Abstract: This study examines the dynamic relationship among Gross Domestic Product (GDP), unemployment, and government expenditure in Bangladesh from 2010 to 2025. The analysis highlights a period of robust economic performance, with GDP growth consistently averaging above 6%, driven primarily by manufacturing, garment exports, and the service sector. Despite the significant disruption caused by the COVID-19 pandemic in 2020, which saw growth dip to 3.45%, the economy demonstrated structural resilience and a rapid recovery.
Concurrently, government expenditure has expanded significantly as a fiscal tool for development, particularly through large-scale infrastructure projects and social safety nets. Public spending rose from BDT 1,217 billion in 2016 to over BDT 2,218 billion by 2025. However, this expansionary stance has not fully addressed labor market inefficiencies. Unemployment has remained relatively stable between 3% and 5%, suggesting that the link between GDP growth and job creation is weak, thereby offering only limited support for Okun’s Law in the Bangladeshi context. The study identifies persistent structural challenges, including high youth unemployment and skill mismatches, and concludes that inclusive growth policies and labor market reforms are essential to translate macroeconomic gains into sustainable employment generation.
Abstract: This research report examines innovative business models in energy finance as a service (EFaaS) and leasing mechanisms within the Mexican energy sector. As México transitions toward renewable energy and sustainable development goals, novel financing structures have emerged to overcome traditional barriers to energy infrastructure investment. Results demonstrate that energy leasing and service-based models have achieved significant market traction, particularly in commercial solar photovoltaic installations and energy efficiency projects. Findings reveal that successful models incorporate flexible payment structures, comprehensive maintenance services, and performance guarantees that align incentives between service providers and clients. The discussion addresses regulatory enablers, financing innovations, and technology integration strategies that facilitate model adoption. The report concludes that EFaaS and leasing models represent transformative mechanisms for accelerating Mexico's energy transition, with implications for policy development, financial sector engagement, and sustainable infrastructure deployment.
Abstract: There have been numerous ways in which Artificial Intelligence (AI) has revolutionized the educational process through its ability to deliver adaptive instruction, intelligent tutoring, feedback mechanisms, learning analytics, and learning through Generative AI. AI-driven personalized learning is able to provide personalized education for students, thus not only enhancing the academic achievements but also the processes involved in regulating and engaging in learning. Several studies have found that AI is able to facilitate self-regulated learning (SRL), depending on the technological design, instructional context, length of intervention and level of teacher and learner participation (Zhu & Sari, 2026; Xu et al., 2026). The current paper focuses on the possible effect of AI-driven personalized learning on three related learner outcomes including self-regulated learning, academic engagement, and learning autonomy among secondary school students. This research brings together international literature along with Indian literature such as Babbar, Raju and Kumari’s studies regarding Generative AI and Learning Efficiency in the Indian educational setting. The structured research approach and quantitative method are introduced, and then illustrated with statistical findings. The literature indicates that personalisation through AI can be effective in terms of helping learners to monitor and regulate their activities; however, it will not help in case the dependence on technology becomes too high and there is no pedagogical scaffolding present. That is why the paper concludes in favour of human-centered approach and AI as a tool rather than substitution of teachers and cognitive processes.
Abstract: The Insolvency and Bankruptcy Code, 2016 (IBC) was enacted to ensure time-bound insolvency resolution, maximisation of asset value, and balancing of stakeholders’ interests. Nevertheless, increasing procedural delays, adversarial litigation, and mounting pendency before the National nyny Law Tribunal (NCLT) have diluted the efficiency of the insolvency framework. In this evolving context, mediation has emerged as a constructive and commercially viable mechanism capable of harmonising creditor-debtor relations while preserving enterprise value. The enactment of the Mediation Act marks a significant legislative shift towards institutional and pre-litigation mediation in India’s dispute resolution architecture. This paper critically examines the growing interface between mediation and insolvency law in India with special reference to recent developments under the IBC regime. It analyses how consensual dispute resolution can supplement the rigid adjudicatory model of insolvency proceedings, particularly in operational debt disputes, inter-creditor disagreements, avoidance transactions, and pre-packaged insolvency mechanisms. The study further evaluates the Insolvency and Bankruptcy Board of India’s proposal permitting operational creditors to opt for mediation prior to initiating proceedings under Section 9 of the IBC, thereby institutionalising a culture of negotiated settlements within insolvency jurisprudence. The paper argues that mediation can substantially reduce litigation costs, preserve business continuity, maintain commercial relationships, and decongest insolvency tribunals without undermining the objectives of the IBC. It also explores the compatibility of mediated settlements with the principles of creditor autonomy, procedural fairness, and economic efficiency. By examining comparative global practices and contemporary Indian reforms, the paper concludes that mediation represents not merely an adjunct remedy but a transformative jurisprudential tool capable of reshaping insolvency governance in India from adversarial resolution to collaborative restructuring.
Abstract: Women entrepreneurs are the most rapidly expanding section of global entrepreneurship and have garnered significant attention from several scholars, particularly in recent years. Emerging entrepreneurship literature indicates that females contribute significantly to entrepreneurial activities and economic growth by generating new jobs and enhancing gross domestic product.This study presents a comprehensive bibliometric analysis based on data extracted from the Web of Science record to explore the key trends, themes, and contributions in women entrepreneurship research. Using VOS viewer, the study maps keyword co-occurrences, identifies prominent themes, and analyzes the geographical distribution of publications. Findings highlight critical intersections of gender, innovation, and sustainability in entrepreneurship, revealing emerging areas for future research and policy development to foster global inclusive ecosystems for women entrepreneurs.