Resources
Explore a wide range of valuable resources on GCED to deepen your understanding and enhance your research, advocacy, teaching, and learning.
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Gender Bias, Citizen Participation, and AI (Policy Research Working Papers; Planet; RRR; 11046) Year of publication: 2025 Author: Jose Antonio Cuesta Leiva | Natalia Gisel Pecorari Corporate author: World Bank This paper investigates the role of gender bias in artificial intelligence–driven analyses of citizen participation, using data from the 2023 Latinobarómetro Survey. The paper proposes that gender bias—whether societal, data driven, or algorithmic—significantly affects civic engagement. Using machine learning, particularly decision trees, the analysis explores how self-reported societal bias (machismo norms) interacts with personal characteristics and circumstances to shape civic participation. The findings show that individuals with reportedly low levels of gender bias, who express political interest, have high levels of education, and align with left-wing views, are more likely to participate. The paper also explores different strategies to mitigate gender bias in both the data and the algorithms, demonstrating that gender bias remains a persistent factor even after applying corrective measures. Notably, lower machismo thresholds are required for participation in more egalitarian societies, with men needing to exhibit especially low machismo levels. Ultimately, the findings emphasize the importance of integrated strategies to tackle gender bias and increase participation, offering a framework for future studies to expand on nonlinear and complex social dynamics. 
Artificial Intelligence and Gender Equality: Key Findings of UNESCO’s Global Dialogue Year of publication: 2020 Corporate author: UNESCO The purpose of the UNESCO’s Dialogue on Gender Equality and AI was to identify issues, challenges, and good practices to help: Overcome the built-in gender biases found in AI devices, data sets and algorithms; Improve the global representation of women in technical roles and in boardrooms in the technology sector; and Create robust and gender-inclusive AI principles, guidelines and codes of ethics within the industry. This Summary Report sets forth proposed elements of a Framework on Gender Equality and AI for further consideration, discussion and elaboration amongst various stakeholders. It reflects experts’ inputs to the UNESCO Dialogue on Gender Equality and AI, as well as additional research and analysis. This is not a comprehensive exploration of the complexities of the AI ecosystem in all its manifestations and all its intersections with gender equality. Rather, this is a starting point for conversation and action and has a particular focus on the private sector. It argues for the need to 1. Establish a whole society view and mapping of the broader goals we seek to achieve in terms of gender equality;2. Generate an understanding of AI Ethics Principles and how to position gender equality within them; 3. Reflect on possible approaches for operationalizing AI and Gender Equality Principles; and4. Identify and develop a funded multi-stakeholder action plan and coalition as a critical next step. 
UNESCO Women for Ethical AI: Outlook Study on Artificial Intelligence and Gender Year of publication: 2024 Corporate author: UNESCO The gender chapter of the UNESCO Recommendation on the Ethics of AI is a concrete commitment by 194 Member States to advance gender equality in the AI ecosystem. To track progress in the implementation of the gender provisions of UNESCO’s Recommendation, and to assess the impacts of AI on gender equality, the UNESCO Women for Ethical AI (W4EAI) Platform has been established. This report advances the workstream through evidence-based insights in three critical areas: women’s participation in AI development and deployment, the inclusion of gender equality concerns in AI governance and the impact of AI on gender equality. It highlights the significant underrepresentation of women in AI, the lack of gender-disaggregated data, and the compounded challenges women face in the field. The report also addresses the neglect of gender dimensions in AI policy, the risks posed by AI systems to women, and the need for responsible and ethical AI governance to promote gender equality. Finally, it outlines actionable recommendations to enhance gender equality through and in AI, emphasizing the importance of comprehensive data collection, targeted interventions, and inclusive policy-making. 
Disinformation and Peacebuilding in Sub-Saharan Africa : Security Implications of AI-Altered Information Environments : Research Report Year of publication: 2024 Author: Eduardo Albrecht | Eleonore Fournier-Tombs | Rebecca Brubake Corporate author: United Nations University This report aims to further explore the way in which AI technologies as they currently stand impact peace and conflict, and what methods might be used to mitigate their adverse effects - through the development of better tools and the inclusion of peace and conflict considerations in AI governance frameworks. The report proposes the following recommendations: 1. More funding and support should be provided to civil society organization efforts to expand media literacy and fact-checking initiatives using AI tools to enhance capabilities. 2. Governments need to work with civil society to develop and implement comprehensive, transparent legal frameworks combating disinformation. These legislative measures need to support digital and media literacy campaigns and fact-checking organizations. 3. Social media companies need to expand investment and research into understanding local information environments, so they can better identify and respond to instances of disinformation in all contexts in which they operate and enhance transparency. 4. Peacebuilding organizations need to carefully consider local media ecosystems and information environments when conducting conflict analyses, and factor these dynamics into their projects' frameworks. 
Journalism and Artificial Intelligence in Latin America Year of publication: 2023 Author: Natalia Zuazo Corporate author: UNESCO Montevideo In a context of exponential growth of artificial intelligence (AI) and technological dominance in all spheres of life — economic, social, cultural, environmental, and political —, this Paper explores the impact of AI on journalism from a critical and ethical perspective, with special attention to Latin America. It addresses inequalities and challenges inherent in the implementation of AI in the region. The aim is to offer an useful tool in the continuous training of students and media professionals. 
Responsible AI in Africa: Challenges and Opportunities Year of publication: 2023 Corporate author: Palgrave Macmillan This open access book contributes to the discourse of Responsible Artificial Intelligence (AI) from an African perspective. It is a unique collection that brings together prominent AI scholars to discuss AI ethics from theoretical and practical African perspectives and makes a case for African values, interests, expectations and principles to underpin the design, development and deployment (DDD) of AI in Africa. The book is a first in that it pays attention to the socio-cultural contexts of Responsible AI that is sensitive to African cultures and societies. It makes an important contribution to the global AI ethics discourse that often neglects AI narratives from Africa despite growing evidence of DDD in many domains. Nine original contributions provide useful insights to advance the understanding and implementation of Responsible AI in Africa, including discussions on epistemic injustice of global AI ethics, opportunities and challenges, an examination of AI co-bots and chatbots in anAfrican work space, gender and AI, a consideration of African philosophies such as Ubuntu in the application of AI, African AI policy, and a look towards a future of Responsible AI in Africa. 
Artificial Intelligence: Media and Information Literacy, Human Rights and Freedom of Expression Year of publication: 2020 Author: Igor Shnurenko | Tatiana Murovana | Ibrahim Kushchu Corporate author: UNESCO Institute for Information Technologies in Education (IITE) | TheNextMinds The collection of papers “Artificial Intelligence: Media and Information Literacy, Human Rights and Freedom of Expression” continues the UNESCO IITE’s series of publications entitled “Digital Transformation of Education”.The publication describes the fundamentals of artificial intelligence and AI-based technologies, their impact on the modern information and media environment, new challenges in the field of media and information literacy associated with the growing automation of the processes of creating, disseminating and accessing information, the use of AI in decision-making and control systems in various areas. There is a strong focus on the growing risks of reducing individual agency, people’s ability to interpret reality autonomously and to act according to their own agenda.These issues are more relevant now than ever before for education undergoing digital transformation. The publication seeks to contribute to a critical understanding of the digital environment in which learning and teaching unfold, and strategies and tactics for the use of new technologies and the digitalization of educational interactions. 
Global Research Policy & Practices Report: Advancing Artificial Intelligence-Supported Global Digital Citizenship Education Year of publication: 2022 Corporate author: UNESCO Institute for Information Technologies in Education (IITE) | Shanghai Open University The UNESCO Institute for Information Technologies in Education (IITE) was established as an integral part of UNESCO by the General Conference of UNESCO at its 29th session November 1997) and is located in Moscow, Russian Federation. IITE is the only UNESCO Category 1 Institute that holds a global mandate for ICT in education.In line with the new Education 2030 Agenda, IITE has developed its strategic priority areas to meet new demands and tasks ahead. The mission of IITE in the new era is promoting the innovative use of ICT and serving as facilitator and enabler for achieving Sustainable Development Goal 4 (SDG 4) through ICT-enabled solutions and best practices. This report, supported by the Online Learning Consortium (OLC), is published in partnership with Shanghai Open University (SOU) to help amplify best practices regarding artificial ntelligence, digital literacy, and digital citizenship instruction for lifelong learning and success. 
Generative AI and the Future of Education Year of publication: 2023 Corporate author: UNESCO. Assistant Director-General for Education, 2018- (Giannini, Stefania) The digital revolution has brought about significant changes in how we live, learn, and interact, with multiple waves of technological advancements. The current AI revolution represents a new and profound shift, particularly through AI's ability to simulate human language and conversation. This development challenges our understanding of language, intelligence, and the role of technology in education and society.As AI begins to generate human-like responses and knowledge, it raises fundamental questions about its impact on education, societal values, and our concept of humanity. Education systems are now grappling with how to integrate and regulate AI, which has been rapidly introduced into classrooms without sufficient oversight. The author emphasizes the importance of carefully considering the risks and ethical implications of AI, particularly in its potential to manipulate and shape knowledge systems. There is a need for balanced development, where AI technology is aligned with human values, and education remains a deeply human-centered process.UNESCO is working with countries to develop strategies for the safe use of AI in education, emphasizing the need for a cautious approach and robust regulatory frameworks. The overarching message is that while AI offers immense possibilities, it must be integrated thoughtfully to ensure it enhances education and society without undermining human agency, equity, or the foundational values of learning. 
Governing AI for Humanity: Final Report Year of publication: 2024 Corporate author: United Nations (UN) The United Nations Secretary-General’s High-level Advisory Body on AI’s Final Report, “Governing AI for Humanity,” builds on months of work, including extensive global consultations, and the publication of an interim report in December 2023. Proposals for Global Governance on AI This report outlines a blueprint for addressing AI-related risks and sharing its transformative potential globally, including by:• Urging the UN to lay the foundations of the first globally inclusive and distributed architecture for AI governance based on international cooperation;• Proposing seven recommendations to address gaps in current AI governance arrangements;• Calling on all governments and stakeholders to work together in governing AI to foster development and protection of all human rights. This includes light institutional mechanisms to complement existing efforts and foster inclusive global AI governance arrangements that are agile, adaptive and effective to keep pace with AI’s evolution. Extensive Global Consultations The report is the product of extensive consultations, involving more than 2,000 participants across all regions of the world, including via: • 18 deep-dive discussions on key issues with top experts• More than 50 consultation sessions across all regions• More than 250 written submissions from over 150 organizations and 100 individuals The Advisory Body also commissioned an AI Risk Global Pulse Check – the most comprehensive global horizon scanning exercise on AI risks to date – and an AI Opportunity Scan to crowdsource expert assessments of emerging AI trends.