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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: Building Resilience in the Gig Economy: A Systematic Review of Adaptive Strategies and Future Research Agendas

Abstract: Purpose: This article examines the role that psychological resilience plays in helping gig workers navigate the uncertainties and pressures of platform-based labour. The primary objective is to identify important elements contributing resilience and propose practical implications for those in HR positions and for policy makers. Design/methodology/approach: A systematic literature review was conducted in the Scopus database searching from 1,528 studies published between 2015 and 2025. A total of 56 peer-reviewed articles were selected for systematic review after careful examination. The data for study was also visualized to reflect sources, co-authorship relations, and the connections of their keywords. Findings: The research finds that psychological resilience in gig workers is a function of the right mixture of personal characteristics (such as optimism and good emotional control), how meaningful they find their work, and how strong their social support system is. Conversely, resilience is eroded by the problems of surveillance algorithms, precarious income, and social isolation. Effective answers include transparent control of algorithms, built-in well-being resources in apps, digital peer support groups, and portable benefits. There are still research gaps, especially concerning longitudinal data, representation from the Global South and larger-scale interventions. Practical Implications HR professionals and platform managers can enhance resilience by introducing mental health resources, promoting peer support and positively acknowledging gig workers’ contributions. Policymakers should focus on legal status, data rights and social protection to make gig work a viable choice.

By Aakanksha Bansal, Pankaj Kumar
In Volume: 14,Issue: 2
Title: The Inflation-Unemployment Trade-Off in Bangladesh: Empirical Insights for Accelerating Progress towards Zero Poverty (SDG 1)

Abstract: This study empirically investigates the inflation-unemployment trade-off in Bangladesh and assesses its implications for achieving Sustainable Development Goal 1 (SDG 1) of zero poverty. High inflation erodes the real income of the poor, while unemployment directly limits earning capabilities, making the interplay between these variables a central determinant of poverty reduction. Using annual time-series data from 1990 to 2024, we employ an Autoregressive Distributed Lag (ARDL) model to test for the existence and stability of a long-run relationship. Our findings confirm a significant short-run trade-off but reveal that this relationship is unstable and weakens in the long run, suggesting that other structural factors dominate. The results indicate that unanticipated inflationary shocks disproportionately harm the poor, and persistent unemployment remains a formidable barrier to inclusive growth. The study concludes that a singular focus on either price stability or employment generation is insufficient for attaining SDG 1. Instead, Bangladesh requires an integrated policy framework that combines prudent monetary policy to control the inflation rate with targeted fiscal measures, investments in human capital, and productive sector diversification to generate new employment opportunities. This holistic approach is essential to effectively manage the trade-off and accelerate progress towards eliminating poverty.

By Shuvongkor Kumar Datta, S.K.S. Yadav, Jubair Ansary, Ariful Islam
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: Components of the Money Supply Process in Bangladesh: An Analysis

Abstract: This study provides a comprehensive assessment of the components and effectiveness of the money supply process in Bangladesh, with a particular focus on its underlying determinants, trends, and policy implications. The primary objective is to evaluate whether the existing money supply mechanism, as implemented by the Bangladesh Bank, is effective in meeting the country’s macroeconomic objectives of price stability, economic growth, and financial stability. The research adopts a mixed-method approach, integrating both descriptive and econometric analyses. Descriptive statistics and trend analysis are used to examine the historical patterns of monetary aggregates namely the monetary base (H), money multiplier (m), narrow money (M1), and broad money (M2) over the past two decades. The results reveal that the money supply process in Bangladesh exhibits both short-run volatility and long-run stability, with the monetary base and money multiplier jointly influencing the expansion of M2. Co-integration tests confirm the existence of long-term equilibrium relationships among monetary aggregates, while ECM results suggest a moderate speed of adjustment toward equilibrium following shocks. However, structural break analysis indicates that global financial crises, domestic policy shifts, and recent pandemic-related disruptions have caused significant short-term deviations. The findings highlight that although the Bangladesh Bank’s monetary policy framework has been largely effective in steering the long-run trajectory of the money supply, challenges remain in managing short-run fluctuations and in aligning monetary expansion with real economic growth. The study concludes with policy recommendations aimed at enhancing the effectiveness of the money supply process, including improving forecasting models, strengthening monetary transmission mechanisms, and enhancing coordination between monetary and fiscal policy.

By Sabiha Akter
In Volume: 14,Issue: 2