PMKVY Irregularities and the Governance Challenge in Skill Development AI-Based Crowd Management at Sabarimala: Technology in Disaster Prevention and Public Governance Biochar: Turning Agricultural Waste into ‘Black Gold ’India–EU Free Trade Agreement (FTA) Rakhigarhi Skeleton Study: Unlocking the Secrets of the Harappan Civilization NTPC and the Transformation of India’s Nuclear Energy Sector

1.PMKVY Irregularities and the Governance Challenge in Skill Development

Why in News?

The National Skill Development Corporation (NSDC) has issued show-cause notices to several current and former officials following serious irregularities flagged by the Comptroller and Auditor General (CAG) in the implementation of the Pradhan Mantri Kaushal Vikas Yojana (PMKVY). The development has reignited concerns regarding accountability, monitoring, and outcome-based governance in India’s skill development ecosystem.

Why the Issue Matters?

India is home to one of the world’s largest youth populations, making skill development central to employment generation, economic growth, and demographic dividend realization. Programmes such as PMKVY were designed to bridge the gap between education and employability by providing industry-relevant skills to millions of young people.

Therefore, lapses in such flagship schemes are not merely administrative failures; they directly affect employment opportunities, public expenditure efficiency, and trust in government welfare programmes.

About PMKVY

• Launched in 2015 under the Ministry of Skill Development and Entrepreneurship (MSDE), PMKVY aims to provide industry-relevant skill training and certification to youth through short-term training,
• Recognition of Prior Learning (RPL), and special skill initiatives.
• The scheme is implemented through the National Skill Development Corporation (NSDC) and various training partners across the country.
• Over multiple phases, PMKVY has become India’s flagship skill development programme, involving substantial public investment and a large network of training institutions.

Key Findings of the CAG Audit

The CAG audit covering the period between 2015 and 2022 highlighted serious deficiencies in programme implementation and monitoring.

Major observations included:

• Mismatch between training programmes and actual labour market demand.
• Inadequate verification and accreditation of training centres.
• Weak attendance monitoring and beneficiary authentication.
• Instances of duplicate records and questionable beneficiary data.
• Fake bank accounts and irregularities in fund disbursement.
• Delays and non-payment to training providers.
• Deficiencies in data management within the Skill India Portal.

The audit raised broader concerns regarding the reliability of monitoring mechanisms and institutional oversight.

Governance Issues Highlighted

The controversy highlights several structural governance challenges.

Input-Oriented Rather Than Outcome-Oriented Approach

Skill development programmes often focus on the number of candidates trained rather than actual employment outcomes. Training certifications alone do not guarantee employability unless aligned with market requirements.

Weak Monitoring and Verification Systems

Large-scale schemes operating across multiple states require robust digital verification systems and independent audits. Weak oversight creates opportunities for duplication, ghost beneficiaries, and misuse of funds.

Institutional Accountability Deficit

The findings indicate gaps in accountability across multiple levels, including implementing agencies, training providers, and oversight authorities. Effective governance requires clear assignment of responsibility and timely corrective action.

Skill Mismatch in the Labour Market

A persistent challenge is the disconnect between training curricula and industry demand. Without continuous industry engagement, trained candidates may remain unemployed despite certification.

Broader Implications

The episode has implications beyond PMKVY.

• First, it highlights the importance of strengthening public expenditure management and outcome-based governance.
• Second, it raises questions regarding the effectiveness of skill development as a tool for addressing youth unemployment.
• Third, repeated governance failures can weaken public confidence in flagship welfare and development programmes.
• At a time when India seeks to become a global manufacturing and services hub, the quality and credibility of its skill ecosystem assume strategic significance.

Corrective Measures Needed

Strengthening the skill development framework requires a shift from quantity-driven targets to employment-linked outcomes.

Key reforms should include:

• Real-time digital monitoring and Aadhaar-based verification.
• Independent accreditation and periodic auditing of training centres.
• Greater industry participation in curriculum design and assessment.
• Linking funding to placement outcomes rather than training numbers.
• Enhanced transparency through public disclosure of performance indicators.
• Strong accountability mechanisms for officials and implementing agencies.

Conclusion

The PMKVY irregularities serve as an important reminder that governance quality is as important as policy ambition. India’s skill development mission can succeed only when public resources translate into measurable employment outcomes through transparent, accountable, and industry-responsive implementation. Strengthening institutional credibility will be essential for transforming India’s demographic potential into a productive workforce.

UPSC Prelims MCQQ. With reference to the Pradhan Mantri Kaushal Vikas Yojana (PMKVY), consider the following statements:It is implemented under the Ministry of Skill Development and Entrepreneurship. The National Skill Development Corporation (NSDC) plays a key role in its implementation. The scheme primarily aims to provide industry-relevant skill training and certification to youth. Which of the statements given above is/are correct?(a) 1 and 2 only(b) 2 and 3 only(c) 1 and 3 only(d) 1, 2 and 3Answer: (d)UPSC Mains QuestionQ. The success of skill development programmes depends as much on governance and accountability as on training delivery. Discuss in the context of the implementation challenges faced by the Pradhan Mantri Kaushal Vikas Yojana (PMKVY). (15 Marks)

2.AI-Based Crowd Management at Sabarimala: Technology in Disaster Prevention and Public Governance

Why in News?

The Sabarimala temple in Kerala is set to deploy Artificial Intelligence (AI)-based predictive crowd management systems, drones, and GIS-enabled monitoring mechanisms during the upcoming pilgrimage season. The initiative aims to improve pilgrim safety, streamline crowd movement, and prevent overcrowding at one of the world’s largest annual religious gatherings.

Why the Initiative Matters?

• India regularly hosts some of the largest human gatherings globally, including religious festivals, pilgrimages, sporting events, and political assemblies. Managing such massive crowds presents significant challenges related to safety, logistics, public order, and disaster prevention.
• Past incidents of stampedes at religious sites have highlighted the need for scientific crowd management. The integration of AI into pilgrimage management marks a transition from reactive crowd control to predictive and preventive governance.

Understanding AI-Based Crowd Management

AI-powered crowd management uses real-time data collected through cameras, sensors, drones, satellite mapping, and digital platforms to monitor crowd behaviour and predict congestion before it becomes dangerous.

The system analyses crowd density, movement patterns, bottlenecks, and entry-exit flows. Based on predictive modelling, authorities receive alerts regarding potential risks, enabling timely interventions.

At Sabarimala, the technology will be integrated with:

• AI-enabled surveillance cameras
• Drone-based aerial monitoring
• Geographic Information System (GIS) mapping
• Real-time command and control centres
• Existing Virtual Queue System

Together, these tools will create a comprehensive crowd-monitoring ecosystem.

Significance for Sabarimala Pilgrimage

Sabarimala attracts millions of devotees annually and is situated within a dense forest ecosystem in the Western Ghats. The difficult terrain, limited access routes, and seasonal surge of pilgrims make crowd management particularly challenging.

The proposed system is expected to:

• Predict crowd surges before they become critical.
• Reduce the risk of stampedes and crowd crush incidents.
• Facilitate smoother movement across pilgrimage routes.
• Improve emergency response and evacuation planning.
• Assist in tracing missing persons and vulnerable pilgrims.
• Enhance coordination between temple authorities, police, and disaster management agencies.

The initiative demonstrates how technology can support both safety and efficiency in managing large religious gatherings.

Broader Governance Implications

The deployment reflects the growing role of Artificial Intelligence in public administration.

AI is increasingly being used for:

• Traffic management
• Disaster forecasting
• Law enforcement
• Urban planning
• Public service delivery

In crowd management, AI enables authorities to make data-driven decisions rather than relying solely on manual observation and conventional policing.

The initiative also aligns with India’s broader vision of Digital Governance and Smart Public Infrastructure.

Challenges and Concerns

Despite its advantages, AI-based crowd management faces several challenges.

• Privacy Concerns: Continuous surveillance through cameras and drones raises concerns regarding data collection, storage, and individual privacy.
• Algorithmic Reliability: AI predictions depend on the quality of data and system design. Errors or technical failures can affect decision-making.
• Infrastructure Constraints: Remote locations like Sabarimala require reliable communication networks, power supply, and technical maintenance.
• Human Oversight: Technology cannot completely replace human judgment. Effective crowd management still requires trained personnel and on-ground coordination.

Conclusion

The adoption of AI-based crowd management at Sabarimala represents an important convergence of technology, governance, and public safety. As India continues to host large-scale public events, predictive systems can significantly reduce risks and improve administrative efficiency. However, technological innovation must be accompanied by robust safeguards, human oversight, and citizen-centric implementation to ensure both safety and trust.

UPSC Prelims MCQQ. With reference to Artificial Intelligence (AI)-based crowd management systems, consider the following statements:They can use real-time data from cameras and drones to monitor crowd density. GIS technology can be integrated with AI systems for spatial crowd analysis. AI-based crowd management completely eliminates the need for human supervision. Which of the statements given above is/are correct?(a) 1 and 2 only(b) 2 and 3 only(c) 1 only(d) 1, 2 and 3Answer: (a)UPSC Mains QuestionQ. Emerging technologies such as Artificial Intelligence are increasingly being used in public administration and disaster management. Examine the potential and challenges of AI-based crowd management systems in ensuring public safety during large gatherings. (15 Marks)

3.Biochar: Turning Agricultural Waste into ‘Black Gold’

Why in News?

India continues to face severe challenges from crop residue burning, particularly in Punjab and Haryana, where millions of tonnes of paddy straw are burnt annually. Biochar has emerged as a sustainable solution that can convert agricultural waste into a valuable resource while addressing air pollution, soil degradation, and climate change.

What is Biochar?

• Biochar is a type of charcoal rich in carbon and is produced from agricultural residue and organic municipal solid waste.
• It offers a sustainable alternative to manage waste and capture carbon.
• It is granular material obtained by heating crop residue at 400°C to 600°C in a kiln-shaped structure in the absence of oxygen.
• Advantage of Biochar: It can hold carbon in the soil for 100-1,000 years due to its strong and stable characteristics, making it an effective long-term carbon sink

Why is Biochar Important for India?

• India faces a triple challenge of stubble burning, declining soil fertility, and climate vulnerability.
• Large areas of agricultural land suffer from low soil organic carbon, poor moisture retention, and declining productivity. At the same time, residue burning contributes to severe air pollution and greenhouse gas emissions.
• Biochar addresses these interconnected problems by transforming waste biomass into a productive agricultural input while reducing environmental damage.

Multiple Benefits of Biochar

Improving Soil Health

Biochar improves soil structure, enhances nutrient retention, increases microbial activity, and raises soil organic carbon levels. Its porous nature creates a favorable environment for beneficial microorganisms, leading to sustained improvements in soil fertility.

Enhancing Water Retention

The high porosity of biochar increases the water-holding capacity of soils, making agriculture more resilient to droughts and irregular rainfall. This is particularly important for rainfed and water-stressed regions.

Increasing Agricultural Productivity

Studies conducted in different agro-climatic regions indicate that biochar application can increase crop yields by 10–30%. Improved nutrient availability and better soil conditions reduce dependence on external agricultural inputs.

Climate Change Mitigation

Biochar is considered a carbon-negative technology because it simultaneously prevents emissions from residue burning and stores carbon in soils for long periods. It also helps reduce methane and nitrous oxide emissions from agricultural lands.

Economic Potential: From Waste to Wealth

• Biochar can create an additional source of income for farmers. Under emerging carbon credit markets, every tonne of certified biochar can generate carbon credits by sequestering carbon and avoiding emissions from residue burning.
• Technologies such as the KISAN kiln developed by IIT Kharagpur enable farmers to convert agricultural waste into marketable biochar products, creating opportunities for rural entrepreneurship and circular-economy practices.

Relevance for India’s Climate and Agricultural Goals

Biochar contributes directly to:

• Reduction of stubble-burning incidents
• Improvement in soil health and fertility
• Climate-resilient agriculture
• Sustainable waste management
• Carbon sequestration and Net-Zero commitments
• Promotion of circular economy principles

It can complement initiatives such as Natural Farming, Soil Health Management Programmes, and climate-smart agriculture strategies.

Conclusion

Biochar offers India an opportunity to transform an environmental liability into an economic and ecological asset. By converting crop residue into “black gold,” it can simultaneously address air pollution, improve soil productivity, strengthen climate resilience, and generate additional income for farmers. As India advances towards sustainable agriculture and Net-Zero goals, biochar can become a key pillar of the green rural economy.

UPSC Prelims MCQQ. With reference to Biochar, consider the following statements:Biochar is produced by thermal decomposition of biomass under limited oxygen conditions. Biochar improves soil water retention and enhances soil organic carbon. Biochar is considered a carbon-negative technology. Which of the statements given above is/are correct?(a) 1 and 2 only(b) 2 and 3 only(c) 1 and 3 only(d) 1, 2 and 3Answer: (d)UPSC Mains QuestionQ. Biochar is increasingly being viewed as a climate-smart agricultural intervention. Discuss its potential in addressing the challenges of stubble burning, soil degradation, and climate change in India. (15 Marks, 250 Words)

4.India–EU Free Trade Agreement (FTA)

Why in News?

India and the European Union (EU) are expected to sign a comprehensive Free Trade Agreement (FTA) by December 2026. The agreement is likely to provide duty-free access to nearly 93% of Indian exports to the EU market, making it one of India’s most significant trade agreements.

About the India–EU FTA

• The India–EU FTA, also known as the Broad-based Trade and Investment Agreement (BTIA), is a comprehensive trade pact aimed at enhancing trade, investment, technology cooperation, and market access between India and the 27-member European Union.
• Negotiations, which remained stalled for several years, have gained momentum amid changing global supply chains, geopolitical uncertainties, and the search for reliable economic partners.

Why is the Agreement Important?

Expanding Market Access

The EU is among India’s largest trading partners and one of the world’s biggest consumer markets. Duty-free access for a large share of Indian exports will improve the competitiveness of sectors such as:

• Textiles and garments
• Pharmaceuticals
• Engineering goods
• Chemicals
• Gems and jewellery
• Agricultural and processed food products

Boosting Exports and Manufacturing

Reduced tariff barriers will encourage export-oriented manufacturing and strengthen India’s integration with global value chains. It complements initiatives such as Make in India and Production Linked Incentive (PLI) schemes.

Attracting Investment

The agreement is expected to encourage greater Foreign Direct Investment (FDI) from European companies in sectors such as:

• Renewable energy
• Electric mobility
• Advanced manufacturing
• Digital technologies
• Green infrastructure

Strategic Economic Partnership

India and the EU together account for nearly one-fourth of global GDP and around one-third of global trade. The agreement strengthens economic resilience and reduces excessive dependence on any single market or supply chain.

Benefits for the European Union

The agreement will provide European firms improved access to one of the world’s fastest-growing major economies.

Likely gains include:

• Lower tariffs on automobiles and auto components
• Improved market access for wines and spirits
• Greater opportunities in services and investment
• Enhanced participation in India’s infrastructure and green transition

Key Challenges in Negotiations

Carbon Border Adjustment Mechanism (CBAM)

The EU’s proposed carbon tax on imports remains a major concern for India. It could affect exports from carbon-intensive sectors such as steel, aluminium, and cement.

Mobility of Professionals

India seeks easier movement of skilled professionals and recognition of qualifications, while immigration concerns remain sensitive within Europe.

Agriculture and Sensitive Sectors

Balancing market access while protecting domestic farmers and sensitive industries continues to be a challenge for both sides.

Regulatory and Standards Issues

Differences in environmental, labour, data protection, and product standards often create non-tariff barriers affecting trade flows.

Strategic Significance for India

The agreement is important not only economically but also geopolitically.

• Diversifies export markets beyond traditional destinations.
• Strengthens India’s position in global supply chains.
• Supports economic diplomacy amid rising protectionism.
• Deepens cooperation in technology, climate action, and critical minerals.
• Enhances India’s engagement with major democratic economies.

Conclusion

The India–EU FTA has the potential to become one of the most consequential trade agreements signed by India in recent decades. By expanding market access, boosting investment, and strengthening strategic cooperation, it can significantly contribute to India’s goal of becoming a major manufacturing and export hub while deepening its partnership with the European Union

UPSC Prelims MCQQ. Consider the following statements regarding the European Union (EU):The European Union is a customs union as well as a common market. All members of the European Union use the Euro as their currency. The European Commission acts as the executive arm of the EU. Which of the statements given above is/are correct?(a) 1 and 3 only(b) 2 and 3 only(c) 1 only(d) 1, 2 and 3Answer: (a)UPSC Mains QuestionQ. India–EU Free Trade Agreement is expected to redefine India’s trade and strategic engagement with Europe. Examine its potential benefits, challenges, and geopolitical significance. (15 Marks, 250 Words)

5.Rakhigarhi Skeleton Study: Unlocking the Secrets of the Harappan Civilization

Why in News?

The Archaeological Survey of India (ASI) has initiated advanced scientific investigations on 5,000-year-old human skeletons recovered from Rakhigarhi, Haryana. The study includes DNA analysis, facial reconstruction, ancestry mapping, and palaeo-environmental assessment to gain deeper insights into the people of the Indus Valley Civilization.

About Rakhigarhi

• Rakhigarhi, located in Hisar district of Haryana, is the largest known site of the Harappan Civilization in the Indian subcontinent.
• It is one of the most important urban centres of the Indus Valley Civilization and dates back to around 4200 BCE.
• Excavations have revealed residential structures, drainage systems, craft production centres, burial sites, and evidence of an advanced urban society, highlighting the sophistication of Harappan culture.

Recent Scientific Investigation

The Archaeological Survey of India has sent four skeletons to the Anthropological Survey of India (AnSI), Kolkata, for detailed anthropological examination, while DNA samples from one skeleton have been forwarded to the Birbal Sahni Institute of Palaeosciences (BSIP), Lucknow.

The study seeks to examine:

• Genetic ancestry and population linkages
• Physical characteristics of Harappan people
• Health conditions and disease patterns
• Causes of death
• Dietary habits and lifestyle
• Environmental conditions during the Harappan period
• Facial reconstruction of ancient inhabitants

Key Findings So Far

Five complete skeletons have been recovered from the site, including three females and two males, generally estimated to be between 30 and 40 years of age.

Additional fragmentary burials were also discovered in the cemetery area, providing further evidence regarding burial practices and social organization within the Harappan society.

Importance of DNA Analysis

Ancient DNA studies have emerged as one of the most powerful tools in archaeology.

DNA analysis can help:

• Trace genetic origins and migration patterns
• Understand population continuity and demographic changes
• Reveal relationships among Harappan communities
• Examine links between Harappans and present-day populations
• Study hereditary diseases and biological adaptations

Such findings contribute significantly to debates regarding the origins and evolution of the Indus Valley Civilization.

Significance of Facial Reconstruction

Facial reconstruction combines anthropology, forensic science, and digital technology to recreate the likely appearance of ancient individuals from skeletal remains.

This helps:

• Humanize archaeological discoveries
• Improve public understanding of ancient civilizations
• Generate visual evidence for educational and research purposes
• Enhance interpretation of social and cultural history

Conclusion

The scientific examination of the Rakhigarhi skeletons marks a significant step in decoding the mysteries of the Harappan Civilization. By combining archaeology with modern genetic and forensic technologies, researchers are moving closer to reconstructing the lives, ancestry, and environment of one of humanity’s earliest urban cultures.

UPSC Prelims MCQQ. Consider the following statements regarding Rakhigarhi:It is the largest known site of the Indus Valley Civilization discovered in India. It is located in Haryana. Evidence of both habitation and burial sites has been found at Rakhigarhi. Which of the statements given above is/are correct?(a) 1 and 2 only(b) 2 and 3 only(c) 1 and 3 only(d) 1, 2 and 3Answer: (d)UPSC Mains QuestionQ. Discuss the significance of scientific techniques such as DNA analysis and facial reconstruction in understanding ancient civilizations. Illustrate your answer with reference to Rakhigarhi. (10 Marks, 150 Words)

6.NTPC and the Transformation of India’s Nuclear Energy Sector

Why in News?

NTPC is emerging as a major player in India’s nuclear energy sector, attracting partnerships from leading global nuclear technology companies such as Holtec International (USA), Électricité de France (EDF), and Rosatom (Russia). The development reflects India’s efforts to expand nuclear capacity and diversify participation in the sector.

Background

• India’s nuclear energy programme has traditionally been dominated by the Nuclear Power Corporation of India Limited (NPCIL), with limited private or foreign participation.
• To achieve its long-term energy security and Net-Zero goals, India is seeking to significantly expand nuclear power generation. NTPC is increasingly being positioned as a second major pillar of the country’s nuclear ecosystem alongside NPCIL.

Why Nuclear Energy Matters for India

India’s electricity demand is expected to grow rapidly as the economy expands and industrialization accelerates.

Nuclear energy offers several advantages:

• Reliable baseload power generation
• Low-carbon source of electricity
• Reduced dependence on fossil fuels
• Support for Net-Zero emissions target by 2070
• Energy security through diversification of energy sources

Unlike solar and wind power, nuclear energy provides continuous electricity irrespective of weather conditions.

NTPC’s Emerging Role

• NTPC is expanding its role in nuclear energy through several key partnerships and projects. It is in talks with Holtec International for SMR-300 small modular reactors, which are safer, smaller, and faster to build. It has also signed an MoU with EDF (France) to explore advanced nuclear technologies and future investments.
• NTPC is additionally working with Russia’s Rosatom to study VVER-type light water reactors, which are widely used worldwide.
• It is also exploring thorium-based nuclear fuel technology with Clean Core Thorium Energy, supporting India’s goal of using its large thorium reserves.
• In India, NTPC is developing the 2,800 MW Mahi Banswara Nuclear Project with NPCIL through their joint venture ASHVINI, which will use multiple indigenous reactors and strengthen future nuclear cooperation.

Significance for India’s Nuclear Landscape

Diversification of Institutional Capacity

NTPC’s entry reduces excessive dependence on a single operator and broadens India’s nuclear development capability.

Access to Advanced Technologies

Partnerships with global firms facilitate access to:

• Small Modular Reactors
• Light Water Reactor technologies
• Advanced fuel systems
• Modern safety mechanisms

Boost to Energy Transition

Expanding nuclear capacity supports India’s efforts to balance growing energy demand with climate commitments.

Strengthening Aatmanirbhar Bharat

Indigenization efforts involving domestic industries and technology partnerships can strengthen self-reliance in the nuclear sector.

Challenges

Despite the opportunities, several hurdles remain:

• High capital costs of nuclear projects
• Long construction timelines
• Nuclear safety concerns
• Radioactive waste management
• Land acquisition and public acceptance issues
• Dependence on imported technology in some advanced reactor systems

Way Forward

India needs a balanced strategy combining indigenous technological development with global collaboration. Expanding Small Modular Reactor deployment, strengthening regulatory oversight, accelerating thorium research, and promoting public-private participation can help achieve long-term nuclear energy targets.

Conclusion

NTPC’s emergence as a major nuclear sector player marks an important shift in India’s energy strategy. Through partnerships with global nuclear leaders and investments in advanced technologies, India is laying the foundation for a diversified, low-carbon, and energy-secure future. If successfully implemented, these initiatives could significantly accelerate India’s transition towards becoming a major nuclear power by 2047.

Q.With reference to Small Modular Reactors (SMRs), consider the following statements:SMRs are generally defined as nuclear reactors with an electrical output of up to 300 MW per unit. Unlike conventional nuclear reactors, SMRs can be manufactured in factories and assembled at the site of deployment. The modular design of SMRs allows multiple units to be combined incrementally to meet rising electricity demand. SMRs eliminate the need for active safety systems because they rely entirely on passive safety features. How many of the above statements are correct?(a) Only one(b) Only two(c) Only three(d) All fourAnswer: (c) Only threeUPSC Mains QuestionQ. Nuclear energy is increasingly being viewed as a critical component of India’s energy transition strategy. Discuss the opportunities and challenges associated with expanding India’s nuclear power sector. (15 Marks, 250 Words)