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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: Socioeconomic Impact of Migration in Rural &Urban Population of Rajasthan

Abstract: Rajasthan, India’s largest state by area, has historically been a major source of internal and international migration due to Agro-Climatic vulnerability, water scarcity and limited industrialization. This study evaluated the data of Census 2011.Periodic Laborer Force Survey (PLFS), 2022-23 and primary survey data from some districts and examines spatial patterns, drivers, and economic impacts of migration. Results show three dominant streams: rural-urban intra state to Jaipur-Kota, rural-rural to Punjab-Haryana-Gujrat for agriculture and construction, and rural metro cities for textiles and services. Remittances constitute 7.8% of Rajasthan’s GSDP reaching 18.2% in Barmer and 14.6% in Sikar. Districts level regression indicates that 1% rise in out migration increases per capita income by Rs 1840 but reduces food grain yield by 0.6% due to laborer loss. Migration reduces poverty by 4.2% in high out migration districts but creates skill deficit, elderly care burden, and agricultural fallow. The study concludes that migration is both a coping mechanism and a development lever, requiring a migration sensitive policy integrating skill hubs, portability of welfare and remittance investment channels.

By Poonam Chaudhary
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: The Dynamics of Broadcasting Law and Reality TV in India: Legal and Ethical Challenges

Abstract: In India, television reality programs have become a popular genre thanks to its relevant themes and lively content. But their quick expansion has spurred discussions about moral behavior, the effects on society, and legal issues. With an emphasis on reality television, this essay critically evaluates India's broadcasting laws and regulations, assessing how well they handle issues with participant exploitation, content manipulation, and cultural deterioration. The paper explores the legal framework that governs broadcasting in India, including the Broadcasting Content Complaints Council (BCCC) and the Cable Television Networks (Regulation) Act, 1995. It draws attention to the shortcomings of current legislation, which is vague in addressing the subtleties of reality programs and results in problems like manufactured narratives, participant psychological suffering, and transgressions of decency standards. These difficulties are highlighted by case studies of well-known programs like Bigg Boss, Indian Idol, and Roadies, which offer insights into the sociocultural ramifications of such programming. The study also identifies areas for improvement by contrasting India's broadcasting laws with international regulatory standards. Among the recommendations are the introduction of specific rules for reality television, the reinforcement of self-control systems, and the encouragement of media literacy among audiences. Reforming broadcasting laws in the digital age is essential, according to the report, which promotes a balanced strategy that protects the public interest, participant welfare, and creative freedom. By emphasizing the necessity of strong controls in India's changing media landscape, this study seeks to advance the conversation on media ethics and policy.

By Jyoti Rawat Lohiya, Sarika Tyagi
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: Digital Payments and Fraud in India: A Systematic Review of UPI's Growth and Machine Learning-Based Detection Frameworks

Abstract: India's Unified Payment Interface (UPI) can be stated as the most revolutionary payment system of the twenty-first century. It processed over 21 billion transactions worth ?27.97 lakh crore in December 2025 alone. These figures dictate both its remarkable reach and the security challenges it presents. Since its launch in April 2016 by the National Payments Corporation of India (NPCI), UPI has outpaced traditional digital payment systems, and now over 85% of digital transactions in India are done using UPI. Though the growth is remarkable, it allows new kinds of frauds and scams to arise. Studies show that digital fraud has surged by 346% during COVID-19. This paper examines the empirical and review studies from 2017 to 2026 related to the intersection of UPI’s exponential growth and evolving landscape of digital payment frauds in India. The study critically evaluates the most dominant types of fraud typologies, like phishing, QR code manipulation, KYC impersonation, and social engineering scams, along with the methods used for the prevention of such types of fraud, like machine learning and deep learning architectures. The review finds that machine learning and deep learning architectures achieved over 99% accuracy in the detection of fraud. There are still persistent challenges like class imbalance, data privacy, and adaptive fraudulent behavior. The paper argues that effective fraud mitigation and prevention require more than algorithmic advancement. A multi-layered response integrating system, regulatory dimensions, and user awareness is still required to tackle and prevent fraudulent activities.

By Abhishek Mishra and Dr. Mahendra Pal Singh Yadav
In Volume: 15,Issue: 1

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