Volume 14 | Issue 5 |

 Abstract

Climate change is no longer a distant or theoretical concern; it has become an immediate and lived reality, particularly in India. Increasing heatwaves, floods, landslides , rising sea levels, and growing threats to food security demonstrate how climate impacts are affecting everyday life rather than remaining isolated environmental events. India's legal framework has historically addressed environmental protection by expanding the scope of Article 21 of the Constitution to include the right to a clean and healthy environment. However, a significant development occurred in 2024 when the Supreme Court recognised freedom from the adverse effects of climate change as a fundamental right. This marked a shift from traditional environmental regulation toward the broader concept of climate constitutionalism. This study examines how climate change has become embedded within the constitutional right to life by analysing judicial developments, human rights principles, climate justice, and intergenerational equity. While the judiciary has played a crucial role in advancing climate rights, the effectiveness of these protections ultimately depends on the creation of comprehensive legislation and strong institutional mechanisms. Without practical implementation, constitutional recognition alone risks remaining symbolic rather than transformative.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Climate Change; Right to Life; Article 21; Climate Constitutionalism; Human Rights; Climate Justice; Intergenerational Equity.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Child labour remains a pervasive and deeply entrenched issue in many parts of the world, with its manifestations often hidden within the complex and opaque networks of global supply chains. India, with its vast population, diverse economy, and historical socioeconomic challenges, presents a particularly significant context for examining child labour within these intricate production systems. The phenomenon is not merely a by-product of poverty but is deeply interwoven with issues of inadequate education, weak governance, cultural norms, and the relentless pursuit of profit by multinational corporations. Global supply chains, characterized by their fragmented nature, subcontracting practices, and the pressure to reduce costs, create fertile ground for the exploitation of children, particularly in sectors where oversight is minimal and the labour force is largely informal. This essay will delve into the multifaceted problem of child labour in global supply chains, with a specific focus on India. It will explore the root causes, the sectors most affected, the impact on children, the role of global corporations and consumers, and the legal and policy frameworks in place, as well as their limitations. Finally, it will consider potential pathways and strategies for its eradication.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Child Labour, Global Supply Chains, India, Exploitation, Informal Sector

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Creative Commons Attribution 4.0 and The Open Definition

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Agriculture is a part of Indias economy. We need to guess how much crops will grow so we can make sure we have food and plan the economy. In this paper we are talking about a system that uses computers to guess how much crops will grow. This system also uses pictures to show how well crops will do in Indias three growing seasons: Kharif, Rabi and Zaid. Our system uses a method called Linear Regression. It looks at things like how rain falls how hot it is how much pesticide is used and how much fertilizer is used to guess how much crops will grow. We measure how much crops grow in tons per hectare. We are using how much crops grow. Linear Regression to make guesses. We made a website using a tool called Streamlit. It lets people get guesses away. It also shows pictures of the guess results using a tool called Plotly. This is really helpful for people who want to see the results of how much crops grow. Our system is good at guessing how much crops will grow. It also helps farmers and people who plan agriculture by giving them tools to make decisions through dashboards. This means farmers and planners can use our system to make decisions about how much crops will grow. We tested our system with a lot of data. 3,000 Points. The results were good. We were able to guess how 30 crops would grow across three cycles. Our system guessed how much crops would grow. The results were good. Our system is helpful for precision agriculture. This lets farmers and people who plan agriculture make decisions based on facts. This helps them choose the crops and use resources in the way. Precision agriculture and how much crops grow are important, for Indias economy. Index Terms--Crop yield prediction, machine learning, linear regression, precision agriculture, Streamlit, Indian agriculture, seasonal crops, data visualization, agricultural informatics

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Crop yield prediction, machine learning, linear regression, precision agriculture, Streamlit, Indian agriculture, seasonal crops, data visualization, agricultural informatics

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Workplace sexual harassment remains a significant barrier to achieving gender equality and ensuring safe working environments for women in India, despite the existence of a comprehensive legal framework. The enactment of the Sexual Harassment of Women at Workplace (Prevention, Prohibition and Redressal) Act, 2013, inspired by the landmark Vishaka v. State of Rajasthan judgment, marked a crucial step toward recognizing and addressing such violations. However, the effectiveness of these legal protections in practice continues to raise important concerns. This study critically examines the extent to which existing legal mechanisms safeguard women against workplace sexual harassment. It adopts a doctrinal and analytical approach, drawing upon statutory provisions, judicial decisions, and secondary literature to evaluate both the theoretical strength and practical implementation of the law. The research also incorporates a socio-legal perspective to understand how workplace culture, power dynamics, and societal attitudes influence the reporting and redressal of such incidents. The findings reveal a persistent gap between law and practice. While the legal framework appears robust on paper, its effectiveness is undermined by widespread underreporting, lack of awareness among employees, and inefficiencies in institutional mechanisms such as Internal Complaints Committees. Additionally, socio-cultural barriers, including fear of retaliation, stigma, and patriarchal norms, continue to discourage victims from seeking justice. Challenges are further compounded in the unorganized sector, where enforcement remains particularly weak. The study concludes that addressing workplace sexual harassment requires more than legal provisions alone. Strengthening implementation, ensuring accountability, promoting awareness, and fostering a culture of zero tolerance are essential for translating legal intent into meaningful protection. The research highlights the need for systemic reforms and sustained efforts to create safer, more inclusive workplaces for women in India.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Workplace Sexual Harassment; POSH Act, 2013; Gender Equality; Women's Rights; Legal Framework in India; Internal Complaints Committee (ICC); Underreporting; Socio-legal Challenges

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Creative Commons Attribution 4.0 and The Open Definition