Recently the Environment Ministry of India has recently exempted most coal-fired power plants from installing Flue Gas Desulphurisation (FGD) systems, reversing its 2015 mandate. This move weakens efforts to control sulphur dioxide (SO₂) emissions, a harmful air pollutant.
What isFlue Gas Desulphurisation (FGD) system?
Flue Gas Desulphurisation (FGD) systems are air pollution control technologies used in thermal power plants to remove sulphur dioxide (SO₂) from flue gases (the exhaust emitted when coal or oil is burned).
Why has FGD installation been exempted for most coal plants?
Low Sulphur Content in Indian Coal: Indian coal contains naturally low sulphur, reducing the urgency to control SO₂ emissions. Eg: The expert committee stated that SO₂ levels near plants using Indian coal were already below permissible limits.
High Installation and Operational Costs: Installing FGD systems is capital-intensive and can increase electricity tariffs. Eg: Many private power producers cited cost constraints as a barrier to following the 2015 FGD mandate.
Limited Vendor Capacity in India: There is a shortage of FGD equipment suppliers, causing delays in implementation. Eg: From 2015–2024, only 8% of 600 units installed FGDs, primarily by NTPC (a public sector company).
Impact of COVID-19 Pandemic: The pandemic caused supply chain disruptions and delayed project execution timelines. Eg: The Environment Ministry cited COVID-related delays for missing 2024 FGD deadlines.
Scientific Reassessment of SO₂ Effects: New studies suggest sulphates formed from SO₂ may have a climate-cooling effect, weakening the urgency of emission controls. Eg: The Power Ministry argued that reducing sulphates could actually worsen global warming.
How does SO₂ affect health and air quality?
Respiratory Health Impacts: Sulphur dioxide (SO₂) irritates the respiratory tract, causing issues such as asthma, bronchitis, and shortness of breath, especially among vulnerable populations like children and the elderly. In Delhi, spikes in SO₂ levels have been linked to increased hospital visits for respiratory ailments during winter months.
Formation of Particulate Matter (PM2.5): SO₂ reacts in the atmosphere to form sulphate aerosols, a major component of PM2.5, which penetrates deep into lungs and contributes to air pollution. Industrial belts like Singrauli in Madhya Pradesh record high levels of particulate pollution, partly due to emissions from coal-fired plants.
Reduced Visibility and Environmental Damage: SO₂ contributes to acid rain and haze, damaging crops, soil, and water sources, and reducing visibility. Areas near thermal power plants, such as in Chhattisgarh, have reported acidic soil degradation, affecting agriculture.
What does selective FGD enforcement indicate about regulation?
Location-Based Policy Inconsistency: The decision to mandate FGD installation only near NCR and urban hotspots suggests that environmental regulations are being applied selectively, not based on uniform scientific standards, but geographical and political considerations.
Weak Enforcement and Shifting Priorities: Exempting most coal plants despite earlier commitments reflects regulatory dilution, raising concerns about policy backtracking and the government’s willingness to compromise on environmental health in favor of industrial or economic concerns.
Undermining Scientific Credibility and Public Trust: Ignoring the original mandate without robust public debate weakens trust in evidence-based regulation, indicating that scientific advisories are not consistently followed in policy implementation.
Why is public debate vital before policy shifts on pollution?
Ensures Transparency and Accountability: Open public debate creates transparency, compelling policymakers to justify decisions and remain accountable to citizens.
Strengthens Scientific Rigor: Debate enables scientific scrutiny of environmental claims, ensuring that policy changes are based on credible evidenceand expert consultation.
Safeguards Public Health and Democratic Rights: Inclusive discussions protect public health and uphold democratic values by allowing citizens to voice concerns over pollution-related policies.
Why is public debate vital before policy shifts on pollution?
Perform, Achieve and Trade (PAT) Scheme: Implemented by the Bureau of Energy Efficiency (BEE), this market-based mechanism promotes energy efficiency in industries, indirectly reducing emissions.
National Clean Air Programme (NCAP): Launched in 2019, it aims for a 20–30% reduction in PM2.5 and PM10 levels by 2024 (now extended), and addresses urban air pollution through sector-specific mitigation plans.
Retrofitting of Plants: Plants identified in pollution hotspots, those near NCR or million-plus cities, are required to install FGD by 2028, as per latest Environment Ministry directive.
Promotion of Renewable Energy and Ujjwala Yojana: Transition towards cleaner energy sources (solar, wind) and LPG distribution under Ujjwala Yojana has reduced reliance on coal and biomass, indirectly curbing SO₂ emissions.
Way forward:
Revise FGD Policy Through Transparent Public Consultation: Any change in environmental regulation, especially exemptions, must involve scientific review, public debate, and stakeholder consultations to ensure credibility and protect public health.
Strengthen Pollution Monitoring and Accountability: Enhance the real-time SO₂ monitoring network, enforce uniform emission standards, and link compliance with financial or operational incentives to promote cleaner technologies across all power plants.
Mains PYQ:
[UPSC 2024] Industrial pollution of river water is a significant environmental issue in India. Discuss the various mitigation measures to deal with this problem and also the government’s initiatives in this regard.
Linkage: The article talks about the Environment Ministry’s decision to exempt most coal-fired plants from mandatory Flue Gas Desulphurisation (FGD) systems, which is a significant government initiative related to an environmental issue (sulphur dioxide emissions) and its mitigation. This is a direct and comprehensive question about environmental issues and the government’s initiatives and mitigation measures.
The Indian government recently set greenhouse gas (GHG) emissions intensity targets for key industrial sectors under its Carbon Credit Trading Scheme (CCTS). These targets apply to eight major industries, including steel, cement, aluminium, and textiles, and aim to reduce emissions per unit of production.
What is CCTS?
The Carbon Credit Trading Scheme (CCTS) allows entities—such as factories, refineries, or power plants—that emit less than their permitted carbon limits to earn carbon credits. These credits can then be traded with other entities that have exceeded their emission limits.
What is the importance of assessing carbon targets at the economy-wide level?
Reflects true environmental impact: Evaluating targets at the economy-wide level ensures we understand the overall reduction in greenhouse gas emissions, which is the ultimate goal of climate action.
Enables flexible compliance: It allows efficient entities to overachieve and trade credits with less efficient ones, reducing total emissions cost-effectively. Eg: In India’s PAT scheme, cement plants exceeding targets sold energy-saving certificates to aluminium units lagging behind.
Aligns with national commitments: It supports the evaluation of whether India is on track to meet its Nationally Determined Contributions (NDCs) and net-zero targets, beyond fragmented sectoral views. Eg: India aims to reduce emissions intensity of GDP by 45% by 2030 – a goal only visible through economy-wide analysis.
What is the PAT Scheme?
The PAT Scheme sets energy efficiency targets for large, energy-intensive industries. Companies that exceed their targets earn Energy Saving Certificates (ESCerts), which they can trade with other companies that fail to meet their targets.
How has the PAT scheme proven effective in reducing energy intensity?
Encouraged market-based efficiency: The Perform, Achieve and Trade (PAT) scheme allowed industries to meet energy targets using tradable efficiency certificates, creating a cost-effective compliance mechanism.
Achieved aggregate reduction: Despite mixed results at the entity or sector level, overall energy intensity in India declined across PAT cycles, proving its system-wide impact. Eg: Between 2012–14, even as chlor-alkali sector’s intensity rose, combined data showed less energy used per unit of output.
Enabled flexible transition: PAT helped industries adopt incremental improvements or buy credits instead of making costly in-house upgrades, ensuring participation without economic strain. Eg: Aluminium units improved production processes, while others chose certificate trading to meet targets.
Why are entity-level targets insufficient to assess emission reduction?
Limited Scope of Impact: Targets at the entity level show progress in isolation and may miss the broader picture. For instance, even if some paper or chlor-alkali plants increase their energy use per unit of output, overall national emissions may still fall due to reductions in other sectors.
Focus on Transactions, Not Outcomes: These targets often guide financial trades between companies rather than ensuring actual emissions reduction. A steel plant may meet its target not by cutting emissions but by buying efficiency certificates from another unit.
Inconsistency Across Sectors: Emission reductions may vary widely across sectors. While cement and aluminium sectors may improve efficiency, others may lag. Solely relying on entity targets could misrepresent the real national decarbonisation progress.
What limits the comparison of CCTS targets with past and future benchmarks?
Mismatch in Scope: The CCTS targets apply only to a part of India’s industrial base, making it difficult to compare them with economy-wide goals like the Nationally Determined Contributions (NDCs). Eg. CCTS covers only 8 industrial sectors, while NDCs span all sectors including agriculture and transport.
Changing Baselines and Ambition Levels: Past schemes like PAT Cycle I had relatively modest targets. Comparing them with current CCTS goals may underestimate the urgency for stronger action aligned with net-zero by 2070. Eg. A sector that achieved 1% reduction earlier may now require over 2.5% annual reduction to stay on track.
Different Indicators Used: Past targets often focused on energy intensity, while future goals (like NDCs) emphasise emissions intensity per GDP or value added, making direct comparison methodologically inconsistent. Eg. Comparing energy saved per unit of production vs emissions per unit of GDP distorts true climate ambition.
How do CCTS targets align with India’s NDC and net-zero goals?
Partial Alignment with Emission Intensity Reduction: The CCTS targets aim to reduce emissions intensity in key industrial sectors, contributing to India’s NDC goal of reducing emissions intensity of GDP by 45% by 2030 (compared to 2005 levels). However, the annual reduction rateof ~1.68% in CCTS sectors is lower than the required pace for full alignment.
Lag Behind Power Sector Decarbonisation: Compared to the power sector, which has low-cost mitigation options and a projected 3.44% annual decline in emissions intensity, the industrial sector’s slower pace (~2.53%) under CCTS may hinder the broader net-zero pathway.
Need for Greater Sectoral Ambition: The current CCTS trajectory appears less aggressive than necessary for the 2070 net-zero target. Without scaling upambition across more sectors and tightening targets, CCTS alone cannot ensure full alignment with India’s long-term climate goals.
Way forward:
Enhance Sectoral Ambition with Dynamic Targeting: Revise CCTS targets periodically based on economy-wide modelling aligned with India’s NDC and net-zero goals, ensuring progressively stringent emission intensity reductions across all major industrial sectors.
Integrate Technology and Incentives: Promote adoption of clean technologies through financial incentives, carbon pricing, and capacity-building support to enable industries to decarbonize efficiently without compromising growth.
Mains PYQ:
[UPSC 2014] Should the pursuit of carbon credit and clean development mechanism set up under UNFCCC be maintained even through there has been a massive slide in the value of carbon credit? Discuss with respect to India’s energy needs for economic growth.
Linkage: The article talks about the concept of “carbon credit,” which is a fundamental component of carbon trading schemes, including India’s Carbon Credit Trading Scheme (CCTS) which is related to the demand of the question.
India’s flagship freight rail infrastructure project — the Dedicated Freight Corridor (DFC) — is nearing full commissioning.
About the Dedicated Freight Corridor (DFC) Project:
Overview: It is a flagship railway initiative by the Ministry of Railways to modernise and streamline freight movement in India.
Launch: The foundation stone was laid in 2006 by PM Dr. Manmohan Singh.
Implementing Agency: It is implemented by the Dedicated Freight Corridor Corporation of India Ltd. (DFCCIL), a Special Purpose Vehicle established in October 2006.
Objective: The main aim is to develop high-capacity, high-speed freight-only rail corridors to decongest passenger routes and improve logistics efficiency.
Investment Size: With a total estimated cost of ₹1.25 lakh crore, the DFC is among India’s largest rail infrastructure investments.
Corridor Coverage:
Eastern DFC (EDFC): Spans 1,337 km from Sonnagar (Bihar) to Sahnewal (Punjab) — fully operational.
Western DFC (WDFC): Stretches 1,506 km from JNPT (Mumbai) to Dadri (UP) — 93% complete, to be commissioned by Dec 2025.
Need for DFCs: The project was necessitated by overuse of the Golden Quadrilateral, which carries over 50% of freight on just 16% of India’s rail routes.
Freight Transport Target: The goal is to increase the rail share of freight to 45% by 2030 as part of the National Rail Plan.
Key Features of the DFC:
Dedicated Infrastructure: The DFCs feature electrified double-line tracks, exclusively for freight, separating them from passenger traffic.
Load and Speed Capacity: Built to handle 32.5-tonne axle loads and support freight train speeds of up to 100 km/h.
Cargo Type by Corridor:
Eastern DFC: Focused on coal and raw materials.
Western DFC: Transports containers, cement, fertilisers, and other industrial goods.
Train Speed: Trains currently operate at 50–60 km/h, with further speed gains expected through modern rolling stock.
Capacity Utilization: Already operating at over 85% capacity, with projections of 480 daily trains (240 each direction) by mid-2026.
Future Expansion Plans:
East Coast Corridor: Paradip to Vijayawada
East–West Corridor: Kharagpur to Mumbai
North–South Corridor: Delhi to Chennai
Estimated Expansion Cost: The combined cost of these three new corridors is around ₹4 lakh crore, with the East Coast Corridor prioritized first.
[UPSC 2000] Which one of the following ports of India handles the highest tonnage of import cargo?
Ahead of the 16th Census of India, experts have stated that counting the six main indigenous tribes of the Andaman and Nicobar Islands, including the Jarawa, is feasible.
About Jarawa Tribe:
Location: They live in the Middle and South Andaman Islands of India.
Official Status: They are classified as a Particularly Vulnerable Tribal Group (PVTG) by the GoI.
Population Growth: Their population has risen from 260 (1998) to around 647 (2025) due to better healthcare and low external interference.
First Contact: Voluntary contact with outsiders began in 1997, allowing limited medical aid, schooling, and trade.
Key Features:
Lifestyle: They are hunter-gatherers and fisherfolk, moving in nomadic groups of 40–50 individuals.
Ancestry: Believed to be descendants of the extinct Jangil tribe and among the earliest human migrants from Africa.
Health Profile: They maintain strong physical health with low incidence of lifestyle diseases like diabetes and hypertension.
Lifespan: Natural childbirth is common, and the average lifespan now exceeds 50 years.
Note:
The Andaman and Nicobar Islands are home to 5 PVTGs, which are among the most isolated and distinct indigenous communities in India. They are- Great Andamanese, Jarawas, Onges, Sentinelese, Shompens.
Back2Basics: Particularly Vulnerable Tribal Groups (PVTGs)
Overview: They are a subgroup within Scheduled Tribes considered most backward and vulnerable.
Habitat: They generally inhabit remote localities having poor infrastructure and administrative support.
Distribution: There are 75 such groups identified and categorized PVTGs.
Origin of the concept:
The Dhebar Commission (1960-1961) stated that within Scheduled Tribes there existed an inequality in the rate of development.
During the 4th Five Year Plan (1969-74) a sub-category was created within Scheduled Tribes to identify groups that were considered to be at a lower level of development.
This sub-category was named “Primitive tribal group”.
In 2006 the government of India proposed to renamePVTGs.
Features of PVTGs: Groups that satisfied any one of the criteria are considered PVTGs:
Pre-agricultural system of existence
The practice of hunting and gathering
Zero or negative population growth
Extremely low level of literacy in comparison with other tribal groups.
[UPSC 2019] Consider the following statements about Particularly Vulnerable Tribal Groups (PVTGs) in India:
1. PVTGs reside in 18 States and one Union Territory.
2. A stagnant or declining population is one of the criteria for determining PVTG status.
3. There are 95 PVTGs officially notified in the country so far.
4. Irular and Konda Reddi tribes are included in the list of PVTGs.
Which of the statements given above are correct?
Options: (a) 1, 2 and 3 (b) 2, 3 and 4 (c) 1, 2 and 4* (d) 1, 3 and 4
India is taking part in Talisman Sabre 2025, the 11th and largest edition of the Australia-U.S.-led multinational military exercise, involving over 35,000 personnel from 19 countries.
About Exercise Talisman Sabre:
Overview: It is a biennial multinational joint military exercise, co-led by Australia and the United States.
Inception: It began in 2005 and has been conducted every 2 years, typically during odd-numbered years.
Objective: The primary aim is to enhance combat readiness, improve interoperability, and strengthen the joint operations capability of participating armed forces.
Scope of Operations: It focuses on high-end warfighting, including:
Crisis-action planning
Contingency response
Multi-domain operations across land, air, sea, cyber, and space
Strategic Importance: It plays a key role in promoting regional security cooperation and supports the vision of a free, open, and inclusive Indo-Pacific.
Key Features of the 2025 Edition:
Scale: The 2025 edition involves over 35,000 military personnel from 19 participating countries, making it the largest and most complex iteration of the exercise so far.
Participating Nations:
Full participants: Australia, the United States, India, Canada, Fiji, France, Germany, Indonesia, Japan, the Netherlands, New Zealand, Norway, Papua New Guinea, the Philippines, South Korea, Singapore, Thailand, Tonga, and the United Kingdom.
Observer nations: Malaysia and Vietnam.
Geographical Expansion: For the first time, parts of the exercise will be conducted outside Australia, with training also planned in Papua New Guinea.
New Defence Capabilities: The 2025 edition will showcase:
UH-60M Black Hawk helicopters
Precision Strike Missile (PrSM) system introduced by the Australian Defence Force
Multi-Domain Focus: Operations will span across land, sea, air, space, and cyberspace, reflecting the modern, multi-domain nature of warfare.
Strategic Outcome: It aims to improve regional response capabilities, strengthen defence partnerships, and promote peace and stability in the Indo-Pacific region.
[UPSC 2008] ‘Hand-in-Hand 2007’, a joint anti-terrorism military training was held by the officers of the Indian Army and officers of the Army of which one of the following countries?
Tamil Nadu CM stressed the need to declare the Thirukkural as a national book and to set up a major organisation in Delhi to promote Thiruvalluvar’s ideas.
About Thirukkural:
Overview: Thirukkural is a classical Tamil literary work consisting of 1,330 couplets (kurals), each containing seven words.
Form and Message: Composed in the Kural Venbapoetic form, it is renowned for its universal values, secular ethics, and moral guidance that transcend time, religion, and culture.
Authored by: The text is traditionally attributed to Thiruvalluvar, also known simply as Valluvar.
How old is it: Scholars date the text between 300 BCE and 500 CE, though its exact period remains debated.
Components: The Thirukkural is divided into 3 major sections:
Aram (Virtue / Dharma): Deals with personal morality, non-violence, and ethical conduct—emphasizing values such as truth, charity, self-control, and compassion.
Porul (Wealth / Artha): Focuses on social, political, and economic life, including governance, justice, taxation, warfare, diplomacy, and administration.
Inbam (Love / Kama): Explores human emotions, love, and personal relationships, especially themes of romance, domestic life, and emotional well-being.
Key Features of Thirukkural:
Ethical Emphasis: Promotes timeless values like non-violence (ahimsa), truth, self-restraint, gratitude, and hospitality.
Societal Themes: Highlights issues such as education, friendship, agriculture, social justice, and temperance.
Cultural Reverence: Referred to by honorifics such as “Tamil Veda” and “Divine Book”, symbolizing its moral and spiritual stature.
Literary Qualities: Celebrated for its brevity, clarity, and philosophical depth, making it accessible and universally admired.
Back2Basics: Sangam Literature
Overview: It refers to the ancient body of Tamil texts composed during the Sangam period, traditionally dated from 3rd century BCE to 3rd century CE.
Meaning: The word Sangam means “assembly” or “academy”, referring to gatherings of Tamil poets under the patronage of Pandya kings.
Historical Context: According to Tamil tradition, there were three Sangams:
First Sangam (Madurai): No known literary works have survived.
Second Sangam (Kapadapuram): Only Tolkappiyam (grammar and poetics) survives.
Third Sangam (Madurai): Source of most surviving Sangam literature.
Nature and Content:
Literary Form: Written in classical Tamil poetry, the texts reflect secular themes like love, war, charity, governance, agriculture, and trade.
Societal Insight: Offers a detailed glimpse into the social, political, and economic life of ancient Tamil society.
Key Texts:
Tolkappiyam: The earliest Tamil grammar and work on poetic theory.
Ettuthogai (Eight Anthologies): Collections of short poems.
Pattupattu (Ten Idylls): Longer narrative poems.
Padinenkilkanakku (Eighteen Minor Works): Didactic works focused on ethics and morality.
Three Epics: Silappatikaram, Manimekalai, Sivaga Sindamani/. These were compiled later but are deeply influenced by Sangam themes.
[UPSC 2023] Which one of the following explains the practice of Vattakirutal’ as mentioned in Sangam poems?
Options: (a) Kings employing women bodyguards
(b) Learned persons assembling in royal courts to discuss religious and philosophical matters
(c) Young girls keeping watch over agricultural fields and driving away birds and animals
(d) A king defeated in a battle committing ritual suicide by starving himself to death*
The President of India has nominated Harsh Vardhan Shringla, Ujjwal Nikam, C. Sadanandan Master, and Meenakshi Jain to the Rajya Sabha.
About Nominated Members to the Rajya Sabha:
Number and Tenure: The President of India nominates 12 members to the Rajya Sabha for a six-year term.
Purpose of Nomination: This provision is meant to honor individuals with exceptional contributions in the fields of arts, literature, science, and social service.
Constitutional Basis: This right is granted to the President under the Fourth Schedule, in accordance with Articles 4(1) and 80(2) of the Constitution of India.
Constitutional Provisions for Nominated Members:
Article 80(1)(a): Provides for nomination of 12 members to the Rajya Sabha by the President.
Article 80(3): Specifies that the nominees must have special knowledge or practical experience in one or more of the following fields: Literature; Science; Art; Social service.
Composition of the Rajya Sabha:
Total Strength: The current strength of the Rajya Sabha is 245 members, comprising:
233 elected members representing States and Union Territories
12 nominated members by the President
Permanent Nature: The Rajya Sabha is a permanent body and is not subject to dissolution.
Biennial Retirement: One-third members retire every two years, and elections are held to fill the vacant seats.
Powers and Privileges of Nominated Members:
Equal Rights in House Proceedings: Nominated members enjoy all powers, privileges, and immunities of an elected Member of Parliament.
Participation in Proceedings: They can take part in all debates, discussions, and committees in the House.
Voting Rights Exceptions:
They cannot vote in the election of the President of India.
They can vote in the election of the Vice President.
Political Affiliation Provision: According to Article 99, a nominated member is given six months to join a political party after being nominated.
[UPSC 2014] Consider the following statements:
1. The Chairman and the Deputy Chairman of the Rajya Sabha are not the members of that House. 2. While the nominated members of the two Houses of the Parliament have no voting right in the presidential election, they have the right to vote in the election of the Vice President.
Which of the statements given above is/are correct?
Options: (a) 1 only (b) 2 only* (c) Both 1 and 2 (d) Neither 1 nor 2
The National Board for Wildlife (NBWL) has granted approval for diverting 142.76 hectares of forest land in Sharavathi Valley Lion-Tailed Macaque Wildlife Sanctuary, Karnataka.
About Lion-Tailed Macaque:
Scientific Classification: The Lion-Tailed Macaque (Macaca silenus), also known as the Wanderoo or Bearded Monkey, is an primate species endemic to the Western Ghats of India.
Distribution: It is found primarily in the states of Karnataka, Kerala, and Tamil Nadu.
Physical Characteristics: Recognized by a silver-white mane surrounding a black face and a lion-like tuft at the end of its tail, the body is covered in glossy black fur, and both sexes look similar.
Habitat and Behaviour
Preferences: The species inhabits tropical evergreen rainforests, and is also found in monsoon forests and shola-grassland ecosystems.
Habitat: It is arboreal (tree-dwelling) and diurnal (active during the day).
Elevation Range: Typically lives at altitudes between 600 and 1,800 metres above sea level.
Human Avoidance: Known for being shy, it tends to avoid human contact, staying high in the forest canopy.
Social Structure: Lives in social groups of 8 to 20 individuals, usually led by a dominant male.
Behaviour:
Dietary Habits: Primarily frugivorous, eating fruits, but also consumes leaves, stems, flowers, buds, fungi, and occasionally insects and small animals.
Communication System: Possesses a rich vocal communication system with over 17 distinct vocalizations.
Territorial Behavior: Males use loud calls to mark territory and warn intruders.
Conservation Status:
IUCN Status: Classified as Endangered on the IUCN Red List.
Legal Protection: Appendix I of CITES; Schedule I of the Indian Wildlife (Protection) Act, 1972.
Population and Conservation Efforts:
Population: It is estimated at around only 2,500 individuals.
Key Protected Area: The Sharavathi Valley Lion-Tailed Macaque Wildlife Sanctuary in Karnataka hosts the largest known population in any protected area, with around 700 individuals.
Ecological Importance:
Serves as an indicator species for rainforest health.
Plays a vital role in seed dispersal, contributing to forest regeneration.
The Standing Committee of the National Board for Wildlife (SC-NBWL) has decided to review and revise the 2011 guidelines on the declaration of Eco-Sensitive Zones (ESZs) around wildlife sanctuaries and national parks.
What are Eco-Sensitive Zones (ESZs)?
Overview: ESZs, also called Ecologically Fragile Areas (EFAs), are areas notified by the Ministry of Environment, Forest and Climate Change (MoEFCC) around Protected Areas (PAs) like national parks and wildlife sanctuaries.
Purpose:
Act as “shock absorbers” to protect areas by regulating potentially harmful activities.
Serve as transition zones from highly protected to less protected ecosystems.
Help conserve biodiversity, maintain landscape connectivity, and prevent fragmentation of habitats.
N4S: India’s human development story: progress, paradoxes, and inclusive AI crossroads. UPSC usually frames these themes as broad, thought‑provoking mains questions that fuse data with ethics—think GS 1 (2023) on “human development versus economic growth” and GS 3 (2014) on “capitalism and inclusive growth.” Aspirants often stumble because they quote HDI numbers but miss deeper threads such as widening gaps shown under “Persistent and Widening Inequalities,” or they forget to interlink technology with equity outlined in “Human Development in the Age of AI.” This article fixes those blind spots by walking you through each phase in “Evolution of Human Development in India,” backing every claim with crisp figures (life expectancy 72 years; top 1 % owns 40 % wealth) and ready‑to‑lift policy nuggets (“Aspirational Districts Programme,” “Ayushman Bharat,” “BharatNet”). The most special bit is the fresh “AI Can Worsen Inequality” lens, which shows exactly how algorithmic bias or English‑heavy datasets can derail progress—and also hands you counter‑ideas for answers (e.g., inclusive AI skilling pilots in Tamil Nadu). So, while reading these tight subheads and bracketed examples, you will find the perfect bridge between hard data and big‑picture analysis that the UPSC examiner secretly wants.
PYQ ANCHORING
GS 1: Why did human development fail to keep pace with economic development in India? [2023]
GS 3: Capitalism has guided the world economy to unprecedented prosperity. How ever, it often encourages shortsightedness and contributes to wide disparities between the rich and the poor. In this light, would it be correct to believe and adopt capitalism driving inclusive growth in India? Discuss.[2014]
MICROTHEMES: Population and associated issues, Inclusive Growth
Human development, as defined by UNDP, is about more than income — it’s about expanding people’s real freedoms, choices, and capabilities. India has made visible progress: in the 2025 Human Development Report, it climbed to rank 130, with rising life expectancy, education years, and per capita income.
But behind this progress lies a growing paradox — while national averages improve, inequality deepens. The top 1% of Indians now control over 40% of the country’s wealth (Oxfam, 2023), while millions still lack access to quality education, healthcare, and digital infrastructure.
Is India growing, but not developing equally? Can rising HDI numbers mask falling social mobility? And in the age of AI and acceleration, who is being left behind?
Evolution of Human Development in India
Phase
Key Features
Milestones & Initiatives
Post-Independence (1950s–1980s)
Focus on building a welfare state with state-led planning and social justice.
Community development programs, expansion of primary healthcare, emphasis on universal education.
Economic Liberalisation Era (1991–2010)
Shift towards growth-led development; human development linked to market reforms.
Rise in income levels, investment in private education/health, National Rural Health Mission (NRHM, 2005).
Rights-Based Approach (2005–2015)
Introduction of legal entitlements to welfare and human development.
Right to Education (RTE), MGNREGA, Food Security Act, expansion of school enrolment.
Digital Public Goods & Targeted Delivery (2015–Present)
Use of technology to improve reach and efficiency of welfare delivery.
Aadhaar, UPI, Ayushman Bharat, Jan Dhan Yojana, e-Shram, rise in life expectancy (72 years), and school years (13 years – HDR 2025).
Human Capital Push with Future-Readiness (Ongoing)
Focus on skilling, education reform, and tech-based learning.
National Education Policy (NEP) 2020, Skill India, PMKVY, National Digital Health Mission.
India in HDR 2025: Growth, Development, and Inequality
1. Improvement in Human Development Index (HDI)
India’s HDI Rank (2023): Improved from 133 to 130 out of 193 countries.
HDI Score: Increased from 0.676 to 0.685, placing India in the medium human development category.
Key drivers of improvement:
Life expectancy: Now at 72 years (up from 58.6 in 1990).
Mean years of schooling: Increased to 13 years (reflecting gains in education).
Gross National Income (GNI) per capita (PPP): Rose to USD 9,046.
2. Persistent and Widening Inequalities
Income Inequality: Remains stark — top 1% owns over 40% of national wealth (Oxfam, 2023), while a large share of the population lacks access to basic services.
Gender Gaps: Women continue to face limited access to AI-driven tools and job opportunities, despite equal qualifications — reinforcing the existing development divide.
Regional Disparities: Southern and western states perform much better on HDI indicators compared to eastern and northeastern regions.
Digital Divide: Access to AI, internet, and tech-skilling is heavily skewed toward urban, male, and English-speaking populations — risking exclusion of large segments from AI-enabled growth.
3. Human Development in the Age of AI: A Double-Edged Sword
AI as a tool of empowerment: India is positioning itself as an AI hub, with growing innovation and talent.
But… HDR 2025 warns that without inclusive policies, AI may deepen existing inequalities:
Those without access to education or digital tools risk being left behind.
AI models trained on data from high-HDI countries may not align with India’s social realities.
Youth, women, and informal workers are especially vulnerable to automation without adequate skilling.
Major Inequality Challenges in India // MAINS
The Human Development Report (HDR) 2025 shines a spotlight on India’s central paradox: while the country’s Human Development Index (HDI) has improved — now ranked 130 out of 193 countries — the benefits of progress remain unequally shared. The report notes that inequality alone reduces India’s HDI by nearly 30.7%, exposing how top-heavy economic growth masks deep divides in wealth, education, gender, geography, and access to technology.
The table below breaks down these inequality challenges across key dimensions, supported by data and policy examples from HDR 2025 and official Indian sources like PLFS, NFHS, and the Economic Survey.
Inequality Type
Nature and Persistence
Examples / Policy Responses
Income inequality
India’s HDI is reduced by ~30.7% due to inequality (HDR 2025). The top 1% and 10% command a lion’s share of income, while poverty reduction hasn’t translated into equitable growth. Wealth remains tightly concentrated.
Gini coefficient fell from ~0.472 (2014–15) to ~0.402 (2022–23) (SBI). 82 million filed income tax returns by 2023. Policies like MGNREGA, Jan-Dhan Yojana, LPG subsidies, and universal DBT target income gaps from below. Progressive taxation and expanded PDS also play redistributive roles.
Regional disparity
Stark east–west and rural–urban divides persist. Sikkim’s per capita income in 2024 is 3× the national average, while Bihar’s is just one-third. Health, education, and infrastructure outcomes mirror these gaps.
The Aspirational Districts Programme (NITI Aayog) focuses on lagging districts. Increased Finance Commission devolution to poorer states, infrastructure schemes (PMGSY, rural electrification), and targeted Smart Cities in Tier-2/3 towns aim to reduce disparities.
Gender gaps
Despite better schooling and health outcomes, female labour force participation remains abysmal (20–25%). Women continue to face wage gaps, limited asset ownership, and underrepresentation in leadership.
Beti Bachao Beti Padhao, Janani Suraksha Yojana, Ujjwala Yojana, and scholarships for girls target education and health. One-third reservation for women in legislatures (2023 amendment), Maternity Benefit Act, and Mudra loans for SHGs aim to economically and politically empower women.
Caste & social inequalities
Scheduled Castes, Scheduled Tribes, and OBCs lag in health, literacy, and jobs. PLFS (2023–24) shows only ~32.2% SC women work, compared to ~46.7% ST women. Social stigma and exclusion remain barriers to equality.
Constitutionally mandated reservations in education and public employment (SC: 15%, ST: 7.5%, OBC: 27%). Special schemes like SCSP/TSP budgets, scholarships, skill training, and PM Adi Adarsh Gram Yojana. Anti-discrimination protection via SC/ST Act.
Digital divide
95.2% of villages have 3G/4G, but digital use remains urban-heavy. Rural tele-density is ~59% vs urban ~134%. Gender, income, and education affect digital access. The divide hampers e-services, education, and financial inclusion.
Under Digital India, BharatNet has fiber-enabled over 2.13 lakh gram panchayats. Internet users rose from ~252 million (2014) to ~954 million (2024). Programs like PM-WANI, Common Service Centres, eGramSWARAJ, and start-up incentives for smaller towns aim to bridge the gap.
How AI Can Worsen Inequality in India
Area of Concern
How AI Exacerbates Inequality
Examples / India Context
Access to Opportunity
AI tools (e.g., in education, hiring, healthcare) often require digital access, literacy, and connectivity — all of which are skewed toward urban, male, upper-income users.
AI-driven skilling platforms benefit tech-savvy students, but large sections of rural India (especially women, SC/ST groups) lack smartphones, stable internet, or training (HDR 2025).
Job Displacement
AI and automation threaten low-skill, repetitive jobs (e.g., in BPOs, logistics, retail), which are a major source of employment for the lower middle class and urban poor.
India’s ITES and service sectors, employing lakhs in entry-level roles, may see significant automation without corresponding reskilling programs.
Algorithmic Bias
AI trained on global/narrow datasets may misinterpret Indian names, dialects, behaviors — leading to unfair screening in jobs, credit, or welfare.
Reports show AI-based job shortlisting in private firms discriminating against non-English resumes or women candidates. Biases against SC/ST names in financial screening tools also feared.
Language and Regional Exclusion
Most AI models are English-trained, underrepresenting India’s vast linguistic and cultural diversity. This limits usability for non-English users.
Chatbots, health apps, and educational AI tools often lack voice/text support for major Indian languages like Bhojpuri, Santali, or Manipuri.
Widening Education Divide
AI-powered adaptive learning and test-prep benefit urban private school students but bypass government school systems still lacking basic tech infrastructure.
AI tools like Khan Academy and Byju’s serve paying users. Meanwhile, 60%+ government schools still lack computers or internet (U-DISE, 2022–23).
Way Forward
Recommit to universal, quality public services — health, education, social protection.
Invest in AI for development, not just for growth — make it inclusive and accountable.
Bridge regional and rural-urban divides through targeted resource transfers.
Empower local governance and decentralised planning.
Align budgeting with human development priorities (Green/SDG budgeting).
#BACK2BASICS: About Human Development Index (HDI) and Human Development Report (HDR)// PRELIMS
The HDI, introduced in the UNDP’s 1990 Human Development Report, is a composite index measuring average achievement in three key dimensions:
Health – measured by life expectancy at birth.
Education – measured by mean years of schooling and expected years of schooling.
Standard of Living – measured by Gross National Income (GNI) per capita (PPP $).
The HDI serves as a multi-dimensional alternative to GDP, emphasizing “human well-being” over mere economic output. The HDR is an annual flagship publication by UNDP that evaluates progress on HDI and related indices like the Gender Inequality Index (GII) and Multidimensional Poverty Index (MPI). It offers an analytical snapshot of development progress and inequality, and in 2025, focuses on the transformative power and risks of Artificial Intelligence (AI) in shaping human progress.
Key Highlights from HDR 2025: India’s Human Development at a Crossroads
1. What the Data Shows
Area
Key Finding
HDI Rank
India improved from 133 (2022) to 130 (2023) among 193 countries; HDI value rose from 0.676 to 0.685, approaching the “High Human Development” threshold (0.700).
Life Expectancy
Reached a record 72 years — up from 67.7 (2022), and a significant leap from 58.6 in 1990.
Education
Expected years of schooling rose to 13 years, mean years to 6.9 — reflecting the impact of RTE Act, NEP 2020, and Samagra Shiksha Abhiyan.
Income Growth
GNI per capita (PPP) jumped to $9,046, up 4× since 1990 ($2,167).
Poverty Reduction
135 million people exited multidimensional poverty between 2015–16 and 2019–21 (NITI Aayog MPI).
Gender Inequality
GDI at 0.874; India ranks 102nd on the Gender Inequality Index (GII) — highlighting continued gender gaps.
AI Capacity
India hosts 20% of global AI researchers — up from nearly 0% in 2019; also leads in self-reported AI skills.
Inequality Impact
India’s HDI drops to 0.475 when adjusted for inequality — a 30.7% loss, among the highest globally.
2. Why HDI Matters for India
Beyond GDP: Offers a multidimensional lens to assess real human well-being — vital for India’s $5 trillion economy vision.
SDG Alignment: HDI overlaps with SDGs on health, education, equity (Goals 1, 3, 4, 5, 10).
Policy Targeting: MPI helps pinpoint sectoral gaps for more precise interventions.
Gender Lens: Tracks women-centric development under the G20 theme of Women-Led Development.
Human Capital Planning: Links education, skills, and health to economic productivity.
Centre–State Competition: Enables HDI-linked rankings, fostering cooperative federalism (e.g., NITI’s Human Development Dashboard).
Global Image: HDI performance influences investment, credit ratings, and soft power.
AI & Inclusion: Brings AI into the HDI conversation, pushing for inclusive digital development.
Framework for Redistribution: Anchors debates on taxation, welfare, and inequality correction.
3. India’s Human Development Initiatives
Health & Nutrition:Ayushman Bharat, Poshan Abhiyaan improved healthcare access and outcomes.
Livelihood & Finance:MGNREGA, Jan Dhan Yojana provide income security and financial inclusion.
AI for Development: States like Tamil Nadu and Telangana deploy AI for skilling; UNDP supports inclusive AI training.
Digital Infrastructure:IndiaAI Mission, Aadhaar, UPI, DigiLocker, and BharatNet scale digital access.
Monitoring Progress:SDG India Index tracks HDI-aligned goals; AI for Good and GPAI link India to global standards.
4. Persistent Challenges
High Inequality Drag: India loses 30.7% of its HDI due to inequality — one of South Asia’s worst.
Gender Gaps Persist: Women’s FLFPR rose to 41.7% (2023–24), but gaps in income, literacy, and leadership remain.
Learning Outcomes Lag: ASER reports low comprehension despite high enrolment.
Jobless Growth: Over 90% of India’s workforce remains in the informal sector (PLFS).
Urban–Rural Divide: Disparities in basic services, infrastructure, and access continue.
Digital Divide: Uneven access to devices and AI skews tech-driven benefits.
Weak Health Systems: Doctor–population ratio below WHO norms; large inter-state gaps.
Slow Progress Pace: Global and Indian HDI growth rates are among the lowest since 1990.
Global Comparison: India still trails BRICS peers — Brazil (89), China (75), Russia (59).
SMASH MAINS MOCK DROP
India’s rising Human Development Index masks deep-rooted structural inequalities in income, gender, and digital access. In the context of the 2025 Human Development Report, critically examine how technology—particularly Artificial Intelligence—can both bridge and widen these gaps. Suggest policy measures to ensure inclusive human development in the digital age.
