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Title: GDP, Unemployment, Government Expenditure in Bangladesh: Testing the Relevance of Okun’s Law

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.

By S.K.S. Yadav, Imran Hosen, Dhwani Gupta
In Volume: 15,Issue: 1
Title: Live-in-Relationships and Socio - Legal Challenges in India

Abstract: Due to the absence of legal protection for property rights, live-in relationships continue to be socially stigmatised in India, especially in traditional groups. Property rights are usually valued by married couples, and live-in partnerships are not specifically recognised by Indian law. The difficulties that live-in couples encounter may be made worse by this lack of family support. Without legal recognition, issues pertaining to inheritance rights and child custody become complicated. Although it offers some protection against domestic abuse, the Protection of Women from Domestic Violence Act of 2005 can be difficult to apply and enforce. Partners can not have the same financial rights or job benefits as married spouses. Despite these challenges, perceptions about cohabitation are gradually shifting, especially among younger people and in urban areas. Comprehensive legislative reforms are necessary to address the socio-legal problems that cohabiting couples face and to provide them with adequate protection and rights.

By Mohd Danish Khan, Pushkar Raj
In Volume: 15,Issue: 1
Title: Impact of AI-Powered Personalized Learning on Self-Regulated Learning, Academic Engagement, and Learning Autonomy among Secondary School Students

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.

By Rajesh Kumar Raju, Monika Kumari
In Volume: 15,Issue: 1
Title: A Bibliometric Analysis of Women Entrepreneurship: Trends, Themes, and Global Perspectives

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.

By Deepak Kumar, Tamanna
In Volume: 15,Issue: 1
Title: Live-in-Relationships and Socio - Legal Challenges in India

Abstract: Due to the absence of legal protection for property rights, live-in relationships continue to be socially stigmatised in India, especially in traditional groups. Property rights are usually valued by married couples, and live-in partnerships are not specifically recognised by Indian law. The difficulties that live-in couples encounter may be made worse by this lack of family support. Without legal recognition, issues pertaining to inheritance rights and child custody become complicated. Although it offers some protection against domestic abuse, the Protection of Women from Domestic Violence Act of 2005 can be difficult to apply and enforce. Partners can not have the same financial rights or job benefits as married spouses. Despite these challenges, perceptions about cohabitation are gradually shifting, especially among younger people and in urban areas. Comprehensive legislative reforms are necessary to address the socio-legal problems that cohabiting couples face and to provide them with adequate protection and rights.

By Mohd Danish Khan, Pushkar Raj
In Volume: 15,Issue: 1
Title: Innovative Business Models in Supplying Energy Finance as a Service and Leasing in México

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.

By José G. Vargas-Hernández, Dra. Patricia Villasana-Ramos, M. C. Omar C. Vargas-González
In Volume: 15,Issue: 1

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