Guidelines for Integrating Value Sensitive Design in Responsible AI Toolkits
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arXiv
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| Autores principales: | , , , |
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| Formato: | Preprint |
| Publicado: |
2024
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| Acceso en línea: | |
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| _version_ | 1866909124045832192 |
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| author | Sadek, Malak Constantinides, Marios Quercia, Daniele Mougenot, Céline |
| author_facet | Sadek, Malak Constantinides, Marios Quercia, Daniele Mougenot, Céline |
| contents | Value Sensitive Design (VSD) is a framework for integrating human values throughout the technology design process. In parallel, Responsible AI (RAI) advocates for the development of systems aligning with ethical values, such as fairness and transparency. In this study, we posit that a VSD approach is not only compatible, but also advantageous to the development of RAI toolkits. To empirically assess this hypothesis, we conducted four workshops involving 17 early-career AI researchers. Our aim was to establish links between VSD and RAI values while examining how existing toolkits incorporate VSD principles in their design. Our findings show that collaborative and educational design features within these toolkits, including illustrative examples and open-ended cues, facilitate an understanding of human and ethical values, and empower researchers to incorporate values into AI systems. Drawing on these insights, we formulated six design guidelines for integrating VSD values into the development of RAI toolkits. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2403_00145 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Guidelines for Integrating Value Sensitive Design in Responsible AI Toolkits Sadek, Malak Constantinides, Marios Quercia, Daniele Mougenot, Céline Human-Computer Interaction Value Sensitive Design (VSD) is a framework for integrating human values throughout the technology design process. In parallel, Responsible AI (RAI) advocates for the development of systems aligning with ethical values, such as fairness and transparency. In this study, we posit that a VSD approach is not only compatible, but also advantageous to the development of RAI toolkits. To empirically assess this hypothesis, we conducted four workshops involving 17 early-career AI researchers. Our aim was to establish links between VSD and RAI values while examining how existing toolkits incorporate VSD principles in their design. Our findings show that collaborative and educational design features within these toolkits, including illustrative examples and open-ended cues, facilitate an understanding of human and ethical values, and empower researchers to incorporate values into AI systems. Drawing on these insights, we formulated six design guidelines for integrating VSD values into the development of RAI toolkits. |
| title | Guidelines for Integrating Value Sensitive Design in Responsible AI Toolkits |
| topic | Human-Computer Interaction |
| url | https://arxiv.org/abs/2403.00145 |