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Gender Bias, Citizen Participation, and AI (Policy Research Working Papers; Planet; RRR; 11046) سنة النشر: 2025 المؤلف: Jose Antonio Cuesta Leiva | Natalia Gisel Pecorari المؤلف المؤسسي: 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.
Disability Equality in the Media: Representation, Accessibility, Management; Practical Manual سنة النشر: 2025 المؤلف المؤسسي: UNESCO Promoting Disability Equality in the Media Despite all the positive changes happening in newsrooms and leadership roles, diversity in the media remains a challenge.When certain groups are left out, the media fails to present all angles of a story, missing diverse perspectives and innovative ideas. Consequently, audiences do not receive the full picture, and promises of fair and accurate representation often fall short, affecting our perceptions of each other in society. It is the case of persons with disabilities, who make up 16 percent of the global population but remain one of the most marginalized groups. Media coverage frequently overlooks them, and when their stories are told, they are often framed through stereotypes. This not only creates barriers but also denies them their rights. To address this, media organizations should enhance editorial policies and representation, improve employment conditions, and foster a more inclusive environment for professionals with disabilities.The Practical Manual and Master Class provide hands-on advice to editorial teams on how to ensure fair and unbiased coverage of disability. For content producers, it details how to make media content and services accessible. To managers and decision makers, the material inspires change, demonstrating how disability equality can contribute to media industry growth and create new revenue streams.This work contributes to the implementation of the United Nations Convention on the Rights of Persons with Disabilities (2006) and promotes freedom of expression, media development, and access to information for the meaningful participation of persons with disabilities in public debate.
Igualdad para las personas con discapacidad en los medios: representación, accesibilidad, gestión : manual práctico سنة النشر: 2025 المؤلف المؤسسي: UNESCO Promover la igualdad para las personas con discapacidad en los mediosA pesar de todos los cambios positivos que suceden en las salas de prensa y con los roles de liderazgo, la diversidad en los medios continúa presentando un desafío. Cuando se excluyen ciertos grupos, los medios omiten mostrar todos los ángulos de una historia, las distintas perspectivas y las ideas innovadoras. Por lo tanto, la audiencia no recibe la información completa y las promesas de una representación certera, generalmente, no son suficientes, lo que afecta nuestra percepción del otro en la sociedad. Es el caso de las personas con discapacidad, que constituyen un dieciséis por ciento de la población global, pero aún es uno de los grupos más marginados. La cobertura de los medios con frecuencia los ignora y cuando se cuentan sus historias, por lo general, se enmarcan en un estereotipo. Esto no solo crea obstáculos, sino que además les niega el ejercicio de sus derechos. A fin de abordar esta situación, los medios deben ampliar las políticas editoriales y aumentar la representación, mejorar las condiciones de empleo y promover un entorno más inclusivo para profesionales con discapacidad.El Manual Práctico y la Master Class brindan consejos útiles para los equipos editoriales sobre el modo de asegurar que la cobertura de las personas con discapacidad sea justa y no esté sesgada. Para los generadores de contenido, se detalla de qué manera hacer que el contenido y los servicios mediáticos sean accesibles. Para gerentes y quienes estén a cargo de tomar decisiones, este material alienta a realizar cambios, demostrando cómo la igualdad de las personas con discapacidad puede contribuir al crecimiento de la industriaz mediática y generar nuevas fuentes de ingreso.Este trabajo contribuye a implementar la Convención Internacional de las Naciones Unidas sobre los Derechos de las Personas con Discapacidad de 2006 y promueve la libertad de expresión, el desarrollo de los medios y el acceso a la información, a fin de que las personas con discapacidad participen significativamente en el debate público.
Countering and addressing online hate speech: a guide for policy makers and practitioners سنة النشر: 2023 المؤلف المؤسسي: UN. Office on Genocide Prevention and the Responsibility to Protect Online hate speech remains a critical challenge to advancing the objectives set out in the UN Strategy and Plan of Action on Hate Speech and the pillars of the United Nations work, namely Peace and Security, Human Rights and Sustainable Development. The recommendations outlined in this policy paper, provide a framework for countering hate speech, in line with international human rights norms and standards. The recommendations are based on three years of consultations and dialogue, including with the technology and social media companies, experts, the UN Working Group on Hate Speech and civil society. Their implementation should be part of broader efforts to address hate speech globally, including its root causes and impact offline, in line with the UN Strategy and Plan of Action. The pursuit of these recommendations should also prioritize participation and engagement directly with the victims of hate speech, underpinned by the principles of non-discrimination and leaving no one behind.
Глобальные тенденции в области свободы выражения мнений и развития средств массовой информации: Цифровые средства информации, 2015 г. سنة النشر: 2017 المؤلف: Iginio Gagliardone | Danit Gal | Thiago Alves Pinto | Gabriela Martinez Sainz المؤلف المؤسسي: UNESCO Учитывая успех первого доклада о глобальных тенденциях и необходимость проведения дополнительных исследований, ЮНЕСКО возглавила работу над вторым изданием в серии докладов, сосредоточив внимание на подробном анализе ряда тенденций цифровой эпохи. В докладе ЮНЕСКО о «Глобальных тенденциях в области свободы выражения мнений и развития средств информации: цифровые средства информации» за 2015 г. содержится глубокий анализ ключевых областей, названных в первом докладе о глобальных тенденциях наиболее важными для дальнейшего изучения, а именно: язык ненависти в интернете, защита журналистских источников информации и роль интернет-посредников в содействии свободе выражения мнений, а также обращается особое внимание на вопрос безопасности журналистов. Доклад также опирается на вопросы, поднятые в проведенном ЮНЕСКО в 2015 г. исследовании под названием «Основные принципы построения инклюзивных обществ знаний».
Countering Holocaust Denial and Distortion through Education: A Guide for Teachers سنة النشر: 2025 المؤلف المؤسسي: UNESCO Antisemitic hate speech, disinformation, and conspiracy theories thrive during crises, making it vital for teachers to address these issues in school curricula. Social media has significantly amplified the spread of such harmful content, including Holocaust denial and distortion. These falsehoods, rooted in antisemitic prejudice and conspiratorial thinking, threaten our shared historical memory and promote hatred. To effectively combat these issues, it is essential to have a comprehensive understanding of the Holocaust —how and why the genocide of the Jewish people occurred. This knowledge helps us recognize the causes and risk factors, contributing to the prevention of future atrocity crimes and the fight against antisemitism. In the digital age, it is also imperative to be able to decipher the manipulation of history, and the misrepresentation of the past.The guide provides teachers with the necessary tools and guidance to prevent the spread of Holocaust denial and distortion. It equips teachers with knowledge, teaching principles, and strategies to foster digital literacy, historical understanding, and critical thinking in learners. Aimed primarily at history and social sciences teachers, it outlines key concepts, teaching methods, and approaches to counter Holocaust denial and distortion. 