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Disability Discrimination in the Digital Realm: How the ICRPD Applies to Artificial Intelligence Decision-Making Processes and Helps in Determining the State of International Human Rights Law (Human Rights Law Reivew; Volume. 23, Issue. 3) Year of publication: 2023 Author: Tetyana Krupiy | Martin Scheinin Scholars have identified challenges to protecting individuals from discrimination in contexts where organisations deploy artificial intelligence decision-making processes. While scholarship on ‘digital discrimination’ is growing, scholars have paid less attention to the impact of the use of artificial intelligence decision-making processes on persons with disabilities. This article posits that while the use of artificial intelligence technology can be beneficial for some purposes, its deployment can also construct a disability. The article demonstrates that the Convention on the Rights of Persons with Disabilities can be interpreted in a manner that confers a wide variety of human rights on persons with disabilities in the context when entities deploy artificial intelligence decision-making processes. The article proposes a test for digital discrimination based on disability and shows how it can be incorporated into the treaty through legal interpretation. Thereafter, it moves to developing an analogous general test for digital discrimination under international human rights law, applicable beyond a catalogue of protected characteristics. 
The Effects of AI on the Working Lives of Women Year of publication: 2022 Author: Clementine Collett | Gina Neff | Livia Gouvea Gomes Corporate author: UNESCO | Inter-American Development Bank | Organisation for Economic Co-operation and Development (OECD) The use of AI technologies will affect women’s opportunities for work, and their position, status and treatment in the workplace. Around the globe, women in the labour force earn less than men, spend more time undertaking unpaid child- and elder-care jobs, hold fewer senior positions, participate less in science, technology, engineering and mathematics (STEM) fields, and tend to hold more precarious jobs overall. In harnessing AI, governments, institutions and companies must narrow gender gaps rather than perpetuate or exacerbate them. This report, by the IDB, OECD and UNESCO, outlines current knowledge of the impact that AI systems have on women’s opportunities for work, and their position, treatment and status in the workforce. It does so by exploring how AI is used within and outside the workplace, and how it could be used in the future. It looks at the potential impact of new and emerging AI technologies on the skills that employers will require, on how women look for and are hired for jobs, and on how jobs are structured through automated monitoring and oversight. The report maps the opportunities and challenges that AI presents for the working lives of women and highlights the complexities that varying national and regional contexts present for understanding the impact of AI on the work of women. The report also notes that current research does not offer a complete or definite picture of how AI impacts the working lives of women and calls for further research and analysis in this area. 
Chile: Artificial Intelligence Readiness Assessment Report Year of publication: 2023 Corporate author: UNESCO The Readiness Assessment Methodology (RAM) is a diagnostic tool intended to assist Member States in upholding their commitment to the Recommendation by helping them understand how prepared they are to implement AI ethically and responsibly for all their citizens. The RAM questionnaire forms the basis for the first section of this readiness assessment report, providing a comprehensive but detailed overview of laws, institutions, and the cultural, social, and human capital landscape shaping AI. This is then complemented in the second section by a summary of concerns and priorities raised during a national multistakeholder consultation that was conducted in 2023. Finally, the third section presents a roadmap and recommendations for building capacities across national institutions, laws and policies, and human capital, to achieve a responsible AI ecosystem aligned with the UNESCO Recommendation. As the very first country to complete the RAM and the country report, Chile is blazing the trail not only for Latin America but the world. We applaud the initiative the Chilean government has taken to update its AI strategy putting ethics and governance front and centre, and thank them for inviting UNESCO to assist in this endeavour. The report presented here reveals a complex and rapidly-changing landscape. In the legal and regulatory dimension, the 2021 National Artificial Intelligence Policy (NAIP) represents a substantive and wide-ranging commitment to developing AI. One of the key recommendations of this report is to fully integrate the UNESCO Recommendation into the NAIP’s axis of Ethics, Regulation, and Socioeconomic Impacts. Notably, the RAM reveals the pressing need to update legislation around data protection and cybersecurity to meet the challenges of AI. It also highlights several areas the Chilean government is actively working to develop. [...] Overall, this report presents a fundamentally optimistic vision that we at UNESCO share: that ethical governance and responsible regulation of AI is entirely consistent with innovation and economic growth, and is essential for ensuring a technological ecosystem that benefits the public good. In drawing a clear line from the RAM data through to the multistakeholder consultations and the recommendations, Chile has a clear roadmap for how to get there. (This text has been extracted from the Foreword of the publication) 
AI and the Future of Education: Disruptions, Dilemmas and Directions Year of publication: 2025 Corporate author: UNESCO Artificial intelligence (AI) is reshaping the way we learn, teach and make sense of the world around us, but it is doing so unequally. While one-third of humanity remains offline, access to the most cutting-edge AI models is reserved for those with subscriptions, infrastructure and linguistic advantage.These disparities not only restrict who can use AI, but also determine whose knowledge, values and languages dominate the systems that increasingly influence education.This anthology explores the philosophical, ethical and pedagogical dilemmas posed by disruptive influence of AI in education. Bringing together insights from global thinkers, leaders and changemakers, the collection challenges assumptions, surfaces frictions, provokes contestation, and sparks audacious new visions for equitable human-machine co-creation.Covering themes from dismantling outdated assessment systems to cultivating an ethics of care, the 21 think pieces in this volume take a step towards building a global commons for dialogue and action, a shared space to think together, debate across differences, and reimagine inclusive education in the age of AI.Building on UNESCO’s Recommendation on the Ethics of AI, its Guidance on Generative AI in Education and Research and its twin AI competency frameworks for teachers and students, such a global commons can direct collective sense-making and bold reimagination around curricula, pedagogy, governance and policy with human rights, justice and inclusion at its core. 
Global Toolkit on AI and the Rule of Law for the Judiciary Year of publication: 2023 Author: Miriam Stankovich | Ivana Feldfeber | Yasmín Quiroga | Marianela Ciolfi Felice | Vukosi Marivate Corporate author: UNESCO What is Artificial Intelligence (AI)? How does it work? And more importantly, how does it find its way into the judicial context? Technologies such as AI have been around for decades, but only recently have they begun to be used in a variety of justice and law enforcement settings. While AI has immense potential for the justice system, helping judges make better decisions, improving efficiency, increasing access, and helping to detect and prevent crime, there are also some important issues that justice stakeholders should consider as they prepare for a future in which AI is increasingly used in justice systems.In 2022, UNESCO launched two needs assessments. First, through UNESCO’s Artificial Intelligence Needs Assessment Survey in Africa, 90% of the 32 countries surveyed requested capacity building support for the Judiciary on AI. At the same time, a second global survey of judicial actors in 100 countries underlined the need for better understanding the use of AI in the administration of justice and its wider legal implications on societies.The “Global Toolkit on AI and the Rule of Law” for the Judiciary responds to these needs and provides judicial actors (judges, prosecutors, state attorneys, public lawyers, law universities and judicial training institutions) with the knowledge and tools necessary to understand the benefits and risks of AI in their work. The toolkit will assist judicial actors in mitigating the potential human rights risks of AI by providing guidance on the relevant international human rights laws, principles, rules and emerging jurisprudence that underpin the ethical use of AI. 
“I Don’t Have a Gender, Consciousness, or Emotions. I’m Just a Machine Learning Model” Year of publication: 2023 Corporate author: UNESCO | International Research Centre on Artificial Intelligence (IRCAI) An introduction to a forthcoming Gender bias in Artificial Intelligence report coming out on March 8, 2024. As we stand on the precipice of a technological revolution driven by Artificial Intelligence (AI), it is imperative to ensure that this future is shaped equitably, representing all genders. With this essay we are excited to announce our forthcoming in-depth report on Gender and Artificial Intelligence in a partnership between IRCAI and UNESCO, set for release on March 8, 2024. As we prepare for this milestone event, we extend an invitation to experts, scholars, and all interested stakeholders to join us in our research. 
The UNESCO Recommendation on the Ethics of AI: Shaping the Future of Our Societies Year of publication: 2023 Corporate author: German Commission for UNESCO | Netherlands National Commission for UNESCO | Slovenian National Commission for UNESCO The UNESCO commissions of Germany, the Netherlands and Slovenia with the support of IRCAI have jointly published a brochure on the UNESCO recommendation on the ethics of artificial intelligence. It summarizes the most important content in a compact manner and presents the central demands from the areas of health, culture, the environment, gender equality as well as education and research. The recommendation with its diverse topics is not only relevant for political experts, but it offers one for various areas of application of the ethical framework and thus serves as an orientation for dealing with AI in general. The brochure is available for the wider public in a number of formats including the original Adobe InDesign file that allows translations to be inserted and format pages, resulting in new versions of the brochure. Therefore, we strongly encourage all UNESCO Commissions from across all UNESCO regions Africa, Arab States, Asia and the Pacific, Europe and North America, Latin America and the Caribbean to use the text in the basic files and translate the content into their own languages, including using the graphic file to setup their own designs of the brochure. 
Missing Links in AI Governance Year of publication: 2023 Corporate author: UNESCO | Mila – Quebec Artificial Intelligence Institute Over the next decade, Artificial Intelligence (“AI”) will continue to significantly impact societies. While these scientific and technological advances take place at an extraordinary pace, it is necessary that we simultaneously stimulate a global and inclusive conversation around their development and governance. It is in this context that Mila and UNESCO join forces to steer a collective work to identify and understand missing links in AI governance. This publication is a compilation of 18 selected submissions from a global open call for proposals launched in 2021. The works featured cross disciplinary and geographical boundaries, and include the perspectives of academics, civil society representatives, and innovators to help shift the conversation on AI from what we do know and foresee to what we do not, the missing links. The topics covered are wide ranging, including AI and Indigenous rights, Deepfakes, Third-Party Audits of AI Systems, AI alignment with SDGs, and the centralization of decision-making power AI allows. Policymakers and civil society members will benefit from the insightful perspectives brought forward to face the immense task they are presented with – which is to ensure the development of AI in a human-centred, responsible and ethical way, in accordance with human rights. 
International Conference on Artificial Intelligence and Education, Planning Education in the AI Era: Lead the Leap; Final Report Year of publication: 2019 Corporate author: UNESCO The current report is an exhaustive account of the discussion and debate at the International Conference on Artificial Intelligence and Education (hereafter referred to as ‘the conference’) held in Beijing from 16 to 18 May 2019. Under the overarching theme of ‘Planning Education in the AI Era: Lead the Leap’, the conference was structured into seven plenary sessions and 16 breakout sessions complemented by a live exhibition and study tours to facilitate forwardlooking debates, share cutting-edge knowledge and AI solutions, and deliberate on sector-wide strategies. 
Artificial Intelligence and Democracy Year of publication: 2024 Author: Daniel Innerarity Corporate author: UNESCO Montevideo | Latin American Council of Social Sciences (CLACSO) UNESCO’s Recommendation on the Ethics of Artificial Intelligence, adopted by all Member States in November 2021, is the first global policy framework for artificial intelligence (AI) and outlines different aspects of this technology that directly impact political life. The initial considerations of the Recommendation outline the potential ramifications of AI across diverse domains, notably its implications for democracy. This report builds on these analyses and recommendations, aligning with the core values and principles outlined in the Recommendation. It delves into the current and potential impact of artificial intelligence on democracy and the benefits that both artificial intelligence and digitalization, in general, could bring to enhancing collective decision-making processes. This analysis is structured around four key topics:1. The democratic expectations and disappointments of digitization2. The new digital public space: the democratic conversation3. The democracy of data: the politics of Big Data4. Democracy as a form of political decision-making: algorithmic governance Finally, this report offers recommendations for the democratic governance of artificial intelligence aimed at mitigating neative impacts and fostering a more democratic approach to AI governance.