Equitable AI Knowledge Hub

Find the resources you need for disability-inclusive AI Innovation


The Knowledge Hub is associated with the Equitable AI Alliance's work:

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The Equitable AI Knowledge Hub is a free public resource designed to support advocates, developers, researchers, and practitioners working at the intersection of artificial intelligence (AI) and disability inclusion: Explore evidence-based resources, perspectives and insights addressing key messages, challenges, and opportunities drawn from expertise in the field from across the globe. 

This Hub equips users with the knowledge and strategies needed to influence policies, shape inclusive technologies, implement inclusive technologies and promote equitable AI practices. It provides support to enable the potential of AI whilst addressing risks for persons with disabilities.


The Knowledge Hub is associated with the Equitable AI Alliance's work:

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Please Note: Some external resources linked in this Knowledge Hub may not be fully accessible, as they were created by third parties. 
If you have questions or need assistance regarding the Equitable AI Knowledge Hub, please contact us at office@zeroproject.org.

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Description Source
AI for Disability Inclusion. Enabling change with advanced technology Accenture This report highlights AI's potential for workplace inclusion, addressing risks, promoting accessibility, ethical strategies, and fostering multi-stakeholder collaboration. Report PDF
Artificial Intelligence and Facilitation of Employment Opportunities for People with Disabilities EARN - Employer Assistance and Resource Network on Disability Inclusion This policy brief provides a roadmap for organizations to design, procure and use AI to benefit and not discriminate against people with disabilities. It includes a policy framework; discussion of challenges and opportunities regarding recruiting, hiring and provision of reasonable accommodations; guiding principles; best, promising and emerging practices; and helpful resources. Report PDF
Disability, Bias, and AI – Report Meredith Whittaker et al. (AI Now Institute) 2019 The report explores disability, bias, and AI. Drawing on disability studies and activism, it highlights risks, challenges norms enforced by AI, and suggests lessons from disability rights for AI accountability. Centering disability refines approaches to mitigate AI harms. Report PDF
Checklist for Employers: Facilitating the Hiring of People with Disabilities Through the Use of eRecruiting Screening Systems, Including AI EARN - Employer Assistance and Resource Network on Disability Inclusion eRecruiting systems, including AI tools, are transforming hiring and workforce management. When used equitably, they enhance diversity and inclusion, benefiting people with disabilities. This checklist by EARN and PEAT helps leaders ensure accessibility and fairness in eRecruiting practices. Report PDF
Algorithm-driven Hiring Tools: Innovative Recruitment or Expedited Disability Discrimination? Center for Democracy and Technology 2020 Algorithm-driven hiring tools streamline job applications but often discriminate against people with disabilities, failing Americans with Disabilities Act standards. This report emphasizes the need for employers, vendors, and regulators to address these risks and ensure fairness. Report PDF
Keynote Address: Accessible and Equitable Artificial Intelligence by: Jutta Treviranus, Ph.D. Jutta Treviranus (M-Enabling 2023) 2023
Accessibility Standards Canada is developing the Accessible and Equitable AI Systems Standard (CAN-ASC-6.2) under the Accessible Canada Act. This first-of-its-kind standard addresses barriers, risks, and opportunities for persons with disabilities, adapting to AI's rapid changes.
Video/ Audio Video
Artificial Intelligence: The road ahead for the accessibility of persons with disability Nilanjan Chakraborty et al. (Science Direct) 2021 Outlines some of the ways in which AI can be integarted with other technologies to produce solutions of benefit to people with a disability Academic PDF
Disability Discrimination using Artificlal Intelligence and Social Scoring - Can we Disable Digital Bias? Nizan Geslevich Packin (Journal of International and Comparative Law) 2021 Investigates potential bias and mitigations in the use of AI to score or tate people from social media sources Academic PDF
Law and Artificial Intelligence - Regulating AI and Applying AI in Legal Practice Bart Custers, Eduard Fosch-Villaronga (Springer) 2022 Explores the intersection of law and Artificial Intelligence
(AI).
Academic PDF
AI and disability: A systematic scoping review Christo El Morr et al. (Health Informatics Journal) 2024 Artificial intelligence (AI) can enhance life experiences and present challenges for
people with disabilities. Objectives: This study aims to investigate the relationship between AI and disability, exploring the potential benefits and challenges of using AI for people with disabilities.
Academic PDF
AI Driven Personalisation and Disability Inclusion Mike Wald (Frontiers in Artificial Intelligence) 2021 This study aims to help people working in the field of AI understand some of the unique issues regarding disabled people and examines the relationship between the terms “Personalisation” and “Classification” with regard to disability inclusion Academic PDF
A Conceptual Model for Inclusive Technology: Advancing Disability Inclusion through Artificial Intelligence Maram Fahaad Almufareh et al. (Journal of Disability Research) 2024 Artificial intelligence (AI) has ushered in transformative changes, championing inclusion and accessibility for individuals with disabilities. This article delves into the remarkable AI-driven solutions that have revolutionized their lives across various domains Academic PDF
No Lies Detected: how to make your AI more useful Ioana Tanase 2024 The resource discusses various topics related to AI, including responsible AI usage, misinformation, AI scams, AI ethics, and the use of AI in different scenarios. Video/ Audio Video
Beginner’s Checklist for Inclusive AI Partnership on Employment & Accessible Technology (PEAT) 2024 The Partnership on Employment & Accessible Technology (PEAT) created this general checklist to support staff in working together to ensure that your organization uses artificial intelligence (AI) tools in inclusive ways. Report PDF
Disability-Led Innovation. Artificial Intelligence & Automated Hiring Practices Partnership on Employment & Accessible Technology (PEAT) 2024 Innovators with disabilities share how inclusive AI can help you improve business outcomes and attract highly qualified job candidates from underrepresented groups. Report Website
The Rise of AI in education BETT 2024 A comprehensive survey of teachers across the UK. The results offer valuable information on AI mplementation, its perceived benefits, and the concerns it raises among educators. Report PDF
The use of artificial intelligence for persons with disability: a bright and promising future ahead Vishal Kumar et al. (Disability and Rehabilitation: Assistive Technology) 2023 Artificial intelligence (AI) driven solutions have the potential to significantly impact individuals with disabilities by providing assistance in their daily activities and facilitating the acquisition of new abilities. Academic Website
Using Universal Design for Learning and ArtificialIntelligence to Support Students with Disabilities Sally E. Hyatt & Meghan B. Owenz (College Teaching) 2024 This paper explores whether Universal Design for Learning (UDL) can be combined with Artificial Intelligence (AI) to create a more inclusive pedagogy for students with disabilities. Academic Website
Testing for ableism in large language models Ioana Tanase 2023 The resource examines the presence of ableist biases in large language models and discusses methods to identify and mitigate such biases. Blog/ Opinion Website
How to deal with ableist terminology from users in your copilots and chatbots Ioana Tanase 2023 The resource discusses how to handle ableist language from users when building generative AI-based products. Blog/ Opinion Website
Exploring the Affordances of Generative AI in Academic Writing for Disabled Student Xin Zhao et al.(Proceedings of the 58th Hawaii International Conference on System Sciences) 2025 This study explores the use and attitudes towards generative AI technology among disabled students in higher education, addressing a gap in existing research on accessibility and inclusivity challenges for marginalized groups. Academic Website
The role of artificial intelligence in enhancing healthcare for people with disabilities David Bamidele et al. (Social Science & Medicine 364) 2025 The integration of artificial intelligence (AI) in healthcare delivery represents a transformative opportunity to enhance the lives of people living with disabilities. AI-driven technologies can mitigate health disparities, improve diagnostic accuracy, and facilitate effective communication with healthcare providers, fostering more equitable healthcare environments. This commentary explores these applications while addressing the ethical challenges and imitations associated with AI deployment. Academic Website
Bias in AI Hiring Tools: Impacted Groups, Legal Risks, Historical Foundations, and Next Steps Eesha Bayana (Research Archive of Rising Scholars) 2025 This paper investigates the role and influence of artificial intelligence (AI) in applicant tracking systems (ATS) on marginalized groups within the course of the job recruitment process. Academic Website
Generative AI in the context of assistive technologies: Trends, limitations and future directions Biying Fua et al. (Image and Vision Computing 154) 2025 This article provides a comprehensive survey on the increased and promising use of generative AI in assistive technologies benefiting different parties, ranging from the assistive system developers, medical practitioners, care workforce, to the people who need the care and the comfort. Academic Website
Enhancing news accessibility for people with disabilities: A case study of the AI-powered News Accessibility Platform (NAP) Izuafa Abdulrafiu Braimah (International Research Journal of Modernization in Engineering Technology and Science) 2025 This study presents the News Accessibility Platform (NAP), an AI-driven solution designed to improve News access for people with disabilities, particularly those with visual and auditory impairments. Academic PDF
Navigating digital human rights in the age of AI: challenges, theoretical perspectives, and Research implications Deepak Khazanchi & Mahima Saxena (Journal of Information Technology Case and Application Research) 2025 This paper explores the intersection of digital human rights (DHR) and artificial intelligence (AI), highlighting the complex relationship between technology, human rights, and social justice. It discusses the role of digital technologies in promoting and violating human rights, emphasizing issues such as privacy, surveillance, data protection, and inequality exacerbated by AI. Academic Website
The Role of AI in Achieving Inclusive Education Siqi Yang (Proceedings of 3rd International Conference on Interdisciplinary Humanities and Communication Studies) 2025 The purpose of this paper is to explore how artificial intelligence (AI) can help to realize inclusive education. Through literature analysis, it is shown that artificial intelligence (AI) can increase students' accessibility, allow more and more disabled students to participate in the classroom, and artificial intelligence (AI) assistive technology can meet the different needs of disabled students. Academic Website
Health AI poses distinct harms and potential benefits for disabled people Charles E. Binkley et al. (Correspondence) 2025 Artificial intelligence (AI) in healthcare presents both significant risks and unique opportunities for disabled people, a group often overlooked in mainstream discussions of algorithmic bias. This paper explores how AI models, particularly in health settings, may perpetuate discrimination against patients with disabilities due to underrepresentation in datasets, historical healthcare bias, and flawed assumptions about disability-related frailty. Academic Website
An Afternoon of Innovation and Impact: The ‘Concept Car’ Approach Christopher Patnoe & David Banes (Zero Project Conference 2025) 2025 Combining theory and practice, the session gave space to important conversations on the burgeoning industry of Artificial Intelligence that works for all. Panel discussions were paired with innovation pitches from promising disability-led innovators. Fellow experts discussed the ‘concept car’ approach to assistive technology development. Video/ Audio Video
An Afternoon of Innovation: AI for All LaVonne Roberts (Zero Project Conference 2025) 2025 Combining theory and practice, the session gave space to important conversations on the burgeoning industry of Artificial Intelligence that works for all. Panel discussions were paired with innovation pitches from promising disability-led innovators. Start-ups are democratizing access to AI-powered assistive technologies. Video/ Audio Video
How to build AI that works for your organization Sayomdeb (Den) Mukherjee & Ioana Tanase (Zero Project Conference 2025) 2025 Beyond the hype around Artificial Intelligence, the forum showed how DPOs, service providers, NGOs, and small organizations can develop AI tools for disability inclusion. Video/ Audio Video
The workplace and AI – solutions and considerations for persons with disabilities David Banes et al. (Zero Project Conference 2025) 2025 How can I effectively and thoughtfully begin utilizing Artificial Intelligence (AI) in the workplace as a person with a disability? And what should I be aware of when doing so? This couch session sought to highlight practical opportunities for all when it comes to AI and our jobs. Video/ Audio Video
Keynote: Jutta Treviranus, Professor and Director, Canada Inclusive Design Research Centre Jutta Treviranus (Zero Project Conference 2025) 2025 Is the destabilization of employment by AI an opportunity to reimagine work? How can we counter the homogenization of the workforce by AI mechanized statistical reasoning in hiring & promotion tools? Join Jutta Treviranus as she outlines and navigates the current global culture wars that are defining the co-design of trustworthy AI tools. Video/ Audio Video
Inclusive AI for people with disabilities: Key considerations Fadeia Hossian (Clifford Chance) 2024 This resource explores how AI-powered technologies are transforming accessibility and inclusion for people with disabilities, while also examining the potential risks and inequities these innovations may introduce. Blog/ Opinion Website
AI and new technologies Business Disability Forum 2025 This resource explores some of the ways in which businesses should engage with new and emerging technologies in order to obtain the benefits of innovation without sacrificing disability inclusion. Blog/ Opinion Website
Generative AI holds great potential for those with disabilities - but it needs policy to shape it Yonah Welker (World Economic Forum) 2023 This article explores how generative AI can significantly enhance accessibility while warning that these innovations also present unique risks such as lack of transparency, manipulation, privacy concerns, and social isolation. Blog/ Opinion Website
Why AI fairness conversations must include disabled people Eileen O’Grady & Harvard Staff Write (The Harvard Gazette) 2024 The article highlights how AI tools—such as voice-to-text systems—can be essential for individuals with non‑apparent disabilities (like speech impediments or neuropathy), yet these technologies often perpetuate ableism when developed without persons with disabilities. Blog/ Opinion Website
When AI Erased My Disability Jessica Smith (Time) 2025 This resource explores how AI-generated imagery can unintentionally erase visible disabilities—such as portraying someone born with one arm as having two—highlighting the critical need for inclusive representation built into AI design, with disabled people as active contributors rather than afterthoughts. Blog/ Opinion Website
We cannot miss this moment: how the disability community can shape artificial intelligence for democracy Sarah Timreck 2025 The article underscores an urgent opportunity—highlighted at the UN’s recent disability rights conference—for the disability community to lead in defining how AI intersects with democratic processes. Blog/ Opinion Website
Enabled Talent is using AI to make every job disability-inclusive Alex Riehl (BetaKit) 2025 This resource explores how Enabled Talent, an AI-powered hiring platform co-founded by Amandipp Singh, is breaking down employment barriers by matching job seekers with disabilities to inclusive opportunities using voice-guided assistance, AI-driven career coaching, and accommodation-aware job matching—all co-designed with disabled users to ensure accessibility and real-world impact. Blog/ Opinion Website
Artificial Intelligence in Disability Care: Unlocking Agency Cornelia C. Walther (Psychology Today) 2025 This resource explores how “prosocial AI”—when designed with the primary goal of social good—can empower individuals with disabilities and their caregivers through personalized care, communication breakthroughs (e.g., speech interpretation tools like Google’s Project Relate), mental health support, enhanced autonomy, and seamless device integration, while also highlighting the importance of inclusive data, ethical safeguards, and holistic design for meaningful impact. Blog/ Opinion Website
The Illusion of Thinking (3 of 5): AI Can’t Fix Bias It Doesn’t Understand Raghav Singh 2025 The blog critiques the overestimation of AI's capabilities in eliminating bias. He argues that AI systems, lacking human understanding, cannot inherently recognize or rectify biases unless explicitly programmed to do so. Blog/ Opinion Website
CoSP 2026: Looking back at three Critical Workshops on Artificial Intelligence and Disability David Banes 2025 This blog reflects on three pivotal workshops from the 18th Conference of States Parties (CoSP 2026) to the UN Convention on the Rights of Persons with Disabilities, focusing on Artificial Intelligence's role in accessibility and inclusion. Blog/ Opinion Website
How can AI help disabled people? - AbilityNet Webinar Robin Christopherson et al.(AbilityNet Webinar) 2024 Robin Christopherson MBE from AbilityNet, Michael Vermeersch from Microsoft, and Tamsin Keyes from Headway the brain injury association, shared ways on 'How can AI help disabled people?' and the myriad of ways AI (Artificial Intelligence) can improve your life! Video/ Audio Video
Disability innovation and the future of AI KR Liu & Enshalla Anderson (Google Cloud Next) 2023 Disability innovation Cloud AI could revolutionize accessibility for disabled people in products and services. This session will discuss accessibility, design, and technology and explore the ways in which cloud AI can be used to make the world more accessible for everyone. Video/ Audio Video
How AI fails people with disabilities – and how to fix it - axe-con 2022 Samuel Proulx 2023 AI often recommends everything from jobs, to videos, to advertisements – but doesn’t take the needs of people with disabilities into account. Algorithms are not often open or reproducible and people with disabilities are not included in training data. This leads to bias against people with disabilities, and AI that then makes their lives often harder, rather than easier. Video/ Audio Video
Build | Bridging the Disability Divide with AI Tools Anne Taylor et al. (Microsoft Ability Summit) 2024 Generative AI has changed how people with disabilities work and grow. Find out why our goal is to ensure that AI tools are built with accessibility in mind and see how early adopters are discovering the utility and impact of these tools worldwide. Video/ Audio Video
Artificial Intelligence and Disability: How Can AI Promote Inclusion and Equity for Disabled People? Jackie Leach Scully (Centre for Medical Ethics and Law HKU) 2025 In this presentation some theoretical and empirical work carried out at the Disability Innovation Institute at the University of New South Wales are discussed, that examines the views of people with disability about AI-supported technologies and considers some possible solutions. Video/ Audio Video
Inclusiveness in a digital economy: Avatars, accessibility, and Artificial Intelligence Susan-Scott Parker et al.(International Labour Organization) 2024 The pace at which the digital realm of the world economy is developing needs to be accompanied by appropriate measure to protect the labour rights of persons with disabilities and to promote their inclusion in the workforce. Further, the rise of Artificial Intelligence (AI) and latest legislation like the European Accessibility Act offer opportunities for promoting inclusiveness. Video/ Audio Video
Artificial Intelligence and the future of technologies: Impact and opportunities Gehan ElSharkawy et al. (International Labour Organization) 2023 Artificial Intelligence (AI) is one of the most controversial technology topics today. While it has tremendous potential in improving work productivity and individual quality of life, there are also concerns of its unintended consequences such as built-in AI bias against diversity. Session speakers will discuss the latest AI trends, its usefulness and how to address the challenges regarding bias, especially on people with disabilities in the world of work. Video/ Audio Video
How do you lip-read a robot? AI-powered HR technology has a disability problem Susan Scott-Parker et al. (International Labour Organization) 2022 This ILO Global Business and Disability Network webinar explored the unacknowledged risks to the world’s more than 1.3 billion persons with disabilities triggered by the fast-growing use of Artificial Intelligence (AI)-powered technology in the world of work. Video/ Audio Video
GBDN conference 2019: Artificial intelligence impact on the employment of persons with disabilities Yves Veulliet et al. (International Labour Organization) 2019 Artificial Intelligence (AI) is one of the most controversial technology topics today. While it has tremendous potential in improving work productivity and individual quality of life, there are also concerns of its unintended consequences such as built-in AI bias against diversity. Leaders from the technology, non-profit, academia and business sectors will discuss the latest AI trends, its usefulness and how to address the challenges regarding bias, especially on People with disabilities in the world of work. Video/ Audio Video
AI for All? Inclusion, bias, and opportunity for persons with disabilities Judith Hermetter et al. (WSIS+20 High-Level Event 2025) 2025 As AI systems increasingly influence hiring, banking, and access to services, we must ask: Are these technologies promoting inclusion, or perpetuating bias and exclusion? This session goes beyond theory to focus on concrete and practical examples of how AI impacts persons with disabilities—both as inclusive and dedicated tools. With reference to WSIS Action Lines—notably C3 (Access to Information and Knowledge), C4 (Capacity Building), C6 (Enabling Environment), and C10 (Ethical Dimensions of the Information Society)—the discussion will present real-world cases from the fields of employment and financial inclusion, covering both risks and opportunities. The session will also examine how to drive organizational change toward responsible AI as we enter the critical five-year window ahead of the 2030 SDG review, ensuring disability inclusion is not left behind. Report Website
Designing for the Edge: Rethinking Inclusion in a Digital World with Dr. Jutta Treviranus Jutta Treviranus (AUTM on the Air) 2025 In this episode, you'll learn about her "human starburst" metaphor and how it's changing design philosophy, why focusing on diversity at the edges of a system actually makes those systems more resilient and adaptable and what it really takes to confront bias in the age of AI. Dr. Treviranus shares powerful stories from the trenches, showing how inclusive design is a powerful driver for innovation that ultimately benefits us all. Podcast Website
Building A Disability-Inclusive AI Ecosystem. Ariana Aboulafia & Henry Claypool (Center for Democracy & Technology (CDT), American Association of People with Disabilities (AAPD)) 2025 This report aims to provide context as to some of the ways that people with disabilities can be both positively and negatively impacted by technology, while recognizing that disabled populations interact with systems, and with technologies, in different ways and have different access needs. Report PDF
AI and disability: A systematic scoping review Christo El Morr et al. (Health Informatics Journal) 2024 Artificial intelligence (AI) can enhance life experiences and present challenges for people with disabilities. This study aims to investigate the relationship between AI and disability, exploring the potential benefits and challenges of using AI for people with disabilities. Academic PDF
AI and Accessibility: Breaking Barriers for People with Disabilities Susan Ferebee (Premier Journal of Artificial Intelligence) 2025 Artificial intelligence (AI) is revolutionizing accessibility, offering transformative opportunities to enhance autonomy, quality of life, and social inclusion for people with disabilities. This narrative review article explores the intersection of AI and accessibility, critically analyzing its applications in healthcare, education, employment, and daily living. Highlighting innovations such as AI-driven assistive technologies, adaptive learning platforms, and wearable devices demonstrates how these tools empower individuals to overcome systemic barriers. Academic PDF
AI, healthcare ethics, and disability: a debate Peter Smith & Roy Rada (AI and Ethics) 2025 This paper presents a debate on the ethical implications of artificial intelligence in healthcare, particularly concerning its impact on disabled individuals. Roy advocates for the potential benefits of automated clinical decision-making, while Peter raises concerns about its risks and limitations for the disabled community. Through their discussion, they examine the promise and perils of AI, drawing on scientific literature and firsthand experiences. The paper illuminates the ethical implications of using AI in the healthcare domain. Academic Website
Rights of persons with disabilities: report of the Special Rapporteur on the Rights of Persons with Disabilities Quinn, Gerard (UN. Human Rights Council. Special Rapporteur on the Rights of Persons with Disabilities) 2021 The present report is submitted to the Human Rights Council pursuant to Council resolution 44/10 by the Special Rapporteur on the rights of persons with disabilities, Gerard Quinn. It provides an overview of the activities undertaken in 2021 and contains a thematic study on artificial intelligence and the rights of persons with disabilities. Report Website
AI-Powered Assistive Technologies for People with Disabilities: Developing AI Solutions that Aid Individuals with Various Disabilities in Daily Tasks Vedant Singh (Journal of Engineering Research and Reports) 2025 In this paper, the viewpoints of people with disabilities are also examined, focusing on the positive impact that modern innovations based on artificial intelligence will have on these people's lives. Academic Website
Evaluating GenAI Through the Lens of Responsible AI Principles Steve Jacobs (IDEAL Group) 2025 This article explores how Generative AI can be both innovative and ethical in education, measuring its systems up against global standards for responsible, inclusive, and trustworthy AI. Report PDF

Further resources by the Equitable AI Alliance

  • Resources on the topic of Inclusive Employment

    Disability Ethical? AI

    The Disability Ethical AI? Alliance (DEAI) was founded by Susan Scott-Parker OBE at Scott-Parker International with IBM and Oxford Brookes University Institute for Ethical Artificial Intelligence. This is an informal thought leadership initiative that offers a wide range of resources on the topic of Disability Ethical AI.