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AI Bias, AI Stereotyping, Representation Disparities & Discrimination in AI
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Critiquing Generative AI in Africa's Media Ecosystems
London; New York: Routledge (2026), 215 pp.
"The book argues that as technology is a social construct reflecting existing power dynamics, those in the Global South, and in Africa in particular, are bound to be marginalised and have their knowledge, systems overlooked as the Global North dominates technological developments. The birth of AI ha
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Atlas der KI: Die materielle Wahrheit hinter den neuen Datenimperien
Bonn: Bundeszentrale für politische Bildung (bpb), Sonderausg. (2025), 336 pp.
"Ist Künstliche Intelligenz nur eine weitere Entwicklung der Digitalisierung des Alltags, eine effiziente Software in einer „Cloud“? Die KI-Forscherin Kate Crawford entlarvt diese verharmlosende Vorstellung und beleuchtet die konkreten Auswirkungen der Technologie auf die physische Welt. Ihre R
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"In this Toolkit, we offer introductory information and technical recommendations on how to mitigate the risk of discrimination in software development of systems used for recruitment. This Toolkit addresses software developers and product managers working or interested in this field, and it intends
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State of Internet Freedom in Africa 2025: Navigating the Implications of AI on Digital Democracy in Africa
CIPESA (2025), 74 pp.
"While AI offers potential benefits across various sectors, its deployment by businesses and governments and application by individuals present new opportunities while raising significant concerns. More specifically, most African countries do not have legal or regulatory measures on the ethical and
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Inclusive and Secure Artificial Intelligence: A Global Perspective on Policy and Technical Developments
Deep Insights
Stuttgart: Institut für Auslandsbeziehungen (ifa) (2025), 84 pp.
"As AI systems are developed and deployed, they often reflect and reinforce dominant cultural norms, marginalizing non-Western languages, epistemologies, and communities. This report explores the systemic risks associated with algorithmic bias, digital colonialism, and cultural homogenization, while
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Key Questions for AI in Public Institutions: Prompts and Resources to Spark Critical Conversation
Key Guides
""In this think piece we sketch the impacts and implications of corporate AI for institutions with a public interest orientation. We focus on public universities and social services as vital public institutions that have been widely understood as essential to democracy and social justice. Through a
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Bias in der künstlichen Intelligenz
Bonn: Bundesamt für Sicherheit in der Informationstechnik (2025), 34 pp.
"Bias ist eine tiefgreifende Problematik für Systeme der Künstlichen Intelligenz, die eine Gefährdung für den sicheren Einsatz von solchen Systemen darstellen kann. Der richtige Umgang mit Bias ist komplex und erfordert eine umfassende Beschäftigung mit der Thematik. Diese Publikation soll Entw
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"Algorithms today are more complex than ever. With the rise of large language models (LLMs), they have become increasingly unexplainable and non-deterministic. Even experts often fail to understand why an algorithm yields a particular outcome. It is through the datasets used to train those algorithm
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"In this Toolkit, we offer introductory information and concrete recommendations on how to mitigate the risk of discrimination in algorithmic hiring systems on a governance level. This Toolkit addresses policymakers and people working in regulatory bodies, as well as civil society organisations inte
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Patterns of Inclusion: How Gender Matters for Automation, Artificial Intelligence and the Future of Work
Oxford; 9781032669892 (pbk): Routledge (2025), xiv, 169 pp.
"It is widely presumed that digitalisation, automation and artificial intelligence (AI) shape the future of work. Yet gender is rarely considered in those debates. This path-breaking book, written by a leading thinker on gender, inclusion and organisations, Elisabeth Kelan, is based on in-depth rese
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"In this Toolkit, we offer introductory information and concrete recommendations on how to mitigate the risk of discrimination in algorithmic hiring systems within organisations. This Toolkit addresses HR professionals and recruiting agencies and intends to help them gain a better understanding of w
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Mapping Scholarship on Algorithmic Bias: Conceptualization, Empirical Results, and Ethical Concerns
International Journal of Communication, volume 18 (2024), pp. 548-569
"As artificial intelligence (AI) becomes more seamlessly integrated into our social life, the unfair outcomes and ethical issues associated with AI and its subtechnologies have been widely discussed in scholarly work across disciplines in recent years. This study provides an overview of the conceptu
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Code & Vorurteil: Über Künstliche Intelligenz, Rassismus und Antisemitismus
Bonn: Bundeszentrale für politische Bildung (bpb), Sonderausg. (2024), 231 pp.
"Was bedeutet die zunehmende Nutzung Künstlicher Intelligenz für die Demokratie, für Offenheit und Vielfalt in der Gesellschaft? Wie gerecht entscheiden Algorithmen? Vielfach zeigt sich, dass KI-Anwendungen strukturelle Ungleichheit und bestehende Diskriminierungsmuster reproduzieren können. Den
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Is ChatGPT a Friend or Foe in the War on Misinformation? A South African Perspective
Communicare: Journal for Communication Studies in Africa, volume 42, issue 2 (2023), pp. 3-16
"The release of ChatGPT at the end of 2022 met with fears and optimism. One particularly important avenue of research that is emerging revolves around ChatGPT's ability to provide accurate and unbiased information on a variety of topics. Given the interest that Google and Microsoft have shown in sim
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Black Communication in the Age of Disinformation: DeepFakes and Synthetic Media
Cham: Palgrave Macmillan (2023), xxvii, 208 pp.
"Current developments in technology, such as facial recognition, have already disproportionately affected people of color, especially people of African descent. The rise of DeepFakes and other forms of Fake News online has brought a host of new impacts and potential obstacles to the way that Black c
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(Dis)Obedience in Digital Societies: Perspectives on the Power of Algorithms and Data
Bielefeld: transcript Verlag (2022), 377 pp.
"Algorithms are not to be regarded as a technical structure but as a social phenomenon - they embed themselves, currently still very subtle, into our political and social system. Algorithms shape human behavior on various levels: they influence not only the aesthetic reception of the world but also
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"This guide has explored some of the key considerations that should inform the conceptualization and implementation of Machine Learning (ML) and artifical intelligence (AI) components within a development project. New, automated decision systems can offer considerable and rapid efficiency gains, but
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"An accessible synthesis of ethical issues raised by artificial intelligence that moves beyond hype and nightmare scenarios to address concrete questions. Artificial intelligence powers Google's search engine, enables Facebook to target advertising, and allows Alexa and Siri to do their jobs. AI is
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