Section A — Economy & Agriculture

Q1. India became the world’s fourth-largest economy in 2025, surpassing Japan, yet its per capita GDP remains approximately $2,900. Examine the structural factors underlying this paradox and evaluate the policy reforms needed to translate aggregate economic size into broad-based prosperity.

[GS-3 | 20 Marks | 350 Words]

Source: India Fourth Largest Economy — Japan

Introduction: India’s nominal GDP crossed $4.18 trillion in 2025, making it the world’s fourth-largest economy — behind the US ($29 trillion), China ($18 trillion), and Germany ($4.5 trillion). Simultaneously, India’s per capita GDP at ~$2,900 places it in the World Bank’s lower-middle-income category ($1,136–$4,465) — approximately one-fourteenth of the US and one-third of China. This aggregate-per capita paradox reflects a fundamental structural reality: 1.44 billion people divides even a large GDP into modest individual shares.

Structural Factors Behind the Paradox:

Population denominator: India’s population is 4× Germany’s and 10× Japan’s — each rupee of GDP is divided among far more people. China achieved per capita parity with India’s current level in 2006 (GDP ~$3 trillion, population 1.28 billion); its subsequent decade of 10%+ growth with population stabilisation pushed per capita to ~$12,700.

Structural economic composition: Agriculture employs ~42% of India’s workforce but contributes only ~15% of GVA — a classic “labour productivity trap.” Manufacturing contributes ~17% of GDP (China peaked at ~32%), insufficient to absorb the 12 million persons entering the workforce annually. The services sector (IT, finance, trade, transport) contributes ~55% of GVA but is concentrated in urban clusters and employs a disproportionately educated minority.

Informality: ~90% of India’s 550 million workers are in the informal economy — low productivity, no social protection, limited capital investment. Only 13% of MSMEs (contributing 27–30% of GDP) access formal credit.

Human capital deficit: NFHS-5 data: 57% of children under 5 are anaemic; India’s HDI rank (132nd, 2023) lags its GDP rank (4th). Female labour force participation at ~37% represents a massive exclusion from productive activity.

Regional inequality: Top 5 states by per capita GSDP (Goa, Sikkim, Delhi, Karnataka, Telangana) produce 3–4 times the output of the bottom 5 (Bihar, UP, Jharkhand, MP, Chhattisgarh).

Way Forward:

  • Accelerate manufacturing’s GDP share to 25% by 2030 through PLI expansion, operationalising all four Labour Codes, and dedicated industrial townships
  • Target female LFPR increase to 50% by 2030 through universal childcare infrastructure and flexible work regulation
  • Close the MSME credit gap through a dedicated MSME Development Bank (Rs 50,000 crore capitalisation) providing collateral-free working capital
  • Implement a National Nutrition Mission 2.0 targeting elimination of child anaemia by 2035 as a human capital investment, not welfare

Q2. HPCL’s LC-Max Residue Facility at Visakh Refinery was inaugurated in January 2026, positioning India to process heavy crude more efficiently. Examine the strategic significance of India’s refinery upgrading programme and evaluate India’s energy security framework in the context of global crude oil market volatility.

[GS-3 | 15 Marks | 250 Words]

Source: HPCL LC-Max Residue Facility

Introduction: Hindustan Petroleum Corporation Limited (HPCL) commissioned the LC-Max (Lube Extraction Maximisation) Residue Upgradation Unit at its Visakhapatnam Refinery in January 2026 — a Rs 2,800 crore investment enabling processing of the heaviest crude fractions (vacuum residue) into high-value distillates (diesel, petrol, LPG) rather than low-value fuel oil. India’s 23 refineries (combined capacity: ~254 MMTPA, third-largest globally) currently have uneven heavy crude processing capacity, creating a strategic vulnerability as the global crude slate shifts toward heavier, sourer grades.

Strategic Significance of Refinery Upgrading: India imports ~87% of its crude oil requirements. The refinery upgrading programme (LC-MAX, DHDT, VGO hydrotreaters across IOCL, BPCL, HPCL) serves three strategic objectives: (1) Crude flexibility — processing a wider range of crude grades, including discounted Russian ESPO/Urals (which India has procured at $10–15/barrel discounts since 2022) without sacrificing distillate yield; (2) Product quality — meeting BS-VI emission norms (Euro 6 equivalent) requiring ultra-low sulphur fuels, which heavier crudes cannot produce without upgrading; (3) Export competitiveness — India has emerged as a net petroleum product exporter (~$95 billion FY25), and upgrading facilities maximise the value of each barrel processed.

Energy Security Framework — Assessment: India’s energy security rests on three pillars: supply diversification (Middle East, Russia, Africa, Americas), strategic petroleum reserves (SPR — 5.33 MMT at Visakhapatnam, Mangaluru, Padur — covering ~10 days of net imports, well below the IEA’s 90-day standard for members), and demand management (PAT scheme, energy efficiency standards). The framework is adequate for short-term supply disruptions but vulnerable to prolonged geopolitical crises — India’s SPR covers barely 10 days vs Japan’s 150+ days.

Way Forward:

  • Expand SPR capacity to 30 days of net import cover by 2030 — prioritising underground rock cavern storage (Padur Phase II) for cost-effectiveness and security
  • Mandate refinery upgrading investments across all PSU refineries to achieve 95%+ distillate yield by 2030, reducing fuel oil exposure
  • Accelerate domestic crude production through enhanced oil recovery (EOR) in mature ONGC fields and fast-tracking OALP (Open Acreage Licensing Policy) blocks

Section B — Environment & Ecology

Q3. The White-bellied Heron (Ardea insignis) — with fewer than 60 individuals globally — faces existential habitat threat from the proposed Kalai-II Hydropower Project in Arunachal Pradesh. Examine the recurring conflict between hydropower development and biodiversity conservation in Northeast India and evaluate whether India’s environmental governance framework adequately resolves this tension.

[GS-3 | 15 Marks | 250 Words]

Source: White-bellied Heron — Kalai Hydropower

Introduction: The White-bellied Heron (Ardea insignis, Critically Endangered, IUCN Red List) has a global population of fewer than 60 individuals — making it one of Asia’s rarest birds. India holds 10–15 birds, primarily along the Lohit, Dibang, and Siang rivers in Arunachal Pradesh. The proposed 1,200 MW Kalai-II Project on the Lohit would impound critical nesting and foraging habitat — braided river channels with exposed sandbars and tall riparian forest that the species requires exclusively.

The Structural Conflict: Arunachal Pradesh holds ~34,000 MW of hydropower potential — India’s largest — and the Central Electricity Authority has identified 160+ sites. Northeast India’s Indo-Burma Biodiversity Hotspot designation creates an inherent contradiction: energy development requires precisely the river systems that anchor endemic wildlife corridors. The Brahmaputra basin’s ecological integrity depends on the seasonal flow dynamics, sediment transport, and gravel bar morphology that large dams destroy permanently.

Environmental Governance Gaps:

  • Cumulative impact blindspot: The EIA Notification 2006 requires project-level assessment. Cumulative impacts of 5–7 dams on the same river (as proposed for the Lohit basin) are not assessed holistically — each project is evaluated in isolation.
  • NBWL rubber-stamp: The National Board for Wildlife has approved >90% of projects referred to it, including several in critical wildlife habitats, raising questions about its independence from development pressures.
  • Forest clearance speed: Stage I and Stage II forest clearances under the Forest Conservation Act 1980 (now Forest Conservation Amendment Act 2023) have been streamlined — reducing procedural safeguards for ecologically sensitive projects.
  • Species protection gap: The White-bellied Heron is listed under Schedule I of the Wildlife Protection Act 1972 (highest protection), but Schedule I protection does not prevent habitat destruction — only direct killing or capture.

Way Forward:

  • Mandate river basin-level Strategic Environmental Assessments (SEA) before approving any new hydropower project in the Brahmaputra and its tributaries — treating the basin as an ecological unit
  • Designate the Lohit River corridor from Kibithoo to Brahmaputra confluence as an Ecologically Sensitive Zone under EPA 1986, providing habitat-level legal protection for White-bellied Heron sites
  • Explore pumped storage hydropower on existing reservoirs and solar-wind hybrids as alternatives that avoid new river impoundments in critical habitats

Q4. The Loktak Protocluster discovery in Manipur — announced by the National Astronomical Observatory of Japan (NAOJ) — positions the Loktak Lake area as a potential site for advanced astronomical research. Examine the significance of this discovery and evaluate the opportunities and challenges of developing India’s astronomical research infrastructure in Northeast India.

[GS-3 | 10 Marks | 150 Words]

Source: Loktak Protocluster — Manipur Astrophysicist NAOJ

Introduction: Indian astrophysicist Dr. Lokeshwari Moirangthem (Manipur), working with the National Astronomical Observatory of Japan (NAOJ), announced the discovery of a galaxy protocluster — a gravitationally bound precursor structure that will evolve into a massive galaxy cluster — at a redshift corresponding to the early universe (~10 billion years ago). Named informally the “Loktak Protocluster” after Loktak Lake, this discovery using the Subaru Telescope (Mauna Kea, Hawaii) places Indian researchers in an elite group working on large-scale structure cosmology.

Significance: Protoclusters are critical to understanding how the universe’s largest structures — galaxy clusters containing thousands of galaxies and vast amounts of dark matter — formed from primordial density fluctuations. Identifying protoclusters at high redshift tests models of hierarchical structure formation. The Indian contribution reflects the growing participation of Indian astrophysicists in international mega-telescope collaborations (Subaru, TMT, Square Kilometre Array).

India’s Astronomical Infrastructure — Opportunity in Northeast: Northeast India’s high-altitude terrain (Merak, Ladakh; Hanle, Ladakh already houses IAO) and dark sky conditions offer potential for optical and infrared observatory development. However, Northeast India specifically faces challenges: seismic sensitivity, cloud cover during monsoon (6+ months), political sensitivity in border states (Arunachal, Manipur), and logistics for precision instrument installation. India’s existing Devasthal Optical Telescope (DOT, 3.6m, Nainital) and the planned India TMT (Thirty Metre Telescope, Ladakh) represent the priority investment pathway — Northeast serves better as a radio astronomy site (lower frequency observations less affected by cloud cover).


Section C — Science & Technology / Internal Security

Q5. The DRDO’s Pralay quasi-ballistic missile system demonstrated salvo launch capability in January 2026. Examine the strategic significance of the Pralay missile in India’s conventional deterrence posture and evaluate India’s progress in indigenising precision-strike weapon systems.

[GS-3 | 15 Marks | 250 Words]

Source: DRDO Pralay Missile — Precision Strike

Introduction: The Defence Research and Development Organisation (DRDO) conducted a salvo launch of two Pralay quasi-ballistic missiles simultaneously at the Chandipur Integrated Test Range (ITR), Odisha, in January 2026. Pralay — range 150–500 km, Circular Error Probable (CEP) <10 metres, solid-fuel, canister-based for rapid deployment, and manoeuvrable in terminal phase — was jointly developed by DRDO’s Advanced Systems Laboratory (ASL, Hyderabad) and uses NavIC for navigation, eliminating GPS dependency.

Strategic Significance: Pralay fills a critical gap in India’s conventional deterrence architecture — below the Agni SRBM (nuclear-capable, 700+ km) and above the BrahMos cruise missile (290 km range-cap under MTCR, though India’s exit from MTCR constraints has opened development of longer-range variants). The salvo capability — two missiles fired simultaneously — is specifically designed to saturate adversary Anti-Ballistic Missile defences (both Pakistan’s HQ-9/HQ-16 systems and China’s HQ-22 systems have finite interception rates; simultaneous terminal-phase manoeuvring missiles overwhelm them).

Two-Front Application: On the western front (Pakistan), Pralay can target Pakistani Air Force bases, ammunition depots, and communication nodes within 500 km of the border — degrading air power before its deployment. On the northern front (China), Pralay provides strike capability against PLA forward air bases in Tibet (Shigatse, Ngari Gunsa) — a deterrent against Chinese first-strike air operations.

Indigenisation Progress: Pralay is ~90% indigenous — propellant, guidance electronics, warhead. Remaining import dependencies: certain rare-earth materials in guidance electronics (sourced from China, ironically — a supply chain vulnerability), and specialised manufacturing equipment for solid propellant grain casting. The National Critical Mineral Mission directly addresses the rare-earth dependency.

Way Forward:

  • Fast-track serial production at BDL (Bharat Dynamics Limited) with a target of 2 full regiments’ worth of Pralay batteries inducted by 2028
  • Develop a next-generation Pralay-NG with 700 km range and hypersonic terminal phase — bridging the gap to the LR-AShM being developed for maritime strike

Q6. India’s army modernisation programme under the Integrated Battle Groups (IBG) concept aims to replace the traditional division-based structure with leaner, self-contained battle formations. Examine the IBG concept and evaluate India’s army restructuring in the context of evolving threats on the China and Pakistan borders.

[GS-3 | 15 Marks | 250 Words]

Source: India Army Modernisation — Networking

Introduction: The Indian Army’s Integrated Battle Group (IBG) concept — under development since the Rawat era and continuing under subsequent Army Chiefs — restructures the traditional three-tier hierarchy (Corps → Division → Brigade) by creating self-contained, combined-arms IBGs of ~5,000 personnel, incorporating infantry, armour, artillery, engineers, logistics, and aviation organically. The first operational IBGs are being fielded on the Western and Northern Command fronts. The IBG concept accompanies the broader Army Design Bureau mandate: 68% of Army equipment to be indigenously sourced by 2027.

The IBG Concept: Traditional division-based warfare required the Division HQ to coordinate component arms — creating decision-making latency that the IBG eliminates by placing all assets under a single IBG commander with organic fire support, logistics, and intelligence. IBGs are designed for rapid offensive action (particularly relevant for the offensive-dominant terrain of Rajasthan and Punjab plains) and for distributed operations in high-altitude terrain (Ladakh, Sikkim) where traditional logistics chains are impossible.

Relevance to Evolving Threats: On the China front, PLA’s own structural reorganisation (15 Group Armies, light combined-arms brigades with C4ISR integration) and its demonstrated capability for rapid mobilisation (as seen in the Galwan build-up, April 2020) demands an Indian response that can mobilise quickly without lengthy cross-attachment procedures. IBGs reduce mobilisation time from 72–96 hours (traditional division) to an estimated 24–48 hours.

On the Pakistan front, the primary scenario is a short, intense conventional conflict — where IBGs’ self-sufficiency provides operational resilience against communication disruption and logistics interdiction.

Critical Limitations: Raising IBGs without reducing overall headcount perpetuates India’s manpower-heavy force structure (1.4 million active army personnel). The true modernisation dividend comes from the Tour of Duty (Agnipath) scheme reducing long-term pension commitments, freeing capital for technology investment.

Way Forward:

  • Integrate IBGs with the Army’s C4ISR modernisation (battlefield management systems, drone swarms, secure tactical communications) before full operational fielding — technology integration is the critical path
  • Establish an independent IBG evaluation exercise (Red vs Blue) before 2027 fielding deadline to identify doctrinal gaps

Q7. India’s Bhairav drone, deployed by the Indian Army’s Special Forces, represents a shift toward autonomous unmanned systems in combat operations. Examine the strategic and ethical dimensions of deploying autonomous weapon systems and evaluate India’s regulatory and doctrinal framework for military drones.

[GS-3 | 15 Marks | 250 Words]

Source: India Army Bhairav Drone Force

Introduction: The Indian Army’s Special Forces have fielded the Bhairav — a loitering munition (kamikaze drone) developed by Alpha Design Technologies under the Make-in-India/iDEX initiative — capable of carrying a 1 kg warhead, operating at 30+ km range, with autonomous target-locking in terminal phase. Bhairav’s deployment, alongside the Army’s broader drone corps expansion (announced January 2026 with 90 new drone units across commands), marks a structural shift: drones are transitioning from reconnaissance assets to primary strike platforms.

Strategic Dimensions: Loitering munitions address a critical gap in India’s precision-strike toolkit: low-cost (estimated Rs 15–20 lakh vs Rs 2–3 crore for a Barak-8 interceptor), scalable in numbers, and usable against time-sensitive targets (mobile artillery, air defence radars, command posts) that traditional artillery cannot engage precisely. Ukraine’s use of Lancet (Russian) and Switchblade (US) drones has validated the loitering munition concept in peer-adversary conflict — directly influencing Indian Army doctrine.

Ethical Dimensions: Bhairav’s autonomous terminal target-locking raises the legal and ethical question of Lethal Autonomous Weapon Systems (LAWS). International humanitarian law requires “meaningful human control” over life-and-death targeting decisions (Additional Protocol I, Article 36). A drone that autonomously selects and engages targets — even within a human-defined target set — approaches the threshold of LAWS. India has not yet codified a national position on autonomous weapons at the UN Group of Governmental Experts (GGE) on LAWS.

Doctrinal and Regulatory Framework — Gaps: India’s Drone Rules 2021 (DGCA) govern civil drones only. Military drone doctrine is classified — but public statements indicate the Army is developing a Counter Drone System (CDS) and offensive doctrine without published Rules of Engagement for autonomous engagement modes.

Way Forward:

  • Develop and publish India’s position on LAWS at the UN GGE, advocating for “meaningful human control” as a binding standard — positioning India as a responsible military AI actor
  • Establish a tri-service Drone Warfare Doctrine Centre, publishing an unclassified doctrine framework covering autonomous engagement thresholds, IHL compliance, and escalation management

Section D — Infrastructure, Internal Security & Disaster Management

Q8. India’s renewable energy capacity crossed 210 GW in January 2026, yet thermal power continues to supply over 70% of actual electricity generation. Critically examine the structural barriers to India’s energy transition and evaluate the policy framework for achieving 500 GW of renewable capacity by 2030.

[GS-3 | 15 Marks | 250 Words]

Source: India Fourth Largest Economy — Japan

Introduction: India’s installed renewable energy capacity crossed 210 GW in January 2026 — Solar ~100 GW, Wind ~48 GW, Large Hydro ~47 GW — yet coal-based thermal power supplies over 70% of actual electricity generation due to higher capacity utilisation (coal ~55%, solar ~20–22%, wind ~25%). The NDC target of 500 GW renewable by 2030 requires adding ~290 GW in four years against a current pace of ~25–30 GW annually — a threefold acceleration.

Structural Barriers:

  • Grid integration: Variable renewable energy (solar, wind) requires backup storage. India’s utility-scale battery storage stands below 1 GW against a requirement of 40+ GW by 2030. Without storage, high renewable penetration risks grid instability
  • DISCOM financial weakness: Distribution companies — the buyers of renewable power — have aggregate losses exceeding Rs 6 lakh crore; their inability to honour Power Purchase Agreements on time creates developer risk that raises renewable financing costs by 150–200 basis points
  • Land acquisition: Utility-scale solar requires 5–7 acres per MW; land availability, forest clearance, and community consent for 290 GW of new capacity present a massive logistics challenge
  • Domestic manufacturing: China supplies 80%+ of solar modules globally; India’s PLI for solar modules (Rs 24,000 crore) is building domestic capacity, but integration into the 2030 supply chain remains uncertain

Policy Framework Assessment: The 500 GW target is ambitious but the enabling framework is incomplete. KUSUM (solar for farmers), PM Surya Ghar (rooftop solar for 1 crore homes), and the Green Hydrogen Mission are coherent programme pillars — but DISCOM reform (RDSS scheme, Rs 3 lakh crore) is moving too slowly to create creditworthy off-takers.

Way Forward:

  • Mandate Battery Storage PLI to scale domestic capacity to 40 GW by 2030; create a Renewable Energy Storage Obligation (RESO) for DISCOMs — requiring minimum storage procurement
  • Complete RDSS-funded DISCOM reforms with state government co-funding mandates and performance benchmarks linked to central grant disbursement

Q9. The ‘gig economy’ has emerged as a significant source of employment in India. Examine the nature of employment relationships in the gig economy and discuss the challenges in extending social security benefits to gig workers.

[GS-3 | 10 Marks | 150 Words]

Source: AI Skills — India Workforce

Introduction: India’s gig workforce — 12 million in FY25, projected 23.5 million by 2030 — operates in ride-hailing, food delivery, logistics, domestic services, and freelance digital work. The sector generates employment without the traditional employment relationship: no employer-employee subordination, no fixed wages, no workplace.

Nature of Employment Relationship: The “independent contractor” classification used by platforms (Zomato, Swiggy, Ola, Urban Company) is a legal fiction that obscures economic reality — platforms control pricing, task assignment, acceptance rates, and worker deactivation (all employer attributes) while denying employer obligations. Courts in the UK, France, and California have reclassified gig workers as employees or “workers” — a third category between independent contractor and employee.

Challenges in Extending Social Security:

  • Contribution base: Traditional EPF/ESIC contributions are employer-employee split; gig workers have no employer to co-contribute — requiring state or platform subsidy
  • Income variability: Gig worker income fluctuates weekly; contribution mechanisms designed for stable monthly wages are structurally incompatible
  • Multiple platforms: Workers use 2–3 platforms simultaneously; benefit accumulation across platforms requires portable digital accounts — technically feasible (EPFO UAN model) but not implemented
  • Classification resistance: Platforms lobby aggressively against reclassification, threatening to exit markets or automate roles

Way Forward: Notify Code on Social Security 2020 implementing rules; establish a Platform Workers Social Security Fund with 1.5% platform transaction contribution — portable across platforms via EPFO UAN.


Q10. Critically examine the implications of Artificial Intelligence on employment and skill requirements in India. What policy interventions are needed to ensure that AI-driven technological change benefits all sections of society?

[GS-3 | 15 Marks | 250 Words]

Source: AI Skills — India Workforce

Introduction: The World Economic Forum estimates that AI will create 12 million new roles in India by 2030 while displacing approximately 9 million in data processing, routine cognitive work, and customer services. India’s IndiaAI Mission (Rs 10,372 crore) — which includes a 10,000+ GPU public compute cloud and AI Centres of Excellence at IITs — represents the government’s recognition of both the opportunity and the structural risk.

AI’s Impact on Employment:

Job displacement risks: Back-office IT services, data entry, basic legal and financial document processing, call centres, and routine manufacturing quality control are highly susceptible to AI substitution. India’s IT-BPM sector employs 5.4 million — the segment most exposed to large language model-driven automation.

Job creation: AI augments rather than purely displaces in most professional roles — doctors using diagnostic AI tools, teachers using personalised learning platforms, engineers using generative design. New roles: AI model validators, prompt engineers, AI ethicists, data governance specialists, and machine learning operations engineers.

Distributional concern: AI benefits are concentrated in urban, educated, English-literate populations. India’s 550 million informal workers — in agriculture, construction, domestic services, and street vending — face limited AI displacement risk but also minimal AI benefit access. The digital divide amplifies existing inequality.

Policy Interventions Needed:

  • Skilling at scale: India’s AI Skills Initiative (5 million trained in 24 months) must prioritise tool-use literacy (not just developer training) across government, healthcare, and SME sectors
  • Labour market adjustment: Establish a AI Transition Fund (1% cess on listed company AI-related savings from automation) for retraining displaced workers
  • Regulatory framework: Enact an AI Governance Act specifying liability standards, mandatory human oversight for high-risk AI applications (credit scoring, medical diagnosis, criminal justice), and algorithmic transparency requirements

Q11. Discuss the significance of India’s space programme for national development. How does ISRO’s SpaDeX (Space Docking Experiment) mission contribute to India’s long-term space exploration goals?

[GS-3 | 10 Marks | 150 Words]

Source: DRDO Pralay Missile — Precision Strike

Introduction: ISRO’s SpaDeX mission achieved India’s first autonomous space docking on January 16, 2026 — SDX01 “Chaser” and SDX02 “Target” docked at ~470 km orbit — making India the fourth nation to demonstrate this capability after the USA, Russia, and China.

Significance for National Development: ISRO’s space programme generates direct developmental benefits — weather forecasting (INSAT constellation enabling Cyclone early warning saving thousands of lives annually), navigation (NavIC, 7-satellite constellation, 1,500 km coverage), communication (GSAT satellites for DTH, broadband, disaster management communication), and remote sensing (Resourcesat, Cartosat for crop assessment, urban planning, disaster mapping).

SpaDeX’s Contribution to Long-Term Goals: Space docking is a prerequisite technology for: (1) Chandrayaan-4 (lunar sample return, requiring docking between ascent and orbiter modules); (2) Bharatiya Antariksh Station (BAS, targeted 2035 — modular assembly requires repeated docking); (3) deep-space crewed missions; (4) in-space satellite servicing (extending operational lifetimes of existing satellites). SpaDeX validates India’s capability to manage the full architecture of complex multi-vehicle space missions — moving ISRO from a launch services provider toward a full-spectrum space power.

Critical Assessment: India’s space budget (~Rs 13,000 crore, 0.04% of GDP) is 1/15th of NASA’s — cost-efficiency (Chandrayaan-1: $79 million vs NASA’s LADEE: $280 million) is the distinguishing strength. Scaling ambition requires proportionate budget increase.


Q12. Examine the phenomenon of ‘jobless growth’ in India and analyse the structural factors that prevent employment generation from keeping pace with economic growth.

[GS-3 | 15 Marks | 250 Words]

Source: India Fourth Largest Economy — Japan

Introduction: India achieved 8.2% real GDP growth in Q2 FY2025–26 — the highest among major economies — yet PLFS (Periodic Labour Force Survey) 2023–24 shows urban unemployment at 6.7% and underemployment (workers in jobs below their qualifications or availability) at significantly higher levels. This decoupling of output growth from employment generation is characterised as “jobless growth.”

Structural Factors:

Capital-intensive growth composition: India’s high-growth sectors — IT services, financial services, pharmaceutical manufacturing, petroleum refining — are inherently capital-intensive and employ relatively few workers per rupee of output. India’s manufacturing sector, which historically absorbed unskilled labour in East Asian development trajectories, contributes only ~17% of GDP — insufficient to absorb 12 million new labour market entrants annually.

Labour code complexity: India’s 44 central labour laws (consolidated into 4 Labour Codes, yet to be fully operationalised) impose compliance costs that incentivise firms to remain below 20-employee thresholds (avoiding Factories Act) or use contract labour, limiting formal employment creation.

Agricultural labour surplus: ~42% of the workforce remains in agriculture at low productivity — surplus labour that has not been absorbed into manufacturing or services because those sectors’ growth has been skill-intensive, not labour-intensive.

Automation of manufacturing: The PLI-driven manufacturing growth (electronics, semiconductors, defence) involves modern automated production — creating high-skill engineering and management jobs but few unskilled assembly jobs of the type that employed workers in China’s manufacturing growth phase.

Way Forward:

  • Target labour-intensive manufacturing for PLI incentives — apparel, leather goods, footwear, processed food — sectors with the highest employment multiplier per rupee of output
  • Operationalise all four Labour Codes with uniform state rules — removing the compliance uncertainty that prevents medium enterprises from scaling
  • Develop industrial clusters adjacent to agricultural surplus districts (eastern UP, Bihar, Jharkhand) to absorb labour in situ rather than requiring migration

Q13. Discuss the challenges in managing cybersecurity threats to India’s critical infrastructure. What measures has India taken to strengthen its cyber defence capabilities?

[GS-3 | 10 Marks | 150 Words]

Source: India Army Modernisation — Networking

Introduction: India’s critical infrastructure — power grid, financial systems (UPI processes 15+ billion monthly transactions), AIIMS and hospital networks, railway control systems, and defence communication — faces escalating cyber threats from state and non-state actors. CERT-In recorded 13.91 lakh cybersecurity incidents in 2023, a 400% increase from 2019.

Challenges:

  • Attribution difficulty: State-sponsored attacks (China’s APT groups documented attacking Indian power infrastructure during Galwan standoff, 2020) operate through proxy servers and false-flag techniques, preventing proportionate response
  • Legacy systems: Power sector SCADA systems and railway signalling infrastructure were designed pre-internet — their connectivity to modern networks creates attack surfaces that retrofitting cannot fully close
  • Skilled manpower: India has an estimated shortfall of 500,000 cybersecurity professionals; NASSCOM projects demand of 1.5 million by 2025 against current supply of 1 million
  • Fragmented oversight: CERT-In, NCIIPC (National Critical Information Infrastructure Protection Centre), and sectoral regulators operate without unified threat intelligence sharing

Measures Taken:

  • National Cybersecurity Policy 2020; NCIIPC designated 13 Critical Information Infrastructure sectors
  • Cyber Surakshit Bharat initiative for government employee training
  • India-US Cyber Defence Framework (2023 iCET) for threat intelligence sharing

Way Forward: Create a National Cyber Command (unified, tri-service + civilian) with statutory authority to mandate and audit critical infrastructure cybersecurity standards; establish mandatory incident reporting within 6 hours for critical infrastructure operators (CERT-In’s 2022 rule extended to all sectors).


Q14. Examine the role of the armed forces in internal security management in India. What are the constitutional safeguards against the misuse of military power in internal security operations?

[GS-3 | 10 Marks | 150 Words]

Source: India Army Bhairav Drone Force

Introduction: The Indian armed forces play a constitutionally circumscribed role in internal security — called upon only when civil administration’s capacity is exhausted. The constitutional framework (Article 355: Union’s duty to protect states from internal disturbance; Article 352: National Emergency) and the Armed Forces Special Powers Act (AFSPA, 1958) define this engagement.

Role in Internal Security: Army deployments in internal security include counter-insurgency in Jammu & Kashmir (Operation Rakshak) and the northeast (Nagaland, Manipur under AFSPA), disaster relief (NDRF is a paramilitary, but Army provides first response in major disasters — Kedarnath 2013, Odisha cyclones), and coastal/border security (in coordination with BSF and Coast Guard).

Constitutional Safeguards:

  • Civilian control: The armed forces are under the Ministry of Defence; the COAS is not independently empowered to deploy forces for internal security without government order
  • AFSPA’s Section 6: Persons arrested under AFSPA must be handed to the nearest police officer within 24 hours — preventing prolonged military detention
  • Judicial oversight: The Supreme Court in Naga People’s Movement of Human Rights v. Union of India (1998) held that AFSPA is constitutionally valid but mandated do’s and don’ts for armed forces to prevent abuse — subject to court review
  • Time limit: Proclamation under Article 352 requires parliamentary approval every 6 months

Critical Gap: AFSPA’s practical immunity from prosecution (requirement of prior government sanction to prosecute military personnel) has enabled impunity that independent commissions (Justice Jeevan Reddy Committee, 2005) have recommended ending.


Q15. Discuss the challenges in India’s public health infrastructure with reference to the COVID-19 pandemic experience. What structural reforms are needed to build a resilient health system?

[GS-3 | 15 Marks | 250 Words]

Source: H5N1 Avian Influenza — Kuttanad Kerala

Introduction: India’s COVID-19 experience — 44 million+ confirmed cases, 530,000+ official deaths (true excess mortality estimated at 3–4 million by Lancet studies) — exposed deep fractures in public health infrastructure. The second wave (April–May 2021) collapsed hospital systems in Maharashtra, Delhi, and UP simultaneously, revealing that decades of under-investment in public health capacity had been masked during non-emergency periods.

Challenges Revealed:

Physical infrastructure: India has 0.5 hospital beds per 1,000 population against WHO’s recommended 3 — the third-lowest ratio among comparable economies. ICU capacity was critically inadequate — the second wave consumed available ICU beds in major cities within days of the surge beginning.

Human resources: India has 1.08 doctors per 1,000 population against WHO’s 1.0 minimum, but maldistribution is acute — 80% of specialists practise in urban areas serving 36% of the population. Rural Primary Health Centres operate with 40–60% staff vacancies nationally.

Supply chain fragility: Medical oxygen became a life-or-death bottleneck in the second wave — India’s oxygen distribution infrastructure (cylinders, tankers, PSA plants) was sized for industrial use, not medical surge demand. This was correctable in months but had not been addressed in two decades.

Fragmented financing: India’s public health expenditure stands at 2.1% of GDP (National Health Policy target: 2.5%). Out-of-pocket expenditure at ~63% of total health spending remains among the world’s highest — catastrophic health expenditure pushes 55–60 million Indians into poverty annually.

Structural Reforms:

  • Scale AB-PMJAY (Ayushman Bharat) to cover outpatient expenditure in addition to hospitalisation — the current Rs 5 lakh hospitalisation cover misses 70%+ of actual health expenditure burden
  • Create a National Public Health Cadre (analogous to IAS) dedicated to district and state health administration — eliminating generalist IAS officers managing specialised health systems
  • Mandate District Health Resilience Plans with pandemic surge capacity (beds, oxygen, ICU) as a core planning requirement — building peacetime capacity that can be activated without improvisation

Q16. Examine India’s food security architecture with reference to the National Food Security Act, 2013. Critically evaluate the performance of the Public Distribution System and suggest reforms.

[GS-3 | 15 Marks | 250 Words]

Source: India Fourth Largest Economy — Japan

Introduction: The National Food Security Act 2013 (NFSA) provides legal entitlement to subsidised foodgrains to 75% of the rural and 50% of the urban population — approximately 813 million beneficiaries, the world’s largest food entitlement programme. Beneficiaries under the Antyodaya Anna Yojana (AAY) receive 35 kg/household/month at Rs 1–3/kg; Priority Household (PHH) beneficiaries receive 5 kg/person/month. PM Garib Kalyan Anna Yojana (PMGKAY) extended free grain from December 2019, made permanent from 2024.

Performance of PDS:

Positive outcomes: NFSA has substantially reduced hunger — Global Hunger Index (despite India’s methodological disputes with its scoring) shows improvement in stunting (35.5%, NFHS-5, down from 38.4%) and wasting (19.3%). CAG found beneficiary satisfaction with grain quality and quantity improved significantly post-NFSA digitisation (Aadhaar-linked PDS).

Persistent weaknesses:

  • Exclusion errors: NSSO surveys consistently show 10–15% of genuine poor excluded from PDS rolls; the 2011 Census-based beneficiary list has grown outdated — the actual poor population has shifted due to urbanisation and household formation changes
  • Leakages: CAG estimates 40% leakage in select states (Jharkhand, UP) despite Aadhaar seeding; ghost ration cards persist due to weak beneficiary de-duplication
  • Nutritional adequacy: PDS provides only rice/wheat — no pulses, oils, or eggs — despite these being the primary nutritional deficits of the population it serves
  • Storage losses: FCI’s buffer stock management costs (Rs 2,24,000 crore procurement + storage annually) are the world’s costliest; WAP (Warehouse Assured Price) reform has been proposed but not implemented

Reforms:

  • Shift from physical grain distribution to Direct Benefit Transfer (DBT) food vouchers in states with mature financial inclusion (bank accounts + connectivity) — allowing beneficiaries to purchase from private markets while maintaining entitlement
  • Include fortified atta, pulses, and cooking oil in the PDS basket — addressing the nutritional inadequacy that rice-wheat provision cannot correct
  • Update beneficiary lists using 2031 Census + SECC 2021 data to correct exclusion and inclusion errors accumulated since 2011

Q17. Discuss the significance of blue economy for India. What strategies should India adopt to optimally harness its marine resources while ensuring ecological sustainability?

[GS-3 | 10 Marks | 150 Words]

Source: White-bellied Heron — Kalai Hydropower

Introduction: India’s blue economy encompasses the utilisation of ocean resources — fisheries, marine biotechnology, seabed minerals, offshore energy, shipping, tourism, and coastal services — across its 7,516 km coastline, Exclusive Economic Zone of 2.37 million sq km, and continental shelf of 0.5 million sq km. The blue economy contributes approximately 4% of India’s GDP and employs 9.6 million fishers.

Significance:

  • Food security: India is the world’s second-largest fish producer (14.73 MT, FY24); marine fisheries provide the primary protein source for coastal communities
  • Energy: Offshore wind potential estimated at 70+ GW (NIWE); offshore oil and gas (ONGC KG basin, Mumbai High) contribute to energy security
  • Trade: ~95% of India’s international trade by volume passes through its ports — maritime efficiency directly affects export competitiveness
  • Seabed minerals: Polymetallic nodules in India’s allocated area of the Central Indian Ocean Basin (75,000 sq km) contain cobalt, nickel, copper, and manganese — critical minerals for the energy transition

Strategies for Sustainable Harnessing:

  • Implement Fisheries Management Plans (FMPs) based on Maximum Sustainable Yield (MSY) science for India’s 10 most commercially important species — currently absent despite the 2017 Fisheries and Aquaculture Infrastructure Development Fund mandate
  • Designate Ecologically or Biologically Significant Marine Areas (EBSAs) — India has identified 10 such areas for UNEP reporting but given them no domestic legal protection
  • Fast-track Deep Ocean Mission (Rs 4,077 crore) for seabed mineral survey and exploitation technology development

Q18. Critically examine India’s approach to nuclear energy as part of its energy mix. What are the opportunities and challenges in expanding nuclear power capacity in India?

[GS-3 | 10 Marks | 150 Words]

Source: India-Pakistan Nuclear CBM

Introduction: India’s nuclear power programme, managed by the Nuclear Power Corporation of India (NPCIL), operates 24 reactors with 7,480 MW installed capacity — approximately 3.1% of total electricity generation. The government has approved 10 new Pressurised Heavy Water Reactors (PHWRs) of 700 MW each in fleet mode, with a target of 22,480 MW by 2031.

Opportunities:

  • Carbon-free baseload: Nuclear provides 24x7 firm power — unlike solar and wind — making it ideal for grid stability as variable renewable penetration increases
  • Fuel independence: India’s three-stage nuclear programme (using domestic thorium reserves estimated at 10.7 lakh tonnes — the world’s largest) offers long-term energy security without import dependence
  • Technology maturation: NPCIL’s 700 MW PHWR fleet mode reduces construction costs through standardisation; the thorium-based AHWR (Advanced Heavy Water Reactor) is in advanced design stage

Challenges:

  • High capital cost: Nuclear capital costs (Rs 15–18 crore/MW) are 3–4 times that of solar (Rs 4–5 crore/MW), making new nuclear uncompetitive against renewables on levelised cost
  • Construction delays: Kudankulam Units 3–6 (Russian VVER 1000 MW, under construction) have faced multiple delays — cost and schedule overruns are systemic in nuclear construction globally
  • Public acceptance: Post-Fukushima (2011), local opposition delayed Jaitapur (6×1650 MW, French EPR) for over a decade; coastal fishing communities raise radiation and safety concerns
  • Waste management: India’s spent fuel storage and long-term geological repository programme is behind schedule; no permanent high-level waste repository exists

Q19. Examine the nature and causes of urban flooding in India. What systemic changes are needed in urban planning and governance to make Indian cities flood-resilient?

[GS-3 | 10 Marks | 150 Words]

Source: Community Radio — Border Areas India

Introduction: Urban flooding — the inundation of built-up areas due to storm water that drainage infrastructure cannot absorb or discharge — has become a near-annual phenomenon in India’s mega-cities. Chennai (2015: 1 lakh crore economic damage), Mumbai (2005: 1,094 deaths), Bengaluru (2022: Rs 9,000 crore losses), and Hyderabad (2020: 90 deaths) illustrate the escalating scale.

Causes:

  • Drainage incapacity: Most Indian cities have drainage designed for 10–25 mm/hour rainfall; climate change is delivering 50–100 mm/hour events with increasing frequency
  • Lake and wetland encroachment: Bengaluru lost 79% of its wetland area (1973–2023); these natural flood retention basins have been converted to real estate
  • Encroachment on floodplains: Municipal master plans routinely permit construction on First Order Flood Plains, removing natural water absorption zones
  • Impervious surface expansion: Rapid urban growth increases impervious cover (concrete, asphalt) — Chennai’s impervious cover rose from 34% (1980) to 67% (2020), doubling storm runoff

Systemic Changes Needed:

  • Legally mandatory Blue-Green Infrastructure plans for all cities above 5 lakh population — specifying minimum permeable surface requirements and wetland restoration targets
  • District Catchment Management Plans integrating urban and rural drainage — treating the watershed, not the city boundary, as the planning unit
  • Amend the Model Building Bye-laws to mandate rainwater harvesting and permeable paving for all new construction above 100 sq m

Q20. Discuss the role of science and technology in transforming agriculture in India. Examine the potential and challenges of precision agriculture and biotechnology in addressing India’s agricultural productivity gap.

[GS-3 | 15 Marks | 250 Words]

Source: HPCL LC-Max Residue Facility

Introduction: India’s average crop yields remain 40–60% below global best practice for most staple crops — rice yield is 2.6 MT/ha against China’s 7 MT/ha; wheat is 3.5 MT/ha against UK’s 8 MT/ha. This yield gap — attributable to soil degradation, sub-optimal input application, climate variability, and seed variety — represents the primary frontier for agricultural technology intervention.

Precision Agriculture: Precision agriculture uses remote sensing (satellite, drone), IoT soil sensors, and data analytics to apply inputs (water, fertiliser, pesticide) at the right location, right time, and right quantity — eliminating the blanket application that causes waste and soil damage. ISRO’s FASAL (Forecasting Agricultural output using Space, Agro-meteorology and Land-based observations) programme provides crop forecast data. Kisan Drone policy (2022, Rs 1,261 crore for agricultural drone adoption) enables aerial spraying with 30% input savings.

Biotechnology: India’s GM crop portfolio remains limited to Bt cotton (adopted 1.3 million hectares from 2002, lifting cotton production from 13 million bales to 38 million bales). GM mustard (Dhara Mustard Hybrid 11) received GEAC approval in 2022 but remains awaiting government release clearance — political contestation over GM food crops has delayed adoption for 15+ years.

Challenges:

  • Smallholder constraints: 86% of farms below 2 hectares cannot independently afford precision agriculture sensors or drone services — requiring pooling through FPOs
  • Digital connectivity: Real-time soil sensor and IoT agriculture requires internet connectivity in fields — unavailable in 40% of rural India’s agricultural land
  • Regulatory uncertainty: GM crop approvals face extended delays due to multi-ministry clearance requirements (GEAC, DBTAB, state governments) and civil society opposition

Way Forward:

  • Scale Precision Agriculture as a Service through FPOs — government subsidises sensor infrastructure owned by FPOs, accessed by individual farmers at subsidised rates
  • Fast-track GM crop approvals through a single regulatory window (GEAC) with time-bound decisions and transparent risk assessment — ending the multi-year approval limbo