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Title: Impact of Generative AI (ChatGPT, Gemini, Copilot) on Learning Efficiency in the Indian Education System

Abstract: Generative Artificial Intelligence (GenAI) has emerged as one of the most influential technological developments shaping modern learning environments. Tools such as ChatGPT, Google Gemini, and Microsoft Copilot are increasingly being used by Indian students and teachers for explanation, summarization, content generation, and academic support. This study examines how these tools influence learning efficiency in the Indian education system. Using a mixed-method design consisting of a structured student–teacher survey and focused interviews, the study explores changes in understanding, productivity, doubt-clearing, academic confidence, and skill development. Findings reveal that GenAI significantly enhances conceptual clarity, reduces learning time, and supports self-paced learning. However, concerns remain regarding over-dependence, misinformation, ethical use, and unequal access. The paper concludes with recommendations for responsible AI integration in Indian classrooms.

By Shantam Babbar, Rajesh Kumar Raju, Monika Kumari
In Volume: 14,Issue: 2
Title: Impact Assessment of Rural Credit Mechanisms on Agricultural Growth and Livelihood Improvement

Abstract: Rural credit plays a crucial role in promoting agricultural growth and improving the livelihoods of rural households in developing economies, particularly in India. This research paper evaluates the impact of various rural credit mechanisms, including institutional finance, cooperative credit, microfinance, and government-sponsored schemes, on agricultural productivity and livelihood enhancement. Using secondary data from national surveys, published research, and policy documents, the study highlights how access to affordable and timely credit facilitates technological adoption, crop diversification, employment generation, income growth, and poverty reduction. The findings indicate that institutional credit significantly contributes to agricultural productivity and livelihood security. However, challenges such as regional imbalances, procedural complexities, and rising indebtedness remain. The study concludes with policy recommendations to strengthen rural credit delivery systems and ensure sustainable and inclusive rural development.

By Imran Ahmed, Arvind Kumar Yadav
In Volume: 14,Issue: 2
Title: Executive Clemency in South Asia: Scope and Limits of Pardoning Power in SAARC Nations

Abstract: Within the nations of the South Asian Association for Regional Cooperation (SAARC), the Constitutional power of pardon, which has historically been defended as a tool of mercy and remedial justice, has become a site of administrative excess and constitutional tension. Despite being universally vested in the head of state, the region's use of this power often deviates from its humanitarian justification and serves as a politically useful instrument that erodes public trust in criminal justice systems, judicial finality, and equality before the law. The legislative framework enabling executive clemency in SAARC member states-India, Pakistan, Bangladesh, Nepal, Sri Lanka, Bhutan, Maldives, and Afghanistan is examined critically and comparably in this paper. Through a doctrinal analysis of recent and significant case laws such as A.G. Perarivalan v. State of Tamil Nadu, 2022, Bal Krishna Dhungel (Nepal), 2018 and contentious presidential pardons in Sri Lanka and Bangladesh, the study reveals recurring patterns of partisan misuse of mercy powers, arbitrariness, and opacity in jurisdictions lacking significant judicial or statutory constraints. The paper argues that constitutional democracies dedicated to upholding the rule of law, the current deference to executive discretion is normatively untenable. It contends that limited but principled judicial review, combined with procedural protections such as reason-giving, victim engagement, and independent clemency advisory procedures, is required to keep clemency from devolving into an instrument of impunity. The study concludes by suggesting a reform-oriented constitutional framework and regionally harmonized norms for recalibrating executive mercy within the parameters of legality, accountability, and democratic legitimacy.

By Faraha, Sadaf Ansari
In Volume: 14,Issue: 2
Title: Comparative Analysis of Risk Management Strategies for Non-Performing Assets: A Case Study of SBI and ICICI Bank in India

Abstract: This study examines the differential approach to risk management strategies concerning Non-Performing Assets (NPA) within India's two foremost banks – the Indian Public Sector Bank, State Bank of India (SBI) and the Indian Private Sector Bank, ICICI Bank. While comparing the two banks, using a mixed-method approach, the research combines quantitative analysis of trends in financial indicators (Gross and Net NPA ratios, Provision Coverage Ratio and Return on Assets) and a qualitative analysis of credit appraisal and monitoring and recovery frameworks. Data from 2010-2025 were taken from RBI publications, annual reports and credible academic studies, so there was authenticity and reliability of data. Findings show that SBI's recovery centered reforms such as better provisioning (PCR increase from 70.88% to 75%), restructuring under Insolvency and Bankruptcy Code (IBC) and improved post-sanction monitoring have led to a reduction in Gross NPAs by 47% and significant improvement in profitability (ROA increased from 0.48% to 1.1%). On the other hand , ICICI Bank's proactive and technology-driven risk model, with AI-driven early warning systems, digitised credit scoring and stringent underwriting, regularly maintained low NPAs (down from 3.05% to 1.67%) and enhanced profitability (ROA doubling to 2.0%). Correlation study reports we see that there is a very strong inverse relationship between NPAs, provisioning, Net NPA ratio and profitability (r approx –0.9) which means as NPAs and provisioning go up Net NPA ratio and profitability goes down. This is proof that what we put in place for credit assessment, early identification and recovery does in fact directly improve banks’ performance. We found out that what made SBI successful was its recovery and restructurizing which made ICICI’s success was in prevention and technology based monitoring. Also brought to light is the fact that what is key in the Indian banking system is the integration between AI, data analysis and good governance which banks use in risk management and in the end in the maintenance of asset quality in a sustainable way.

By Achintya Kumar Gupta, Narendra Pal Singh
In Volume: 14,Issue: 2
Title: Liquidity Crisis in the Banking Sector: Actions, Implementation, and Solutions: Bangladesh Perspective

Abstract: This research report provides an in-depth analysis of the persistent liquidity crisis within Bangladesh's banking sector. Characterized by a severe shortage of available cash to meet obligations, the crisis threatens financial stability and long-term economic growth. The study identifies the multifaceted causes of the crisis, which are predominantly rooted in systemic governance failures rather than external shocks. Key factors include alarming levels of Non-Performing Loans (NPLs) driven by poor credit governance and willful defaults, a declining trend in deposit growth, significant capital flight, and foreign currency mismanagement. The report assesses the profound impacts of this crisis, including constrained credit flow to productive sectors, erosion of public trust, and heightened systemic risk. It evaluates recent regulatory interventions by Bangladesh Bank, such as the unification of weak banks and the introduction of the Bank Resolution Ordinance 2025. Through analytical review, the report concludes that while these are positive steps, their long-term efficacy depends on rigorous implementation. The study recommends a holistic strategy encompassing stringent governance reforms, aggressive NPL resolution through asset reconstruction companies, monetary and fiscal policy coordination, technological integration for transparency, and confidence-building measures to attract deposits. The findings underscore that a sustainable solution requires unwavering political will to address deep-seated institutional corruption and mismanagement.

By Selina Akhter
In Volume: 14,Issue: 2
Title: Minimizing the Impact of U.S. Tariffs on India’s Economic Growth: Strategic Responses and Policy Recommendations

Abstract: Due to imports of goods and particularly textiles, gems, seafood, and electronics, the United States presents tariff levels that are very high to Indian exports and this presents a great challenge to Indian trade balance and GDP. This paper will examine the economic effects of these tariffs, examine the bilateral trade pattern between India and the U.S., and provide an internal policy action to alleviate the effect. It also analyses strategic potential of the India UK Free Trade Agreement (FTA) as hedge against U.S trade headwinds. By quantitatively supported thought and sectoral knowledge, the paper draws a plan on how India can be resilient in exports and its economy.

By Nakshatra Gupta
In Volume: 14,Issue: 2