automation in hiring, often mirroring gender bias in training data (WEF 2025).
• Eg: Fortune 500 companies use automation in hiring, often mirroring gender bias in training data (WEF 2025).
• Reduced access to career augmentation via AI: Women lag behind in adopting AI-enhanced productivity tools, affecting career progression. Eg: A McKinsey 2023 study found men are 1.4 times more likely to adopt AI tools for upskilling.
• Eg: A McKinsey 2023 study found men are 1.4 times more likely to adopt AI tools for upskilling.
Inclusive transition strategies for equitable AI integration
• Gender-responsive skilling initiatives: Launch targeted AI and data science skilling for women with mentoring pipelines. Eg: NSDC–UN Women India (2024) AI skilling program trained over 10,000 women in Tier-II cities for entry-level AI jobs.
• Eg: NSDC–UN Women India (2024) AI skilling program trained over 10,000 women in Tier-II cities for entry-level AI jobs.
• Bias audits and explainable AI frameworks: Mandate regular gender audits of algorithms to ensure fairness. Eg: NITI Aayog’s Responsible AI Guidelines (2023) recommend fairness, transparency, and non-discrimination in public AI systems.
• Eg: NITI Aayog’s Responsible AI Guidelines (2023) recommend fairness, transparency, and non-discrimination in public AI systems.
• Incentivised hiring and retention policies: Provide fiscal incentives to companies for gender-diverse hiring and leadership quotas in AI fields. Eg: Israel’s She Codes program links tax incentives to women-in-tech quotas, leading to a 20% increase in tech sector female hiring.
• Eg: Israel’s She Codes program links tax incentives to women-in-tech quotas, leading to a 20% increase in tech sector female hiring.
• AI curriculum in women-centric institutions: Integrate emerging tech courses in women’s colleges and ITIs to bridge the access gap. Eg: Delhi Government (2024) introduced AI modules in 30 women’s polytechnic colleges under Skill India Mission.
• Eg: Delhi Government (2024) introduced AI modules in 30 women’s polytechnic colleges under Skill India Mission.
• Gender-sensitive digital public infrastructure: Design DPI to enable inclusive participation of women in the AI economy. Eg: Aadhaar-enabled e-learning platforms under PMKVY 4.0 are being modified to improve female drop-out recovery (MSDE 2024).
• Eg: Aadhaar-enabled e-learning platforms under PMKVY 4.0 are being modified to improve female drop-out recovery (MSDE 2024).
Conclusion A gender-blind AI revolution will deepen labour market exclusion. Embedding equity in AI governance today is essential to ensure that tomorrow’s tech economy empowers—not marginalises—half the population.
Q7. The fourth global coral bleaching event marks a tipping point in marine ecology. Analyse its scale and causes. Evaluate its repercussions on marine species. (10 M)
Introduction The 2023–25 bleaching event has impacted over 83.7% of global reef area, reflecting the onset of systemic marine ecological breakdown caused by intensifying climate and anthropogenic stressors.
Scale and causes of the fourth global coral bleaching event
• Unprecedented marine heat stress: Sea temperatures have reached record highs, driving thermal-induced stress on corals. Eg:– As per NOAA (April 2025), 84% of reef areas globally experienced bleaching-level heat, marking the largest such event recorded.
• Eg:– As per NOAA (April 2025), 84% of reef areas globally experienced bleaching-level heat, marking the largest such event recorded.
• Declining recovery intervals: Frequent bleaching events prevent ecosystem recovery, weakening long-term reef resilience. Eg:– The Great Barrier Reef faced six mass bleaching events from 2016 to 2024, including consecutive events in 2022 and 2024 (GBRMPA).
• Eg:– The Great Barrier Reef faced six mass bleaching events from 2016 to 2024, including consecutive events in 2022 and 2024 (GBRMPA).
• El Niño amplification of ocean warming: The 2023–24 El Niño intensified ocean surface heating, accelerating bleaching onset. Eg:– WMO (2024) linked the current El Niño to widespread bleaching in the Pacific and Caribbean.
• Eg:– WMO (2024) linked the current El Niño to widespread bleaching in the Pacific and Caribbean.
• Anthropogenic local stressors: Runoff, overfishing, and industrial pollution reduce coral tolerance to thermal stress. Eg:– UNEP (2023) identified nutrient loading and sedimentation in South Asian reefs as key aggravators of bleaching vulnerability.
• Eg:– UNEP (2023) identified nutrient loading and sedimentation in South Asian reefs as key aggravators of bleaching vulnerability.
• Expanded alert level categorisation: Revised NOAA classifications reflect the evolving intensity of coral mortality risks. Eg:– In December 2023, Alert Levels 3–5 were introduced by NOAA to capture >80% mortality risk in reefs worldwide.
• Eg:– In December 2023, Alert Levels 3–5 were introduced by NOAA to capture >80% mortality risk in reefs worldwide.
Repercussions on marine species
• Loss of biodiversity hotspots: Coral reefs sustain complex ecosystems that collapse with bleaching. Eg:– IUCN (2024) reported 25% of marine species lost habitat in bleached areas of the Coral Triangle.
• Eg:– IUCN (2024) reported 25% of marine species lost habitat in bleached areas of the Coral Triangle.
• Collapse of food chains: Coral death disrupts primary productivity, impacting all trophic levels. Eg:– Nature Ecology (2024) recorded 60% fish biomass reduction in Caribbean reefs after the bleaching crisis.
• Eg:– Nature Ecology (2024) recorded 60% fish biomass reduction in Caribbean reefs after the bleaching crisis.
• Destruction of breeding and nursery grounds: Coral reefs serve as reproductive zones for key species. Eg:– NOAA (2025) highlighted disrupted parrotfish and grouper spawning in Florida reef zones due to coral die-off.
• Eg:– NOAA (2025) highlighted disrupted parrotfish and grouper spawning in Florida reef zones due to coral die-off.
• Rising coral diseases: Bleaching weakens immune function in corals, increasing susceptibility to pathogens. Eg:– WHOI (2023) noted a threefold rise in coral infections across the Western Indian Ocean following bleaching events.
• Eg:– WHOI (2023) noted a threefold rise in coral infections across the Western Indian Ocean following bleaching events.
• Decline of keystone species: Species vital to reef balance are being lost, accelerating ecological destabilisation. Eg:– WWF (2024) found severe decline of clownfish and butterflyfish in South Pacific coral ecosystems.
• Eg:– WWF (2024) found severe decline of clownfish and butterflyfish in South Pacific coral ecosystems.
Conclusion Coral bleaching now reflects a chronic planetary failure rather than isolated crises. Protecting reef futures requires deep global emission cuts and proactive reef resilience planning through science-backed marine governance.
Q8. Why have terrorist networks in India continued to survive despite decades of countermeasures? Examine the institutional weaknesses in the security apparatus. Discuss the role of external support and radical narratives in sustaining terrorism. Suggest a comprehensive reform strategy. (15 M)
Introduction
Despite significant tactical gains, terrorism in India persists due to an evolving nexus of external enablers, internal governance gaps, and ideological entrenchment, making it a complex national security challenge beyond conventional policing.
Reasons for survival of terrorist networks in India
• Cross-border sanctuaries: Terror groups exploit porous borders and lack of effective surveillance. Eg: Pakistan-backed groups like LeT and JeM continue to operate training camps across the LoC (MEA, 2024).
• Eg: Pakistan-backed groups like LeT and JeM continue to operate training camps across the LoC (MEA, 2024).
• Digital radicalisation ecosystems: Social media and encrypted platforms enable remote indoctrination and mobilisation. Eg: Islamic State modules in Kerala and Karnataka used Telegram and Rocket.Chat for recruiting youth (NIA, 2023).
• Eg: Islamic State modules in Kerala and Karnataka used Telegram and Rocket.Chat for recruiting youth (NIA, 2023).
• Local socio-political alienation: Unresolved grievances in conflict-prone areas fuel resentment and recruitability. Eg: In parts of South Kashmir, post-2016 Burhan Wani killing led to local youth joining militancy (SATP, 2023).
• Eg: In parts of South Kashmir, post-2016 Burhan Wani killing led to local youth joining militancy (SATP, 2023).
• Failure of ideological counter-narratives: State initiatives lack credibility or cultural relevance to counter radical doctrines. Eg: The Hamari Dharohar Scheme was underutilised for minority outreach, leading to limited impact (MoMA, 2024).
• Eg: The Hamari Dharohar Scheme was underutilised for minority outreach, leading to limited impact (MoMA, 2024).
Institutional weaknesses in the security apparatus
• Intelligence fragmentation: Lack of seamless integration between central and state intelligence units hampers coordination. Eg: 2021 Pulwama-style attacks foiled in Punjab exposed gaps in actionable data-sharing (Punjab Police Briefing, 2022).
• Eg: 2021 Pulwama-style attacks foiled in Punjab exposed gaps in actionable data-sharing (Punjab Police Briefing, 2022).
• Manpower and training deficits: Police forces lack specialised skills for CT (counter-terror) operations and cyber threats. Eg: India has 145 police per lakh population vs UN norm of 222 (BPRD, 2024).
• Eg: India has 145 police per lakh population vs UN norm of 222 (BPRD, 2024).
• Legal loopholes and misuse: Existing laws like UAPA face operational delays and low conviction due to procedural lapses. Eg: NCRB 2022 shows less than 3% conviction rate under UAPA due to poor case preparation and delays.
• Eg: NCRB 2022 shows less than 3% conviction rate under UAPA due to poor case preparation and delays.
• Lack of urban terror readiness: Metropolitan counter-terror infrastructure is underprepared for asymmetric threats. Eg: 2023 Delhi IED incident revealed gaps in real-time surveillance and perimeter security (Delhi Police Annual Report, 2023).
• Eg: 2023 Delhi IED incident revealed gaps in real-time surveillance and perimeter security (Delhi Police Annual Report, 2023).
Role of external support and radical narratives
• State sponsorship of terror: Hostile neighbours provide logistics, ideological backing, and diplomatic cover to terror groups. Eg: FATF grey-listed Pakistan for terror financing links with groups targeting India (FATF Report, Oct 2023).
• Eg: FATF grey-listed Pakistan for terror financing links with groups targeting India (FATF Report, Oct 2023).
• Diaspora funding networks: Remittance corridors are misused to channel funds to sleeper cells and insurgents. Eg: NIA raids in Tamil Nadu and Kerala (2024) revealed funding via hawala and crypto from Gulf-based actors.
• Eg: NIA raids in Tamil Nadu and Kerala (2024) revealed funding via hawala and crypto from Gulf-based actors.
• Global jihadist propaganda: Transnational narratives from ISIS or Al-Qaeda are adapted to local contexts by recruiters. Eg: The ‘Ghazwa-e-Hind’ doctrine is used by Pakistan-based outfits to radicalise Indian youth online (EU DisinfoLab, 2023).
• Eg: The ‘Ghazwa-e-Hind’ doctrine is used by Pakistan-based outfits to radicalise Indian youth online (EU DisinfoLab, 2023).
• Cross-platform digital warfare: Radicalisation is spread through short-form content, gaming platforms, and localised apps. Eg: AI-generated propaganda in regional languages found on TikTok clones and niche platforms (CERT-In, 2024).
• Eg: AI-generated propaganda in regional languages found on TikTok clones and niche platforms (CERT-In, 2024).
Comprehensive reform strategy
• Unified intelligence grid: Fast-track implementation of NATGRID with real-time interlinking of state databases. Eg: Kargil Review Committee (1999) and Naresh Chandra Task Force (2012) both stressed intelligence integration.
• Eg: Kargil Review Committee (1999) and Naresh Chandra Task Force (2012) both stressed intelligence integration.
• Community-led counter-radicalisation: Involve religious scholars, youth leaders, and civil society in preventive outreach. Eg: De-radicalisation programme in Maharashtra uses local imams and NGOs to reintegrate vulnerable youth (State Police Report, 2023).
• Eg: De-radicalisation programme in Maharashtra uses local imams and NGOs to reintegrate vulnerable youth (State Police Report, 2023).
• Reform legal architecture: Ensure UAPA and NIA Act have time-bound investigation protocols, and external judicial oversight. Eg: Law Commission (2023) recommended mandatory judicial scrutiny for preventive detention beyond 90 days.
• Eg: Law Commission (2023) recommended mandatory judicial scrutiny for preventive detention beyond 90 days.
• Hardening critical targets: Build smart surveillance infrastructure for soft targets in tourist and urban zones. Eg: After 2025 Pahalgam attack, facial recognition, drone patrols, and AI-based risk mapping introduced in Srinagar (MHA Update, April 2025).
• Eg: After 2025 Pahalgam attack, facial recognition, drone patrols, and AI-based risk mapping introduced in Srinagar (MHA Update, April 2025).
Conclusion
To dismantle terrorist networks, India must move beyond reactive posturing to an anticipatory, integrated and community-anchored national security model—where technology, legal reform, and civic trust act as the first line of defence.
General Studies – 4
Q9. “Plato’s notion of justice seeks harmony in the soul before order in the state”. Examine. How is this idea relevant to leadership ethics today? (10 M)
Introduction Plato viewed justice not as a legal norm but as a moral order rooted in individual self-mastery. His idea finds enduring relevance in shaping ethical leadership and governance.
Plato’s conception of justice as internal harmony
• Tripartite soul and functional justice: Justice exists when reason guides spirit and desire within the soul. Eg: Plato’s Republic Book IV defines justice as the harmonious functioning of reason (wisdom), spirit (courage), and appetite (moderation).
• Eg: Plato’s Republic Book IV defines justice as the harmonious functioning of reason (wisdom), spirit (courage), and appetite (moderation).
• Inner virtue as the foundation of just rule: Only self-regulated individuals are fit to lead society ethically. Eg: Philosopher Kings in Plato’s ideal state are selected after decades of training in ethics, logic, and dialectics.
• Eg: Philosopher Kings in Plato’s ideal state are selected after decades of training in ethics, logic, and dialectics.
• Justice as harmony, not legalism: Focus on moral alignment over legal punishment or retribution. Eg: Norway’s rehabilitation-oriented justice reforms (2023) reflect restorative justice, consistent with Platonic thinking.
• Eg: Norway’s rehabilitation-oriented justice reforms (2023) reflect restorative justice, consistent with Platonic thinking.
• Moral education as a civic prerequisite: Justice requires a value-oriented education system. Eg: Plato advocated for paideia, a system of moral and intellectual education essential for future rulers.
• Eg: Plato advocated for paideia, a system of moral and intellectual education essential for future rulers.
• Justice begins in the soul, not the state: An unjust person cannot create a just system. Eg: Corruption in democratic states often stems from personal moral failure, not institutional gaps.
• Eg: Corruption in democratic states often stems from personal moral failure, not institutional gaps.
Relevance to leadership ethics today
• Moral integrity before authority: Personal ethical clarity is a prerequisite for public responsibility. Eg: 2023 CAG report on environmental clearance scams showed how bureaucrats compromised due to inner ethical collapse.
• Eg: 2023 CAG report on environmental clearance scams showed how bureaucrats compromised due to inner ethical collapse.
• Ethical self-regulation in decision-making: Leaders rooted in moral discipline resist populism and pressure. Eg: E. Sreedharan, known for integrity during the Delhi Metro project, balanced public duty with personal rectitude.
• Eg: E. Sreedharan, known for integrity during the Delhi Metro project, balanced public duty with personal rectitude.
• Virtue-based training for civil servants: Ethics education must nurture the inner moral compass. Eg: 2nd ARC Report (2007) recommended a Code of Ethics rooted in selflessness, objectivity, and integrity.
• Eg: 2nd ARC Report (2007) recommended a Code of Ethics rooted in selflessness, objectivity, and integrity.
• Inner harmony strengthens ethical resilience: A leader with emotional balance withstands unethical temptations. Eg: DoPT’s 2022 initiative introduced psychological counselling for probationers to enhance moral resilience.
• Eg: DoPT’s 2022 initiative introduced psychological counselling for probationers to enhance moral resilience.
• Justice in leadership demands ethical introspection: Power must rest on internal moral scrutiny, not external control. Eg: Jacinda Ardern’s 2023 resignation cited loss of personal ethical drive, reflecting Plato’s idea of internal dissonance leading to just exit.
• Eg: Jacinda Ardern’s 2023 resignation cited loss of personal ethical drive, reflecting Plato’s idea of internal dissonance leading to just exit.
Conclusion Plato’s vision offers more than ancient wisdom—it’s a contemporary tool. In a world of moral noise, ethical leadership demands inner clarity to create outer justice.
Q10. Emotional intelligence (EI) strengthens institutional empathy. Examine its role in handling citizen grievances. Suggest ways to train civil servants in EI. (10 M)
Introduction Emotional intelligence (EI) empowers civil servants to understand, manage, and respond to human emotions in a way that builds trust, enhances fairness, and ensures dignity in administrative processes.
Role of emotional intelligence in handling citizen grievances
• Fosters empathetic engagement: EI allows officials to listen actively and validate citizens’ emotions, improving grievance handling. Eg: The Samvedna initiative (2023) by Delhi Police trains officers in empathy to better deal with complainants.
• Eg: The Samvedna initiative (2023) by Delhi Police trains officers in empathy to better deal with complainants.
• De-escalates emotionally charged situations: Emotionally intelligent responses calm tensions and avoid adversarial outcomes. Eg: Chhattisgarh Police Mediation Cells resolved 300+ family conflicts in 2022 through EI-based conciliation.
• Eg: Chhattisgarh Police Mediation Cells resolved 300+ family conflicts in 2022 through EI-based conciliation.
• Builds institutional trust and legitimacy: Citizens are more likely to approach emotionally aware institutions. Eg: The Sutharyam project (Kerala, 2022) used empathetic video replies in grievance redressal, enhancing public satisfaction.
• Eg: The Sutharyam project (Kerala, 2022) used empathetic video replies in grievance redressal, enhancing public satisfaction.
• Reduces adversarial litigation: EI encourages early resolution through dialogue and understanding. Eg: Lok Adalats succeed in part due to conciliators trained in emotional regulation, per NALSA protocols.
• Eg: Lok Adalats succeed in part due to conciliators trained in emotional regulation, per NALSA protocols.
• Strengthens ethical sensitivity: EI guards against moral disengagement during service delivery. Eg: The Justice Verma Committee (2013) stressed emotional intelligence training in sensitive public interactions.
• Eg: The Justice Verma Committee (2013) stressed emotional intelligence training in sensitive public interactions.
Ways to train civil servants in emotional intelligence
• Formal training in service academies: EI modules should be embedded in both foundational and mid-career programs. Eg: Mission Karmayogi (2020) includes emotional competencies via the iGOT platform.
• Eg: Mission Karmayogi (2020) includes emotional competencies via the iGOT platform.
• Use of simulation and role-play methods: Replicating grievance scenarios improves empathetic behaviour under pressure. Eg: The Tamil Nadu Civil Services Academy adopts scenario-based emotional learning.
• Eg: The Tamil Nadu Civil Services Academy adopts scenario-based emotional learning.
• Reflective practices and mentoring: Group discussions and guided feedback sessions enhance emotional regulation. Eg: The UK Civil Service Toolkit uses structured peer mentoring for emotional development.
• Eg: The UK Civil Service Toolkit uses structured peer mentoring for emotional development.
• Psychometric evaluations and feedback loops: Profiling EI levels helps tailor personal growth plans. Eg: Rajasthan’s DARPAN project (2021) included EI-based assessments for public-facing officers.
• Eg: Rajasthan’s DARPAN project (2021) included EI-based assessments for public-facing officers.
• Stress and mindfulness workshops: Building inner awareness is critical for sustaining EI in high-pressure roles. Eg: Maharashtra Police (2023) saw decline in staff burnout after regular emotional wellness sessions.
• Eg: Maharashtra Police (2023) saw decline in staff burnout after regular emotional wellness sessions.
Conclusion A grievance-handling system infused with emotional intelligence transforms public service into a platform of dignity and justice. Institutionalising EI can create an empathetic bureaucracy fit for a participatory democracy.
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