Designing for Human Rights in AI
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Abstract (arXiv)
In the age of big data, companies and governments are increasingly using algorithms to inform hiring decisions, employee management, policing, credit scoring, insurance pricing, and many more aspects of our lives. AI systems can help us make evidence-driven, efficient decisions, but can also confront us with unjustified, discriminatory decisions wrongly assumed to be accurate because they are made automatically and quantitatively. It is becoming evident that these technological developments are consequential to people's fundamental human rights. Despite increasing attention to these urgent challenges in recent years, technical solutions to these complex socio-ethical problems are often developed without empirical study of societal context and the critical input of societal stakeholders who are impacted by the technology. On the other hand, calls for more ethically- and socially-aware AI often fail to provide answers for how to proceed beyond stressing the importance of transparency, explainability, and fairness. Bridging these socio-technical gaps and the deep divide between abstract value language and design requirements is essential to facilitate nuanced, context-dependent design choices that will support moral and social values. In this paper, we bridge this divide through the framework of Design for Values, drawing on methodologies of Value Sensitive Design and Participatory Design to present a roadmap for proactively engaging societal stakeholders to translate fundamental human rights into context-dependent design requirements through a structured, inclusive, and transparent process.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 May 2020.
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Citing papers per year: 2021: 1; 2022: 6; 2023: 0; 2024: 3; 2025: 3.
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- 2021A Sociotechnical View of Algorithmic Fairnesscited by 24
- 2022Seamful XAI: Operationalizing Seamful Design in Explainable AIcited by 20
- 2022Towards a multi-stakeholder value-based assessment framework for algorithmic systemscited by 12
- 2024Characterizing and modeling harms from interactions with design patterns in AI interfacescited by 11
- 2022Think About the Stakeholders First! Towards an Algorithmic Transparency Playbook for Regulatory Compliancecited by 7
- 2024"I Am the One and Only, Your Cyber BFF": Understanding the Impact of GenAI Requires Understanding the Impact of Anthropomorphic AIcited by 7
- 2025Stakeholder Participation for Responsible AI Development: Disconnects Between Guidance and Current Practicecited by 5
- 2022Negative Human Rights as a Basis for Long-term AI Safety and Regulationcited by 3
- 2022Atomist or Holist? A Diagnosis and Vision for More Productive Interdisciplinary AI Ethics Dialoguecited by 1
- 2024Exploring LGBTQ+ Bias in Generative AI Answers across Different Country and Religious Contextscited by 1
- 2025Hedging and Non-Affirmation: Quantifying LLM Alignment on Questions of Human Rightscited by 1
- 2022Don't "research fast and break things": On the ethics of Computational Social Sciencecited by 0
1 more
- 2025Stakeholder Participation for Responsible AI Development: Disconnects Between Guidance and Current Practice11 Jun 2025
- 2025Kaleidoscope Gallery: Exploring Ethics and Generative AI Through Art20 May 2025
- 2025Hedging and Non-Affirmation: Quantifying LLM Alignment on Questions of Human Rights26 Feb 2025
- 2024"I Am the One and Only, Your Cyber BFF": Understanding the Impact of GenAI Requires Understanding the Impact of Anthropomorphic AI11 Oct 2024
- 2024Exploring LGBTQ+ Bias in Generative AI Answers across Different Country and Religious Contexts3 Jul 2024
- 2024Characterizing and modeling harms from interactions with design patterns in AI interfaces17 Apr 2024
- 2022Seamful XAI: Operationalizing Seamful Design in Explainable AI12 Nov 2022
- 2022Negative Human Rights as a Basis for Long-term AI Safety and Regulation31 Aug 2022
- 2022Atomist or Holist? A Diagnosis and Vision for More Productive Interdisciplinary AI Ethics Dialogue19 Aug 2022
- 2022Don't "research fast and break things": On the ethics of Computational Social Science12 Jun 2022
- 2022Think About the Stakeholders First! Towards an Algorithmic Transparency Playbook for Regulatory Compliance10 Jun 2022
- 2022Towards a multi-stakeholder value-based assessment framework for algorithmic systems9 May 2022
1 more
- 2021A Sociotechnical View of Algorithmic Fairness27 Sep 2021
- 2021A Sociotechnical View of Algorithmic Fairnesscited by 24
- 2022Seamful XAI: Operationalizing Seamful Design in Explainable AIcited by 20
- 2022Towards a multi-stakeholder value-based assessment framework for algorithmic systemscited by 12
- 2024Characterizing and modeling harms from interactions with design patterns in AI interfacescited by 11
- 2022Think About the Stakeholders First! Towards an Algorithmic Transparency Playbook for Regulatory Compliancecited by 7
- 2024"I Am the One and Only, Your Cyber BFF": Understanding the Impact of GenAI Requires Understanding the Impact of Anthropomorphic AIcited by 7
- 2025Stakeholder Participation for Responsible AI Development: Disconnects Between Guidance and Current Practicecited by 5
- 2022Negative Human Rights as a Basis for Long-term AI Safety and Regulationcited by 3
- 2022Atomist or Holist? A Diagnosis and Vision for More Productive Interdisciplinary AI Ethics Dialoguecited by 1
- 2024Exploring LGBTQ+ Bias in Generative AI Answers across Different Country and Religious Contextscited by 1
- 2022Don't "research fast and break things": On the ethics of Computational Social Sciencecited by 0
- 2025Kaleidoscope Gallery: Exploring Ethics and Generative AI Through Artcited by 0
- 2025Stakeholder Participation for Responsible AI Development: Disconnects Between Guidance and Current Practice11 Jun 2025
- 2025Kaleidoscope Gallery: Exploring Ethics and Generative AI Through Art20 May 2025
- 2024"I Am the One and Only, Your Cyber BFF": Understanding the Impact of GenAI Requires Understanding the Impact of Anthropomorphic AI11 Oct 2024
- 2024Exploring LGBTQ+ Bias in Generative AI Answers across Different Country and Religious Contexts3 Jul 2024
- 2024Characterizing and modeling harms from interactions with design patterns in AI interfaces17 Apr 2024
- 2022Seamful XAI: Operationalizing Seamful Design in Explainable AI12 Nov 2022
- 2022Negative Human Rights as a Basis for Long-term AI Safety and Regulation31 Aug 2022
- 2022Atomist or Holist? A Diagnosis and Vision for More Productive Interdisciplinary AI Ethics Dialogue19 Aug 2022
- 2022Don't "research fast and break things": On the ethics of Computational Social Science12 Jun 2022
- 2022Think About the Stakeholders First! Towards an Algorithmic Transparency Playbook for Regulatory Compliance10 Jun 2022
- 2022Towards a multi-stakeholder value-based assessment framework for algorithmic systems9 May 2022
- 2021A Sociotechnical View of Algorithmic Fairness27 Sep 2021